![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\"){kind=icon}
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "c1yMuPZNv8B-"
- },
- "source": [
- "#Drug Discovery via Data Commons\n",
- "\n",
- "---\n",
- "Copyright 2020 Google LLC. SPDX-License-Identifier: Apache-2.0\n",
- "\n",
- "Notebook Version: 1.0\n",
- "\n",
- "Authors: Christie Lincoln and Samantha Piekos\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "fzHtEFrCBlq9"
- },
- "source": [
- "# Overview\n",
- "\n",
- "This Colab tutorial exemplifies how data from the Data Commons Biomedical Knowledge Graph (DC KG) can be applied to help answer real world questions, in this case drug discovery.\n",
- "\n",
- "Here we will search for approved drugs for novel applications, which is sometimes referred to as drug repurposing. This is an important aspect of drug discovery because it reduces the time and resources required to deliver a treatment to a patient in need. By using drugs that are already approved, this approach eliminates phase I of clinical trials which proves the drug is safe for human use. This is especially important in the realm of rare diseases that have been overlooked by drug funding due to lack of projected profit caused by the small market pool. This reuse of approved compounds allows researchers to find treatments for those with rare disease with less upfront cost for companies to fund. \n",
- "\n",
- "The first aspect of drug discovery is to identify candidate compounds from a pool of human approved drugs to be used in a novel application or disease treatment. The Data Commons Biomedical Knowledge Graph (DC KG) is an ideal asset in drug discovery because it resolves many sources of compound and disease related data into one entity, ready to be queried. This notebook will focus on this computational aspect of drug discovery by analyzing drug-gene and disease-gene associations from Data Commons in order to suggest candidate molecules for treatment of a given disease.\n",
- "\n",
- "## Data Sources\n",
- "The sources of data retreived from Data Commons in this notebook include [PharmGKB](https://www.pharmgkb.org/) (used for drug-gene associations), [Disease Ontology](https://disease-ontology.org/) (disease-gene associations), and [ChEMBL](https://www.ebi.ac.uk/chembl/) (disease-compound treatments and contraindications) for the specific queries, as well as a multitude of other sources when analyzing the highest ranked candidiate at the end of the notebook. \n",
- "\n",
- "Data is retreived from Data Commons via [SPARQL queries](https://docs.datacommons.org/api/python/query.html) and [get_property_values](https://docs.datacommons.org/api/python/property_value.html) from the Data Commons Python API.\n",
- "\n",
- "## Methods\n",
- "\n",
- "To find candiate compounds, starting with the name of a disease, we will:\n",
- "0. Find the Data Commons ID (dcid) for the given disease, ensuring that it is in the knowledge graph. \n",
- "1. Identify compounds that are known treatments or contraindications for the disease. (ChEMBL data)\n",
- "2. Find the genes that are associated with the disease (Disease Ontology data).\n",
- "3. Identify drugs that target each associated gene (PharmGKB data). Then, identify all gene targets for the established treatment compounds (PharmGKB data).\n",
- "4. Eliminate known treatments or contraindications for the disease and separate remaining candidates into two groups: \n",
- " * (a) candidate does not share a gene target with any of the treatment compounds\n",
- " * (b) candidate shares a gene target with at least one treatment compound\n",
- "5. Rank the candidate compounds from group (b) using an external tool called [RDKit](https://www.rdkit.org/docs/Overview.html). This tool will be used to calculate molecular similiarities between the candidates and known treatment compounds that the candidate shares a gene target with.\n",
- "6. Analyze the top ranked candidate by retreiving more information about it from Data Commons.\n",
- "\n",
- "\n",
- "\n",
- "Note: We will be limiting gene targets to hg38 genome assembly for the sake of decreasing size of queries, however Data Commons also contains hg19."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "oYMeiPg8B7Wc"
- },
- "source": [
- "# Requirements\n",
- "\n",
- "1. Install Data Commons\n",
- "2. Install RDKit - RDKit cannot be installed with a simple pip command. The [script](https://gist.github.com/philopon/a75a33919d9ae41dbed5bc6a39f5ede2) used here was created to install RDKit in a Colab notebook."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "cellView": "form",
- "id": "zC9KWSIOuomF",
- "outputId": "e16a3d29-4f93-4d35-e797-d07c72e2d56a",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "#@title Install Data Commons\n",
- "!pip install --upgrade --quiet datacommons\n"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "\u001b[?25l\r\u001b[K |███████ | 10kB 20.8MB/s eta 0:00:01\r\u001b[K |██████████████ | 20kB 17.5MB/s eta 0:00:01\r\u001b[K |█████████████████████▏ | 30kB 13.2MB/s eta 0:00:01\r\u001b[K |████████████████████████████▏ | 40kB 9.3MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 51kB 2.5MB/s \n",
- "\u001b[?25h"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "cellView": "form",
- "id": "wgznkj301TQC",
- "outputId": "af6258fc-2187-4d63-f5b1-d975e042aa3e",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "#@title Install RDKit\n",
- "# Install rdkit for molecular similairty calculation \n",
- "# source: https://gist.github.com/philopon/a75a33919d9ae41dbed5bc6a39f5ede2\n",
- "\n",
- "import sys\n",
- "import os\n",
- "import requests\n",
- "import subprocess\n",
- "import shutil\n",
- "from logging import getLogger, StreamHandler, INFO\n",
- "\n",
- "\n",
- "logger = getLogger(__name__)\n",
- "logger.addHandler(StreamHandler())\n",
- "logger.setLevel(INFO)\n",
- "\n",
- "\n",
- "def install(\n",
- " chunk_size=4096,\n",
- " file_name=\"Miniconda3-latest-Linux-x86_64.sh\",\n",
- " url_base=\"https://repo.continuum.io/miniconda/\",\n",
- " conda_path=os.path.expanduser(os.path.join(\"~\", \"miniconda\")),\n",
- " rdkit_version=None,\n",
- " add_python_path=True,\n",
- " force=False):\n",
- " \"\"\"install rdkit from miniconda\n",
- " ```\n",
- " import rdkit_installer\n",
- " rdkit_installer.install()\n",
- " ```\n",
- " \"\"\"\n",
- "\n",
- " python_path = os.path.join(\n",
- " conda_path,\n",
- " \"lib\",\n",
- " \"python{0}.{1}\".format(*sys.version_info),\n",
- " \"site-packages\",\n",
- " )\n",
- "\n",
- " if add_python_path and python_path not in sys.path:\n",
- " logger.info(\"add {} to PYTHONPATH\".format(python_path))\n",
- " sys.path.append(python_path)\n",
- "\n",
- " if os.path.isdir(os.path.join(python_path, \"rdkit\")):\n",
- " logger.info(\"rdkit is already installed\")\n",
- " if not force:\n",
- " return\n",
- "\n",
- " logger.info(\"force re-install\")\n",
- "\n",
- " url = url_base + file_name\n",
- " python_version = \"{0}.{1}.{2}\".format(*sys.version_info)\n",
- "\n",
- " logger.info(\"python version: {}\".format(python_version))\n",
- "\n",
- " if os.path.isdir(conda_path):\n",
- " logger.warning(\"remove current miniconda\")\n",
- " shutil.rmtree(conda_path)\n",
- " elif os.path.isfile(conda_path):\n",
- " logger.warning(\"remove {}\".format(conda_path))\n",
- " os.remove(conda_path)\n",
- "\n",
- " logger.info('fetching installer from {}'.format(url))\n",
- " res = requests.get(url, stream=True)\n",
- " res.raise_for_status()\n",
- " with open(file_name, 'wb') as f:\n",
- " for chunk in res.iter_content(chunk_size):\n",
- " f.write(chunk)\n",
- " logger.info('done')\n",
- "\n",
- " logger.info('installing miniconda to {}'.format(conda_path))\n",
- " subprocess.check_call([\"bash\", file_name, \"-b\", \"-p\", conda_path])\n",
- " logger.info('done')\n",
- "\n",
- " logger.info(\"installing rdkit\")\n",
- " subprocess.check_call([\n",
- " os.path.join(conda_path, \"bin\", \"conda\"),\n",
- " \"install\",\n",
- " \"--yes\",\n",
- " \"-c\", \"rdkit\",\n",
- " \"python=={}\".format(python_version),\n",
- " \"rdkit\" if rdkit_version is None else \"rdkit=={}\".format(rdkit_version)])\n",
- " logger.info(\"done\")\n",
- "\n",
- " import rdkit\n",
- " logger.info(\"rdkit-{} installation finished!\".format(rdkit.__version__))\n",
- "\n",
- "\n",
- "if __name__ == \"__main__\":\n",
- " install()\n",
- "\n"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "add /root/miniconda/lib/python3.6/site-packages to PYTHONPATH\n",
- "python version: 3.6.9\n",
- "fetching installer from https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh\n",
- "done\n",
- "installing miniconda to /root/miniconda\n",
- "done\n",
- "installing rdkit\n",
- "done\n",
- "rdkit-2020.09.1 installation finished!\n"
- ],
- "name": "stderr"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "eexbk9b2q-j2"
- },
- "source": [
- "# Imports\n",
- "This notebook uses libraries provided by Data Commons, Pandas, and RDKit."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "hNEV-zvZrEr5"
- },
- "source": [
- "# Disease Selector Widget\n",
- "import ipywidgets as widgets\n",
- "\n",
- "# Data Commons Query \n",
- "import datacommons as dc\n",
- "\n",
- "# RDKit Analysis and Ranking\n",
- "import pandas as pd\n",
- "from collections import defaultdict\n",
- "from ast import literal_eval\n",
- "from rdkit import DataStructs\n",
- "from rdkit import Chem\n",
- "from rdkit.Chem import AllChem\n",
- "from rdkit.Chem import Draw"
- ],
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "pTNmIWJaDBWS"
- },
- "source": [
- "# Query Data Commons\n",
- "In this section, we will be conducting a series of queries to Data Commons to identify candidate compounds. We will first begin by picking a disease we would like to find new treatments for. Then find the treatments and contraindications already known for the disease. We will then find all genes that are associated with the disease, then all compounds that target those identified genes. After filtering out the known treatments and contraindications, we separate these compounds into the two different groups of candidates: those that share at least one gene target with at least one treatment compound and those that do not.\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "LVdkPV7Ay53a"
- },
- "source": [
- "## Query Helper Functions\n",
- "Below is the main function (`conduct_query`) we will use to query Data Commons with SPARQL. Throughout this tutorial, we will be conducting very large queries. To lessen the load on the Data Commons server, we will use the function below to break up our queries into smaller chunks and space them apart if an error in the server occurs."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "AgyzoTTlPKn8"
- },
- "source": [
- "import time\n",
- "# sets the time between a failed a query and a second attempt to 5 seconds\n",
- "DELAY_TIME = 5\n",
- "\n",
- "# sets the maximum number of attempts of a single query to DC as 5\n",
- "TRIAL_LIMIT = 5\n",
- "\n",
- "def recursive_query(query_str, trial_num):\n",
- " \"\"\"Queries Data Commons with the given query string.\n",
- "\n",
- " If the query results in an error, then this function will be recursively\n",
- " called after a delay of DELAY_TIME seconds until the query is resolved or the\n",
- " TRIAL_LIMIT has been exceeded.\n",
- "\n",
- " Args:\n",
- " query_str: The query to be passed to Data Commons.\n",
- " trial_num: The number of times the query has been attempted.\n",
- " \n",
- " Returns:\n",
- " The result of the query from Data Commons which is an array of dictionaries.\n",
- " \n",
- " Raises:\n",
- " If the TRIAL_LIMIT is exceeded, then the error thrown by Data Commons is\n",
- " raised.\n",
- " \"\"\"\n",
- " try:\n",
- " return dc.query(query_str) # this is the actual query to Data Commons\n",
- " except:\n",
- " time.sleep(DELAY_TIME)\n",
- " if trial_num < TRIAL_LIMIT:\n",
- " return recursive_query(query_str, trial_num+1)\n",
- " print('exceeded trial limit: ' + query_str)\n",
- " raise\n",
- "\n",
- "def conduct_query(query_template, query_arr):\n",
- " \"\"\"Generates query strings and intiates queries user helper function.\n",
- " \n",
- " Chunks the given array into smaller sizes and uses the given template to\n",
- " create queries of manageable size for the Data Commons server. Each generated\n",
- " query string is passed to the helper function recursive_query.\n",
- "\n",
- " Args:\n",
- " query_template: The template of the query which needs to be filled in with\n",
- " the given array. The template should have only one missing value\n",
- " denoted with {0}.\n",
- " querry_arr: The array to fill in the given template.\n",
- " \n",
- " Returns:\n",
- " The results of the smaller queries from Data Commons concatonated into one\n",
- " result array.\n",
- " \"\"\"\n",
- " result = []\n",
- " i = 0\n",
- " chunk_size = 400\n",
- "\n",
- " while (i+chunk_size < len(query_arr)):\n",
- " query_str = query_template.format('\" \"'.join(query_arr[i:i+chunk_size]))\n",
- " result.extend(recursive_query(query_str, 0))\n",
- " i+= chunk_size\n",
- "\n",
- " query_str = query_template.format('\" \"'.join(query_arr[i:]))\n",
- " print(query_str)\n",
- " result.extend(recursive_query(query_str, 0))\n",
- " return result"
- ],
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "HvPAeUWWzNL_"
- },
- "source": [
- "## Disease Query \n",
- "Let's begin with the common name of a disease for which we'd like to find new candidate drugs. Here, we examine the disease denoted in `disease_name` and identify it's corresponding dcid in Data Commons. Finding the dcid ensures that the disease is in Data Commons and allows us to use it to conduct the rest of queries. The default disease used throughout this tutorial is `Crohn's disease`. \n",
- "\n",
- "If you would like to run the notebook with a different disease, first make a copy. Select the cell below labeled `Set Disease Name`. Click \"Runtime -> \"Run before\" from the upper left corner of the Colab notebook. Then run the selected cell. Choose the disease you would like to examine, then seclect the next cell begining with `disease_name` and in the upper left corner, click \"Runtime\" -> \"Run after\" to run all of the following cells."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "YacgDpyxcRGc",
- "outputId": "323647bf-d705-44da-a800-55c17066c969",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 49,
- "referenced_widgets": [
- "80bfc0c786b440e699da41246a7856a8",
- "06dbee1ca8f241cc8b3a73fc6bf9b787",
- "b0bfa892e5a540b09256f04f0b822cfb"
- ]
- }
- },
- "source": [
- "#@title Set Disease Name\n",
- "query_str = '''\n",
- "SELECT ?name\n",
- "WHERE {\n",
- "?a typeOf Disease .\n",
- "?a commonName ?name .\n",
- "}\n",
- "'''\n",
- "result = dc.query(query_str)\n",
- "disease_name_list = sorted([row['?name'] for row in result], key=str.lower)\n",
- "disease_selector = widgets.Dropdown(options=disease_name_list, value=\"Crohn's disease\", description='Disease:')\n",
- "\n",
- "disease_selector"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "80bfc0c786b440e699da41246a7856a8",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "Dropdown(description='Disease:', index=3013, options=('1,4-phenylenediamine allergic contact dermatitis', '1-c…"
- ]
- },
- "metadata": {
- "tags": []
- }
- }
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "cellView": "both",
- "id": "IC5yV7tJWiLe",
- "outputId": "e41c2e03-90b7-44bc-a3a2-8700f40a0f87",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "disease_name = disease_selector.value\n",
- "# This query finds a node in Data Commons that is of type Disease and has the \n",
- "# common name of the disease we are looking for\n",
- "query_str = '''\n",
- "SELECT ?dcid\n",
- "WHERE {{\n",
- "?dcid typeOf Disease .\n",
- "?dcid commonName \"{0}\" .\n",
- "}}\n",
- "'''.format(disease_name)\n",
- "\n",
- "result = dc.query(query_str)\n",
- "print('query result: ' + str(result))\n",
- "\n",
- "disease_dcid = ''\n",
- "\n",
- "# Extract the dcid of the disease and save it to disease_dcid\n",
- "for row in result:\n",
- " disease_dcid = row['?dcid']\n",
- "\n",
- "print(disease_dcid)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "query result: [{'?dcid': 'bio/DOID_8778'}]\n",
- "bio/DOID_8778\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "d_Eo3tIHh-qe"
- },
- "source": [
- "Now that we have found the dcid of the disease, we can use it in the next few queries."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "2kkiqPEKEOcN"
- },
- "source": [
- "## Treatments Query\n",
- "We can examine the properties related to the disease using the `get_property_labels` DC python API function, or we can view the node in the Data Commons Graph Browser. Later on we will see how exactly the `get_property_labels` function is used. This general format for viewing a specific node in Graph Browser is: https://datacommons.org/browser/{dcid}. We will be using this to examine nodes throughout the tutorial. \n",
- "\n",
- "From the result above, know that the disease is in Data Commons and its dcid, so let's find all of its known treatments. For now, we can use the Graph Browser to to [view the disease](https://datacommons.org/browser/bio/DOID_8778). \n",
- "\n",
- "From this, we see that there is a node type called ChemicalCompoundDiseaseTreatment which pairs a disease and a compound that is known to treat it. After finding the ChemicalCompoundDiseaseTreatment nodes using a SPARQL query to Data Commons, we can use the DC [get_property_values](https://docs.datacommons.org/api/python/property_value.html) API function to find the compoundID involved in each ChemicalCompoundDiseaseTreatment node. \n",
- "\n",
- "We will be using this general approach of conducting SPARQL queries followed by calling get_property_values for a majority of the sections below."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "NAfZqJbBviPZ",
- "outputId": "dec10e17-b1f1-4d82-a128-5da0016fd5f0",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "# find all ChemicalCompoundDiseaeTreatment nodes that includes the disease\n",
- "query_str = '''\n",
- "SELECT ?cdt_dcid\n",
- "WHERE {{\n",
- "?disease dcid \"{0}\" .\n",
- "?cdt_dcid typeOf \tChemicalCompoundDiseaseTreatment .\n",
- "?cdt_dcid diseaseID ?disease . \n",
- "}}\n",
- "'''.format(disease_dcid)\n",
- "\n",
- "result = dc.query(query_str)\n",
- "print('query result: ' + str(result))\n",
- "\n",
- "treatment_compounds = []\n",
- "\n",
- "if not result:\n",
- " print('no treatments found')\n",
- "\n",
- "else:\n",
- " # extract just the dcids of the ChemicalCompoundDiseaeTreatment nodes\n",
- " cdt_dcids = set() \n",
- " for row in result:\n",
- " cdt_dcids.add(row['?cdt_dcid'])\n",
- " print('CDT dcids: ' + str(cdt_dcids))\n",
- "\n",
- " # Use Data Commons python API to get all of the compoundIDs from each CDT Node\n",
- " compounds = dc.get_property_values(cdt_dcids, 'compoundID')\n",
- " print('raw values:' + str(compounds))\n",
- "\n",
- " # Lets reformat this retreived data into a single list of compounds so it is\n",
- " # easier to iterate through in the future\n",
- " treatment_compounds = [drug for cdt, drug_list in compounds.items() for drug in drug_list ]\n",
- " print('treatment compounds: ' + str(treatment_compounds))\n",
- " print(len(treatment_compounds))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "query result: [{'?cdt_dcid': 'bio/CTD_CHEMBL1200751_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1401_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201587_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2109511_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL595_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL393220_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1200796_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2021430_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1535_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201438_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1536_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297344_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL416_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL90593_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2108589_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1743068_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1743020_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL131_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1464_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL74415_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL848_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1096882_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201562_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4085457_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1743015_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL221959_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3137327_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1742995_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1370_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2109613_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL635_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3707374_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3833372_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2104987_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1743087_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2107867_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL66092_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297331_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2178578_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4243974_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201519_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201507_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL468_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1742996_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3707247_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL6966_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201823_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL113_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL116438_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1743050_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL866_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3990014_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3990031_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1042_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1200574_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201621_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3039505_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2107779_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2108922_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3301607_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2109070_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3990029_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL444633_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1503_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL262777_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1496_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1741_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL389621_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1213492_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3989751_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201567_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201581_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL332750_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL19019_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2364648_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL704_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1237023_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL190461_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL25202_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL186141_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1542_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL671_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1169_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1292_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3137351_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201716_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201576_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL137_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4175981_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL52440_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2109606_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL384467_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL643_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1293_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297942_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2108751_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL269732_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL846_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1200699_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201607_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1617_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4298111_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2107614_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3707383_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2109664_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297761_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201831_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201479_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2108046_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL8_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297477_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL106_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201580_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3622821_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201835_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL650_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL367149_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL34259_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL450940_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1201670_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297252_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL460026_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2108811_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL1456_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2109465_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL894_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL655_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL852_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL4297643_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL2108326_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL3833374_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL930_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL98_DOID_8778'}, {'?cdt_dcid': 'bio/CTD_CHEMBL975_DOID_8778'}]\n",
- "CDT dcids: {'bio/CTD_CHEMBL1542_DOID_8778', 'bio/CTD_CHEMBL90593_DOID_8778', 'bio/CTD_CHEMBL635_DOID_8778', 'bio/CTD_CHEMBL643_DOID_8778', 'bio/CTD_CHEMBL389621_DOID_8778', 'bio/CTD_CHEMBL1743068_DOID_8778', 'bio/CTD_CHEMBL2109070_DOID_8778', 'bio/CTD_CHEMBL1743020_DOID_8778', 'bio/CTD_CHEMBL1201587_DOID_8778', 'bio/CTD_CHEMBL1201567_DOID_8778', 'bio/CTD_CHEMBL116438_DOID_8778', 'bio/CTD_CHEMBL930_DOID_8778', 'bio/CTD_CHEMBL2108326_DOID_8778', 'bio/CTD_CHEMBL866_DOID_8778', 'bio/CTD_CHEMBL393220_DOID_8778', 'bio/CTD_CHEMBL671_DOID_8778', 'bio/CTD_CHEMBL2107614_DOID_8778', 'bio/CTD_CHEMBL3833374_DOID_8778', 'bio/CTD_CHEMBL113_DOID_8778', 'bio/CTD_CHEMBL8_DOID_8778', 'bio/CTD_CHEMBL2104987_DOID_8778', 'bio/CTD_CHEMBL74415_DOID_8778', 'bio/CTD_CHEMBL1742995_DOID_8778', 'bio/CTD_CHEMBL1237023_DOID_8778', 'bio/CTD_CHEMBL2109511_DOID_8778', 'bio/CTD_CHEMBL2108046_DOID_8778', 'bio/CTD_CHEMBL3990031_DOID_8778', 'bio/CTD_CHEMBL262777_DOID_8778', 'bio/CTD_CHEMBL4297252_DOID_8778', 'bio/CTD_CHEMBL1464_DOID_8778', 'bio/CTD_CHEMBL4297331_DOID_8778', 'bio/CTD_CHEMBL450940_DOID_8778', 'bio/CTD_CHEMBL4297344_DOID_8778', 'bio/CTD_CHEMBL1496_DOID_8778', 'bio/CTD_CHEMBL1742996_DOID_8778', 'bio/CTD_CHEMBL186141_DOID_8778', 'bio/CTD_CHEMBL4297761_DOID_8778', 'bio/CTD_CHEMBL1456_DOID_8778', 'bio/CTD_CHEMBL4297477_DOID_8778', 'bio/CTD_CHEMBL1201507_DOID_8778', 'bio/CTD_CHEMBL269732_DOID_8778', 'bio/CTD_CHEMBL384467_DOID_8778', 'bio/CTD_CHEMBL846_DOID_8778', 'bio/CTD_CHEMBL4175981_DOID_8778', 'bio/CTD_CHEMBL3990014_DOID_8778', 'bio/CTD_CHEMBL444633_DOID_8778', 'bio/CTD_CHEMBL1743087_DOID_8778', 'bio/CTD_CHEMBL1201581_DOID_8778', 'bio/CTD_CHEMBL1201479_DOID_8778', 'bio/CTD_CHEMBL460026_DOID_8778', 'bio/CTD_CHEMBL1096882_DOID_8778', 'bio/CTD_CHEMBL1536_DOID_8778', 'bio/CTD_CHEMBL2107779_DOID_8778', 'bio/CTD_CHEMBL367149_DOID_8778', 'bio/CTD_CHEMBL2021430_DOID_8778', 'bio/CTD_CHEMBL1201607_DOID_8778', 'bio/CTD_CHEMBL2109465_DOID_8778', 'bio/CTD_CHEMBL19019_DOID_8778', 'bio/CTD_CHEMBL3622821_DOID_8778', 'bio/CTD_CHEMBL6966_DOID_8778', 'bio/CTD_CHEMBL852_DOID_8778', 'bio/CTD_CHEMBL190461_DOID_8778', 'bio/CTD_CHEMBL3301607_DOID_8778', 'bio/CTD_CHEMBL2108751_DOID_8778', 'bio/CTD_CHEMBL1200796_DOID_8778', 'bio/CTD_CHEMBL1169_DOID_8778', 'bio/CTD_CHEMBL3137327_DOID_8778', 'bio/CTD_CHEMBL25202_DOID_8778', 'bio/CTD_CHEMBL1201438_DOID_8778', 'bio/CTD_CHEMBL3989751_DOID_8778', 'bio/CTD_CHEMBL704_DOID_8778', 'bio/CTD_CHEMBL2109606_DOID_8778', 'bio/CTD_CHEMBL1743050_DOID_8778', 'bio/CTD_CHEMBL1201716_DOID_8778', 'bio/CTD_CHEMBL4085457_DOID_8778', 'bio/CTD_CHEMBL3990029_DOID_8778', 'bio/CTD_CHEMBL3833372_DOID_8778', 'bio/CTD_CHEMBL2178578_DOID_8778', 'bio/CTD_CHEMBL131_DOID_8778', 'bio/CTD_CHEMBL3707374_DOID_8778', 'bio/CTD_CHEMBL3137351_DOID_8778', 'bio/CTD_CHEMBL98_DOID_8778', 'bio/CTD_CHEMBL848_DOID_8778', 'bio/CTD_CHEMBL3707247_DOID_8778', 'bio/CTD_CHEMBL4297942_DOID_8778', 'bio/CTD_CHEMBL1617_DOID_8778', 'bio/CTD_CHEMBL1201580_DOID_8778', 'bio/CTD_CHEMBL1200574_DOID_8778', 'bio/CTD_CHEMBL1201835_DOID_8778', 'bio/CTD_CHEMBL595_DOID_8778', 'bio/CTD_CHEMBL2109664_DOID_8778', 'bio/CTD_CHEMBL4243974_DOID_8778', 'bio/CTD_CHEMBL975_DOID_8778', 'bio/CTD_CHEMBL1201562_DOID_8778', 'bio/CTD_CHEMBL1743015_DOID_8778', 'bio/CTD_CHEMBL2364648_DOID_8778', 'bio/CTD_CHEMBL1201519_DOID_8778', 'bio/CTD_CHEMBL52440_DOID_8778', 'bio/CTD_CHEMBL1201823_DOID_8778', 'bio/CTD_CHEMBL106_DOID_8778', 'bio/CTD_CHEMBL650_DOID_8778', 'bio/CTD_CHEMBL221959_DOID_8778', 'bio/CTD_CHEMBL1200751_DOID_8778', 'bio/CTD_CHEMBL3039505_DOID_8778', 'bio/CTD_CHEMBL2108922_DOID_8778', 'bio/CTD_CHEMBL1741_DOID_8778', 'bio/CTD_CHEMBL4297643_DOID_8778', 'bio/CTD_CHEMBL1292_DOID_8778', 'bio/CTD_CHEMBL1201670_DOID_8778', 'bio/CTD_CHEMBL416_DOID_8778', 'bio/CTD_CHEMBL1042_DOID_8778', 'bio/CTD_CHEMBL468_DOID_8778', 'bio/CTD_CHEMBL1503_DOID_8778', 'bio/CTD_CHEMBL2107867_DOID_8778', 'bio/CTD_CHEMBL4298111_DOID_8778', 'bio/CTD_CHEMBL3707383_DOID_8778', 'bio/CTD_CHEMBL1201576_DOID_8778', 'bio/CTD_CHEMBL2108589_DOID_8778', 'bio/CTD_CHEMBL1201831_DOID_8778', 'bio/CTD_CHEMBL1401_DOID_8778', 'bio/CTD_CHEMBL137_DOID_8778', 'bio/CTD_CHEMBL332750_DOID_8778', 'bio/CTD_CHEMBL1293_DOID_8778', 'bio/CTD_CHEMBL1213492_DOID_8778', 'bio/CTD_CHEMBL2109613_DOID_8778', 'bio/CTD_CHEMBL34259_DOID_8778', 'bio/CTD_CHEMBL1535_DOID_8778', 'bio/CTD_CHEMBL1200699_DOID_8778', 'bio/CTD_CHEMBL894_DOID_8778', 'bio/CTD_CHEMBL2108811_DOID_8778', 'bio/CTD_CHEMBL655_DOID_8778', 'bio/CTD_CHEMBL66092_DOID_8778', 'bio/CTD_CHEMBL1201621_DOID_8778', 'bio/CTD_CHEMBL1370_DOID_8778'}\n",
- "raw values:{'bio/CTD_CHEMBL1542_DOID_8778': ['bio/CHEMBL1542'], 'bio/CTD_CHEMBL90593_DOID_8778': ['bio/CHEMBL90593'], 'bio/CTD_CHEMBL635_DOID_8778': ['bio/CHEMBL635'], 'bio/CTD_CHEMBL643_DOID_8778': ['bio/CHEMBL643'], 'bio/CTD_CHEMBL389621_DOID_8778': ['bio/CHEMBL389621'], 'bio/CTD_CHEMBL1743068_DOID_8778': ['bio/CHEMBL1743068'], 'bio/CTD_CHEMBL2109070_DOID_8778': ['bio/CHEMBL2109070'], 'bio/CTD_CHEMBL1743020_DOID_8778': ['bio/CHEMBL1743020'], 'bio/CTD_CHEMBL1201587_DOID_8778': ['bio/CHEMBL1201587'], 'bio/CTD_CHEMBL1201567_DOID_8778': ['bio/CHEMBL1201567'], 'bio/CTD_CHEMBL116438_DOID_8778': ['bio/CHEMBL116438'], 'bio/CTD_CHEMBL930_DOID_8778': ['bio/CHEMBL930'], 'bio/CTD_CHEMBL2108326_DOID_8778': ['bio/CHEMBL2108326'], 'bio/CTD_CHEMBL866_DOID_8778': ['bio/CHEMBL866'], 'bio/CTD_CHEMBL393220_DOID_8778': ['bio/CHEMBL393220'], 'bio/CTD_CHEMBL671_DOID_8778': ['bio/CHEMBL671'], 'bio/CTD_CHEMBL2107614_DOID_8778': ['bio/CHEMBL2107614'], 'bio/CTD_CHEMBL3833374_DOID_8778': ['bio/CHEMBL3833374'], 'bio/CTD_CHEMBL113_DOID_8778': ['bio/CHEMBL113'], 'bio/CTD_CHEMBL8_DOID_8778': ['bio/CHEMBL8'], 'bio/CTD_CHEMBL2104987_DOID_8778': ['bio/CHEMBL2104987'], 'bio/CTD_CHEMBL74415_DOID_8778': ['bio/CHEMBL74415'], 'bio/CTD_CHEMBL1742995_DOID_8778': ['bio/CHEMBL1742995'], 'bio/CTD_CHEMBL1237023_DOID_8778': ['bio/CHEMBL1237023'], 'bio/CTD_CHEMBL2109511_DOID_8778': ['bio/CHEMBL2109511'], 'bio/CTD_CHEMBL2108046_DOID_8778': ['bio/CHEMBL2108046'], 'bio/CTD_CHEMBL3990031_DOID_8778': ['bio/CHEMBL3990031'], 'bio/CTD_CHEMBL262777_DOID_8778': ['bio/CHEMBL262777'], 'bio/CTD_CHEMBL4297252_DOID_8778': ['bio/CHEMBL4297252'], 'bio/CTD_CHEMBL1464_DOID_8778': ['bio/CHEMBL1464'], 'bio/CTD_CHEMBL4297331_DOID_8778': ['bio/CHEMBL4297331'], 'bio/CTD_CHEMBL450940_DOID_8778': ['bio/CHEMBL450940'], 'bio/CTD_CHEMBL4297344_DOID_8778': ['bio/CHEMBL4297344'], 'bio/CTD_CHEMBL1496_DOID_8778': ['bio/CHEMBL1496'], 'bio/CTD_CHEMBL1742996_DOID_8778': ['bio/CHEMBL1742996'], 'bio/CTD_CHEMBL186141_DOID_8778': ['bio/CHEMBL186141'], 'bio/CTD_CHEMBL4297761_DOID_8778': ['bio/CHEMBL4297761'], 'bio/CTD_CHEMBL1456_DOID_8778': ['bio/CHEMBL1456'], 'bio/CTD_CHEMBL4297477_DOID_8778': ['bio/CHEMBL4297477'], 'bio/CTD_CHEMBL1201507_DOID_8778': ['bio/CHEMBL1201507'], 'bio/CTD_CHEMBL269732_DOID_8778': ['bio/CHEMBL269732'], 'bio/CTD_CHEMBL384467_DOID_8778': ['bio/CHEMBL384467'], 'bio/CTD_CHEMBL846_DOID_8778': ['bio/CHEMBL846'], 'bio/CTD_CHEMBL4175981_DOID_8778': ['bio/CHEMBL4175981'], 'bio/CTD_CHEMBL3990014_DOID_8778': ['bio/CHEMBL3990014'], 'bio/CTD_CHEMBL444633_DOID_8778': ['bio/CHEMBL444633'], 'bio/CTD_CHEMBL1743087_DOID_8778': ['bio/CHEMBL1743087'], 'bio/CTD_CHEMBL1201581_DOID_8778': ['bio/CHEMBL1201581'], 'bio/CTD_CHEMBL1201479_DOID_8778': ['bio/CHEMBL1201479'], 'bio/CTD_CHEMBL460026_DOID_8778': ['bio/CHEMBL460026'], 'bio/CTD_CHEMBL1096882_DOID_8778': ['bio/CHEMBL1096882'], 'bio/CTD_CHEMBL1536_DOID_8778': ['bio/CHEMBL1536'], 'bio/CTD_CHEMBL2107779_DOID_8778': ['bio/CHEMBL2107779'], 'bio/CTD_CHEMBL367149_DOID_8778': ['bio/CHEMBL367149'], 'bio/CTD_CHEMBL2021430_DOID_8778': ['bio/CHEMBL2021430'], 'bio/CTD_CHEMBL1201607_DOID_8778': ['bio/CHEMBL1201607'], 'bio/CTD_CHEMBL2109465_DOID_8778': ['bio/CHEMBL2109465'], 'bio/CTD_CHEMBL19019_DOID_8778': ['bio/CHEMBL19019'], 'bio/CTD_CHEMBL3622821_DOID_8778': ['bio/CHEMBL3622821'], 'bio/CTD_CHEMBL6966_DOID_8778': ['bio/CHEMBL6966'], 'bio/CTD_CHEMBL852_DOID_8778': ['bio/CHEMBL852'], 'bio/CTD_CHEMBL190461_DOID_8778': ['bio/CHEMBL190461'], 'bio/CTD_CHEMBL3301607_DOID_8778': ['bio/CHEMBL3301607'], 'bio/CTD_CHEMBL2108751_DOID_8778': ['bio/CHEMBL2108751'], 'bio/CTD_CHEMBL1200796_DOID_8778': ['bio/CHEMBL1200796'], 'bio/CTD_CHEMBL1169_DOID_8778': ['bio/CHEMBL1169'], 'bio/CTD_CHEMBL3137327_DOID_8778': ['bio/CHEMBL3137327'], 'bio/CTD_CHEMBL25202_DOID_8778': ['bio/CHEMBL25202'], 'bio/CTD_CHEMBL1201438_DOID_8778': ['bio/CHEMBL1201438'], 'bio/CTD_CHEMBL3989751_DOID_8778': ['bio/CHEMBL3989751'], 'bio/CTD_CHEMBL704_DOID_8778': ['bio/CHEMBL704'], 'bio/CTD_CHEMBL2109606_DOID_8778': ['bio/CHEMBL2109606'], 'bio/CTD_CHEMBL1743050_DOID_8778': ['bio/CHEMBL1743050'], 'bio/CTD_CHEMBL1201716_DOID_8778': ['bio/CHEMBL1201716'], 'bio/CTD_CHEMBL4085457_DOID_8778': ['bio/CHEMBL4085457'], 'bio/CTD_CHEMBL3990029_DOID_8778': ['bio/CHEMBL3990029'], 'bio/CTD_CHEMBL3833372_DOID_8778': ['bio/CHEMBL3833372'], 'bio/CTD_CHEMBL2178578_DOID_8778': ['bio/CHEMBL2178578'], 'bio/CTD_CHEMBL131_DOID_8778': ['bio/CHEMBL131'], 'bio/CTD_CHEMBL3707374_DOID_8778': ['bio/CHEMBL3707374'], 'bio/CTD_CHEMBL3137351_DOID_8778': ['bio/CHEMBL3137351'], 'bio/CTD_CHEMBL98_DOID_8778': ['bio/CHEMBL98'], 'bio/CTD_CHEMBL848_DOID_8778': ['bio/CHEMBL848'], 'bio/CTD_CHEMBL3707247_DOID_8778': ['bio/CHEMBL3707247'], 'bio/CTD_CHEMBL4297942_DOID_8778': ['bio/CHEMBL4297942'], 'bio/CTD_CHEMBL1617_DOID_8778': ['bio/CHEMBL1617'], 'bio/CTD_CHEMBL1201580_DOID_8778': ['bio/CHEMBL1201580'], 'bio/CTD_CHEMBL1200574_DOID_8778': ['bio/CHEMBL1200574'], 'bio/CTD_CHEMBL1201835_DOID_8778': ['bio/CHEMBL1201835'], 'bio/CTD_CHEMBL595_DOID_8778': ['bio/CHEMBL595'], 'bio/CTD_CHEMBL2109664_DOID_8778': ['bio/CHEMBL2109664'], 'bio/CTD_CHEMBL4243974_DOID_8778': ['bio/CHEMBL4243974'], 'bio/CTD_CHEMBL975_DOID_8778': ['bio/CHEMBL975'], 'bio/CTD_CHEMBL1201562_DOID_8778': ['bio/CHEMBL1201562'], 'bio/CTD_CHEMBL1743015_DOID_8778': ['bio/CHEMBL1743015'], 'bio/CTD_CHEMBL2364648_DOID_8778': ['bio/CHEMBL2364648'], 'bio/CTD_CHEMBL1201519_DOID_8778': ['bio/CHEMBL1201519'], 'bio/CTD_CHEMBL52440_DOID_8778': ['bio/CHEMBL52440'], 'bio/CTD_CHEMBL1201823_DOID_8778': ['bio/CHEMBL1201823'], 'bio/CTD_CHEMBL106_DOID_8778': ['bio/CHEMBL106'], 'bio/CTD_CHEMBL650_DOID_8778': ['bio/CHEMBL650'], 'bio/CTD_CHEMBL221959_DOID_8778': ['bio/CHEMBL221959'], 'bio/CTD_CHEMBL1200751_DOID_8778': ['bio/CHEMBL1200751'], 'bio/CTD_CHEMBL3039505_DOID_8778': ['bio/CHEMBL3039505'], 'bio/CTD_CHEMBL2108922_DOID_8778': ['bio/CHEMBL2108922'], 'bio/CTD_CHEMBL1741_DOID_8778': ['bio/CHEMBL1741'], 'bio/CTD_CHEMBL4297643_DOID_8778': ['bio/CHEMBL4297643'], 'bio/CTD_CHEMBL1292_DOID_8778': ['bio/CHEMBL1292'], 'bio/CTD_CHEMBL1201670_DOID_8778': ['bio/CHEMBL1201670'], 'bio/CTD_CHEMBL416_DOID_8778': ['bio/CHEMBL416'], 'bio/CTD_CHEMBL1042_DOID_8778': ['bio/CHEMBL1042'], 'bio/CTD_CHEMBL468_DOID_8778': ['bio/CHEMBL468'], 'bio/CTD_CHEMBL1503_DOID_8778': ['bio/CHEMBL1503'], 'bio/CTD_CHEMBL2107867_DOID_8778': ['bio/CHEMBL2107867'], 'bio/CTD_CHEMBL4298111_DOID_8778': ['bio/CHEMBL4298111'], 'bio/CTD_CHEMBL3707383_DOID_8778': ['bio/CHEMBL3707383'], 'bio/CTD_CHEMBL1201576_DOID_8778': ['bio/CHEMBL1201576'], 'bio/CTD_CHEMBL2108589_DOID_8778': ['bio/CHEMBL2108589'], 'bio/CTD_CHEMBL1201831_DOID_8778': ['bio/CHEMBL1201831'], 'bio/CTD_CHEMBL1401_DOID_8778': ['bio/CHEMBL1401'], 'bio/CTD_CHEMBL137_DOID_8778': ['bio/CHEMBL137'], 'bio/CTD_CHEMBL332750_DOID_8778': ['bio/CHEMBL332750'], 'bio/CTD_CHEMBL1293_DOID_8778': ['bio/CHEMBL1293'], 'bio/CTD_CHEMBL1213492_DOID_8778': ['bio/CHEMBL1213492'], 'bio/CTD_CHEMBL2109613_DOID_8778': ['bio/CHEMBL2109613'], 'bio/CTD_CHEMBL34259_DOID_8778': ['bio/CHEMBL34259'], 'bio/CTD_CHEMBL1535_DOID_8778': ['bio/CHEMBL1535'], 'bio/CTD_CHEMBL1200699_DOID_8778': ['bio/CHEMBL1200699'], 'bio/CTD_CHEMBL894_DOID_8778': ['bio/CHEMBL894'], 'bio/CTD_CHEMBL2108811_DOID_8778': ['bio/CHEMBL2108811'], 'bio/CTD_CHEMBL655_DOID_8778': ['bio/CHEMBL655'], 'bio/CTD_CHEMBL66092_DOID_8778': ['bio/CHEMBL66092'], 'bio/CTD_CHEMBL1201621_DOID_8778': ['bio/CHEMBL1201621'], 'bio/CTD_CHEMBL1370_DOID_8778': ['bio/CHEMBL1370']}\n",
- "treatment compounds: ['bio/CHEMBL1542', 'bio/CHEMBL90593', 'bio/CHEMBL635', 'bio/CHEMBL643', 'bio/CHEMBL389621', 'bio/CHEMBL1743068', 'bio/CHEMBL2109070', 'bio/CHEMBL1743020', 'bio/CHEMBL1201587', 'bio/CHEMBL1201567', 'bio/CHEMBL116438', 'bio/CHEMBL930', 'bio/CHEMBL2108326', 'bio/CHEMBL866', 'bio/CHEMBL393220', 'bio/CHEMBL671', 'bio/CHEMBL2107614', 'bio/CHEMBL3833374', 'bio/CHEMBL113', 'bio/CHEMBL8', 'bio/CHEMBL2104987', 'bio/CHEMBL74415', 'bio/CHEMBL1742995', 'bio/CHEMBL1237023', 'bio/CHEMBL2109511', 'bio/CHEMBL2108046', 'bio/CHEMBL3990031', 'bio/CHEMBL262777', 'bio/CHEMBL4297252', 'bio/CHEMBL1464', 'bio/CHEMBL4297331', 'bio/CHEMBL450940', 'bio/CHEMBL4297344', 'bio/CHEMBL1496', 'bio/CHEMBL1742996', 'bio/CHEMBL186141', 'bio/CHEMBL4297761', 'bio/CHEMBL1456', 'bio/CHEMBL4297477', 'bio/CHEMBL1201507', 'bio/CHEMBL269732', 'bio/CHEMBL384467', 'bio/CHEMBL846', 'bio/CHEMBL4175981', 'bio/CHEMBL3990014', 'bio/CHEMBL444633', 'bio/CHEMBL1743087', 'bio/CHEMBL1201581', 'bio/CHEMBL1201479', 'bio/CHEMBL460026', 'bio/CHEMBL1096882', 'bio/CHEMBL1536', 'bio/CHEMBL2107779', 'bio/CHEMBL367149', 'bio/CHEMBL2021430', 'bio/CHEMBL1201607', 'bio/CHEMBL2109465', 'bio/CHEMBL19019', 'bio/CHEMBL3622821', 'bio/CHEMBL6966', 'bio/CHEMBL852', 'bio/CHEMBL190461', 'bio/CHEMBL3301607', 'bio/CHEMBL2108751', 'bio/CHEMBL1200796', 'bio/CHEMBL1169', 'bio/CHEMBL3137327', 'bio/CHEMBL25202', 'bio/CHEMBL1201438', 'bio/CHEMBL3989751', 'bio/CHEMBL704', 'bio/CHEMBL2109606', 'bio/CHEMBL1743050', 'bio/CHEMBL1201716', 'bio/CHEMBL4085457', 'bio/CHEMBL3990029', 'bio/CHEMBL3833372', 'bio/CHEMBL2178578', 'bio/CHEMBL131', 'bio/CHEMBL3707374', 'bio/CHEMBL3137351', 'bio/CHEMBL98', 'bio/CHEMBL848', 'bio/CHEMBL3707247', 'bio/CHEMBL4297942', 'bio/CHEMBL1617', 'bio/CHEMBL1201580', 'bio/CHEMBL1200574', 'bio/CHEMBL1201835', 'bio/CHEMBL595', 'bio/CHEMBL2109664', 'bio/CHEMBL4243974', 'bio/CHEMBL975', 'bio/CHEMBL1201562', 'bio/CHEMBL1743015', 'bio/CHEMBL2364648', 'bio/CHEMBL1201519', 'bio/CHEMBL52440', 'bio/CHEMBL1201823', 'bio/CHEMBL106', 'bio/CHEMBL650', 'bio/CHEMBL221959', 'bio/CHEMBL1200751', 'bio/CHEMBL3039505', 'bio/CHEMBL2108922', 'bio/CHEMBL1741', 'bio/CHEMBL4297643', 'bio/CHEMBL1292', 'bio/CHEMBL1201670', 'bio/CHEMBL416', 'bio/CHEMBL1042', 'bio/CHEMBL468', 'bio/CHEMBL1503', 'bio/CHEMBL2107867', 'bio/CHEMBL4298111', 'bio/CHEMBL3707383', 'bio/CHEMBL1201576', 'bio/CHEMBL2108589', 'bio/CHEMBL1201831', 'bio/CHEMBL1401', 'bio/CHEMBL137', 'bio/CHEMBL332750', 'bio/CHEMBL1293', 'bio/CHEMBL1213492', 'bio/CHEMBL2109613', 'bio/CHEMBL34259', 'bio/CHEMBL1535', 'bio/CHEMBL1200699', 'bio/CHEMBL894', 'bio/CHEMBL2108811', 'bio/CHEMBL655', 'bio/CHEMBL66092', 'bio/CHEMBL1201621', 'bio/CHEMBL1370']\n",
- "134\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "a_5H6LJKpJt9"
- },
- "source": [
- "We will save the treatment compounds as a reference to compare the candidate compounds that we find."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "bkCuU7zLEgkr"
- },
- "source": [
- "## Contraindications Query \n",
- "\n",
- "Let's perform the same steps as above, but this time get contraindications for the disease. Data Commons has an entity type called ChemicalCompoundDiseaseContraindication, this pairs a compound with a disease that it should not be used with. We want to ensure that we do not suggest any of these compounds as candidates.\n",
- "\n",
- "In this specific case, Crohn's disease does not have any contraindications listed in Data Commons, however this is a good check to have when running this notebook with other diseases!"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "XNbC8DtdNLoe",
- "outputId": "b4ff9166-ceca-49fc-9842-0aa0ec4fab91",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "# This query finds all ChemicalCompoundDiseaeContraindication nodes that the disease is connected to\n",
- "query_str = '''\n",
- "SELECT ?cdc_dcid\n",
- "WHERE {{\n",
- "?disease dcid \"{0}\" .\n",
- "?cdc_dcid typeOf \tChemicalCompoundDiseaseContraindication .\n",
- "?cdc_dcid diseaseID ?disease . \n",
- "}}\n",
- "'''.format(disease_dcid)\n",
- "\n",
- "result = dc.query(query_str)\n",
- "\n",
- "inadvisable_compounds = []\n",
- "\n",
- "if not result:\n",
- " print('no contraindications found')\n",
- "else:\n",
- " contraindication_dcids = set()\n",
- " for row in result:\n",
- " contraindication_dcids.add(row['?cdc_dcid'])\n",
- " print(contraindication_dcids)\n",
- "\n",
- " compounds = dc.get_property_values(contraindication_dcids, 'compoundID')\n",
- " print('raw values: ' + str(compounds))\n",
- "\n",
- " # reformat compounds into iterable list\n",
- " inadvisable_compounds = [drug for cdc, drug_list in compounds.items() for drug in drug_list ]\n",
- " print(inadvisable_compounds)\n",
- " print(len(inadvisable_compounds))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "no contraindications found\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "nmSzQlxrs0Et"
- },
- "source": [
- "Now that we have found a list of inadvisable compounds we have a list of compounds that we should not suggest as candidates."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "SHWpOv2mDW-w"
- },
- "source": [
- "## Disease-Gene Associations Query \n",
- "\n",
- "Let's move on to finding new candidate compounds! After looking at Crohn's disease [in the Graph Browser](https://datacommons.org/browser/bio/DOID_8778), we can see that there is are DiseaseGeneAssociation nodes connected to it. We will use these nodes to find genes associated with the specified disease."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "xwDyBHg7QxrY",
- "outputId": "6a781701-5e0f-4957-e524-3ef53a52f2ca",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "# This query finds all DiseaseGeneAssociation nodes involving the disease\n",
- "query_str = '''\n",
- "SELECT ?dga_dcid\n",
- "WHERE {{\n",
- "?disease dcid \"{0}\" .\n",
- "?dga_dcid typeOf \tDiseaseGeneAssociation .\n",
- "?dga_dcid diseaseOntologyID ?disease . \n",
- "}}\n",
- "'''.format(disease_dcid)\n",
- "\n",
- "all_associated_genes = []\n",
- "hg38_associated_genes = []\n",
- "\n",
- "result = dc.query(query_str)\n",
- "\n",
- "if not result:\n",
- " print('no disease-gene associations found')\n",
- "else:\n",
- " # retreive the gene dcids involved in all of the found DiseaseGeneAssociation \n",
- " # nodes, then limit to hg38\n",
- " dga_dcids = set()\n",
- " for row in result:\n",
- " dga_dcids.add(row['?dga_dcid'])\n",
- " print('disease-gene asscociations: ' + str(dga_dcids))\n",
- "\n",
- " genes_raw = dc.get_property_values(dga_dcids, 'geneID')\n",
- " print('raw values: ' + str(genes_raw))\n",
- "\n",
- " all_associated_genes = [gene for cdc, gene_list in genes_raw.items() for gene in gene_list ]\n",
- " print('all associated genes: ' + str(all_associated_genes))\n",
- " print(len(all_associated_genes))\n",
- "\n",
- " # limit to hg38 genome assembly\n",
- " hg38_associated_genes = [gene for gene in all_associated_genes if gene.startswith('bio/hg38')]\n",
- " print('associated hg38 genes: ' + str(hg38_associated_genes))\n",
- " print(len(hg38_associated_genes))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "disease-gene asscociations: {'bio/DGA_DOID_8778_OSMR_textmining', 'bio/DGA_DOID_8778_CGNL1_textmining', 'bio/DGA_DOID_8778_NR3C1_textmining', 'bio/DGA_DOID_8778_ISG15_textmining', 'bio/DGA_DOID_8778_IL36A_textmining', 'bio/DGA_DOID_8778_SIRT1_textmining', 'bio/DGA_DOID_8778_MXD4_textmining', 'bio/DGA_DOID_8778_PLD4_textmining', 'bio/DGA_DOID_8778_CD177_textmining', 'bio/DGA_DOID_8778_PLG_textmining', 'bio/DGA_DOID_8778_LGALS7B_textmining', 'bio/DGA_DOID_8778_TMEM232_textmining', 'bio/DGA_DOID_8778_MLKL_textmining', 'bio/DGA_DOID_8778_UBE2I_textmining', 'bio/DGA_DOID_8778_GPR132_textmining', 'bio/DGA_DOID_8778_ATXN2_textmining', 'bio/DGA_DOID_8778_COMP_textmining', 'bio/DGA_DOID_8778_EGFR_textmining', 'bio/DGA_DOID_8778_SUCNR1_textmining', 'bio/DGA_DOID_8778_hsa-miR-147b_textmining', 'bio/DGA_DOID_8778_CD6_textmining', 'bio/DGA_DOID_8778_LAT_textmining', 'bio/DGA_DOID_8778_ASPRV1_textmining', 'bio/DGA_DOID_8778_MLLT4_textmining', 'bio/DGA_DOID_8778_GNA11_textmining', 'bio/DGA_DOID_8778_IL18RAP_experiments', 'bio/DGA_DOID_8778_RGS14_experiments', 'bio/DGA_DOID_8778_IFIT1_textmining', 'bio/DGA_DOID_8778_OGFR_textmining', 'bio/DGA_DOID_8778_SORCS2_experiments', 'bio/DGA_DOID_8778_CSF2RB_textmining', 'bio/DGA_DOID_8778_MAP3K11_textmining', 'bio/DGA_DOID_8778_ENSP00000485133_experiments', 'bio/DGA_DOID_8778_ITGA2_textmining', 'bio/DGA_DOID_8778_JARID2_textmining', 'bio/DGA_DOID_8778_TTC37_textmining', 'bio/DGA_DOID_8778_CAPN14_textmining', 'bio/DGA_DOID_8778_CYR61_textmining', 'bio/DGA_DOID_8778_UBAC2_textmining', 'bio/DGA_DOID_8778_RHCE_textmining', 'bio/DGA_DOID_8778_ADRB2_textmining', 'bio/DGA_DOID_8778_PIGR_textmining', 'bio/DGA_DOID_8778_TCF7_textmining', 'bio/DGA_DOID_8778_CGB_textmining', 'bio/DGA_DOID_8778_TRIAP1_textmining', 'bio/DGA_DOID_8778_SLC2A4_textmining', 'bio/DGA_DOID_8778_TRAIP_textmining', 'bio/DGA_DOID_8778_VAMP7_textmining', 'bio/DGA_DOID_8778_CD6_experiments', 'bio/DGA_DOID_8778_HECA_textmining', 'bio/DGA_DOID_8778_MLST8_textmining', 'bio/DGA_DOID_8778_RNASE6_textmining', 'bio/DGA_DOID_8778_FOXO1_textmining', 'bio/DGA_DOID_8778_SH2D1A_textmining', 'bio/DGA_DOID_8778_TTK_textmining', 'bio/DGA_DOID_8778_PRKAA1_textmining', 'bio/DGA_DOID_8778_DIABLO_textmining', 'bio/DGA_DOID_8778_NTSR1_textmining', 'bio/DGA_DOID_8778_EOMES_textmining', 'bio/DGA_DOID_8778_SERPINA5_textmining', 'bio/DGA_DOID_8778_KCNA3_textmining', 'bio/DGA_DOID_8778_NLRP10_textmining', 'bio/DGA_DOID_8778_POLB_textmining', 'bio/DGA_DOID_8778_C4BPA_textmining', 'bio/DGA_DOID_8778_NFKB2_textmining', 'bio/DGA_DOID_8778_HNRNPD_textmining', 'bio/DGA_DOID_8778_CARD18_textmining', 'bio/DGA_DOID_8778_TNFRSF25_textmining', 'bio/DGA_DOID_8778_FZD5_textmining', 'bio/DGA_DOID_8778_SRGN_textmining', 'bio/DGA_DOID_8778_RAB3D_textmining', 'bio/DGA_DOID_8778_SST_textmining', 'bio/DGA_DOID_8778_RP11-16P6.1_textmining', 'bio/DGA_DOID_8778_FNDC5_textmining', 'bio/DGA_DOID_8778_BDKRB2_textmining', 'bio/DGA_DOID_8778_CDC42_textmining', 'bio/DGA_DOID_8778_BLK_textmining', 'bio/DGA_DOID_8778_ACKR3_textmining', 'bio/DGA_DOID_8778_IL18R1_textmining', 'bio/DGA_DOID_8778_CXCL8_textmining', 'bio/DGA_DOID_8778_RP11-76I14.1_textmining', 'bio/DGA_DOID_8778_DOK2_textmining', 'bio/DGA_DOID_8778_THNSL1_textmining', 'bio/DGA_DOID_8778_SEMA3C_textmining', 'bio/DGA_DOID_8778_DCX_textmining', 'bio/DGA_DOID_8778_IL20RA_textmining', 'bio/DGA_DOID_8778_ADAR_textmining', 'bio/DGA_DOID_8778_PMS1_textmining', 'bio/DGA_DOID_8778_PLXNB2_textmining', 'bio/DGA_DOID_8778_SLC26A3_textmining', 'bio/DGA_DOID_8778_HHIP_textmining', 'bio/DGA_DOID_8778_PDZK1_textmining', 'bio/DGA_DOID_8778_TNFRSF17_textmining', 'bio/DGA_DOID_8778_RP11-679B19.1_textmining', 'bio/DGA_DOID_8778_XBP1_textmining', 'bio/DGA_DOID_8778_COBL_textmining', 'bio/DGA_DOID_8778_PSMA7_textmining', 'bio/DGA_DOID_8778_IL1RAP_textmining', 'bio/DGA_DOID_8778_TTR_textmining', 'bio/DGA_DOID_8778_C1GALT1_textmining', 'bio/DGA_DOID_8778_CDKN2A_textmining', 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'bio/DGA_DOID_8778_MMP8_textmining', 'bio/DGA_DOID_8778_UBLCP1_textmining', 'bio/DGA_DOID_8778_FCGR2A_textmining', 'bio/DGA_DOID_8778_SLC6A14_textmining', 'bio/DGA_DOID_8778_ACE2_textmining', 'bio/DGA_DOID_8778_DNAH3_textmining', 'bio/DGA_DOID_8778_hsa-miR-124-3p_textmining', 'bio/DGA_DOID_8778_CCL23_textmining', 'bio/DGA_DOID_8778_HBS1L_textmining', 'bio/DGA_DOID_8778_CNTF_textmining', 'bio/DGA_DOID_8778_MGAM_textmining', 'bio/DGA_DOID_8778_GPR84_textmining', 'bio/DGA_DOID_8778_CSHL1_textmining', 'bio/DGA_DOID_8778_ACTA2_textmining', 'bio/DGA_DOID_8778_PDLIM5_textmining', 'bio/DGA_DOID_8778_hsa-miR-362-3p_textmining', 'bio/DGA_DOID_8778_RNF5_textmining', 'bio/DGA_DOID_8778_C1orf68_textmining', 'bio/DGA_DOID_8778_CMA1_textmining', 'bio/DGA_DOID_8778_CD80_textmining', 'bio/DGA_DOID_8778_GRP_textmining', 'bio/DGA_DOID_8778_DUSP16_experiments', 'bio/DGA_DOID_8778_UGT1A1_textmining', 'bio/DGA_DOID_8778_MRPS7_textmining', 'bio/DGA_DOID_8778_MS4A4A_textmining', 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'bio/DGA_DOID_8778_MZF1_textmining', 'bio/DGA_DOID_8778_DSC1_textmining', 'bio/DGA_DOID_8778_HIST1H4H_textmining', 'bio/DGA_DOID_8778_PYDC1_textmining', 'bio/DGA_DOID_8778_TNFRSF14_experiments', 'bio/DGA_DOID_8778_TNFRSF6B_textmining', 'bio/DGA_DOID_8778_hsa-miR-26b-5p_textmining', 'bio/DGA_DOID_8778_CHST4_textmining', 'bio/DGA_DOID_8778_FCRL4_textmining', 'bio/DGA_DOID_8778_CRHR1_textmining', 'bio/DGA_DOID_8778_CA1_textmining', 'bio/DGA_DOID_8778_CDKN3_textmining', 'bio/DGA_DOID_8778_SLC7A2_textmining', 'bio/DGA_DOID_8778_THEMIS_experiments', 'bio/DGA_DOID_8778_PLA2G5_textmining', 'bio/DGA_DOID_8778_ABHD8_textmining', 'bio/DGA_DOID_8778_TSPO_textmining', 'bio/DGA_DOID_8778_RNASET2_experiments', 'bio/DGA_DOID_8778_RBFOX3_textmining', 'bio/DGA_DOID_8778_TGM2_textmining', 'bio/DGA_DOID_8778_TPI1_textmining', 'bio/DGA_DOID_8778_RGS4_textmining', 'bio/DGA_DOID_8778_HNMT_textmining', 'bio/DGA_DOID_8778_GNA12_textmining', 'bio/DGA_DOID_8778_ERBB3_textmining', 'bio/DGA_DOID_8778_IL17B_textmining', 'bio/DGA_DOID_8778_SBK1_textmining', 'bio/DGA_DOID_8778_LPO_textmining', 'bio/DGA_DOID_8778_CRTC3_textmining', 'bio/DGA_DOID_8778_RCL1_textmining', 'bio/DGA_DOID_8778_MYLK3_textmining', 'bio/DGA_DOID_8778_FABP4_textmining', 'bio/DGA_DOID_8778_SFTPC_textmining', 'bio/DGA_DOID_8778_ENSP00000426906_textmining', 'bio/DGA_DOID_8778_BAG3_textmining', 'bio/DGA_DOID_8778_hsa-miR-149-3p_textmining', 'bio/DGA_DOID_8778_UHRF1_textmining', 'bio/DGA_DOID_8778_USP17L3_textmining', 'bio/DGA_DOID_8778_TNFAIP2_textmining', 'bio/DGA_DOID_8778_BSN_textmining', 'bio/DGA_DOID_8778_CSNK2A1_textmining', 'bio/DGA_DOID_8778_CSF3R_textmining', 'bio/DGA_DOID_8778_UGT1A6_textmining', 'bio/DGA_DOID_8778_CEMIP_textmining', 'bio/DGA_DOID_8778_PAH_textmining', 'bio/DGA_DOID_8778_HEATR3_textmining', 'bio/DGA_DOID_8778_CD207_textmining', 'bio/DGA_DOID_8778_GNB2L1_textmining', 'bio/DGA_DOID_8778_ARG1_textmining', 'bio/DGA_DOID_8778_CNR2_textmining', 'bio/DGA_DOID_8778_MCL1_textmining', 'bio/DGA_DOID_8778_IFITM1_textmining', 'bio/DGA_DOID_8778_ZPBP2_textmining', 'bio/DGA_DOID_8778_TXNDC15_textmining', 'bio/DGA_DOID_8778_CCL5_textmining', 'bio/DGA_DOID_8778_PCSK7_textmining', 'bio/DGA_DOID_8778_SOCS7_textmining', 'bio/DGA_DOID_8778_DUSP1_textmining', 'bio/DGA_DOID_8778_IL5_textmining', 'bio/DGA_DOID_8778_RHOH_textmining', 'bio/DGA_DOID_8778_PLA2G4B_textmining', 'bio/DGA_DOID_8778_YES1_textmining', 'bio/DGA_DOID_8778_AC007182.6_textmining', 'bio/DGA_DOID_8778_TSPAN14_textmining', 'bio/DGA_DOID_8778_TSC22D3_textmining', 'bio/DGA_DOID_8778_SELE_textmining', 'bio/DGA_DOID_8778_GATA2_textmining', 'bio/DGA_DOID_8778_APBA1_textmining', 'bio/DGA_DOID_8778_STAT3_textmining', 'bio/DGA_DOID_8778_SULT1A2_textmining', 'bio/DGA_DOID_8778_ASIC3_textmining', 'bio/DGA_DOID_8778_CLDN3_textmining', 'bio/DGA_DOID_8778_IL13_textmining', 'bio/DGA_DOID_8778_CUBN_textmining', 'bio/DGA_DOID_8778_CTSB_textmining', 'bio/DGA_DOID_8778_NOXO1_textmining', 'bio/DGA_DOID_8778_hsa-miR-301a-5p_textmining', 'bio/DGA_DOID_8778_WDR6_textmining', 'bio/DGA_DOID_8778_MAP3K7_textmining', 'bio/DGA_DOID_8778_UBASH3A_textmining', 'bio/DGA_DOID_8778_CD34_textmining', 'bio/DGA_DOID_8778_hsa-miR-4447_textmining', 'bio/DGA_DOID_8778_IFNGR1_textmining', 'bio/DGA_DOID_8778_NAT1_textmining', 'bio/DGA_DOID_8778_SLC30A1_textmining', 'bio/DGA_DOID_8778_CDH5_textmining', 'bio/DGA_DOID_8778_A2M_textmining', 'bio/DGA_DOID_8778_EFNB2_textmining', 'bio/DGA_DOID_8778_TRIM41_textmining', 'bio/DGA_DOID_8778_NOD1_textmining', 'bio/DGA_DOID_8778_MTRR_textmining', 'bio/DGA_DOID_8778_PDE4A_textmining', 'bio/DGA_DOID_8778_MKKS_textmining', 'bio/DGA_DOID_8778_SFRP2_textmining', 'bio/DGA_DOID_8778_ZNF740_textmining', 'bio/DGA_DOID_8778_UBE2V1_textmining', 'bio/DGA_DOID_8778_hsa-miR-3180-3p_textmining', 'bio/DGA_DOID_8778_IGFBP4_textmining', 'bio/DGA_DOID_8778_AGPS_textmining', 'bio/DGA_DOID_8778_GP6_textmining', 'bio/DGA_DOID_8778_SIL1_textmining', 'bio/DGA_DOID_8778_PGM1_textmining', 'bio/DGA_DOID_8778_IMPDH2_textmining', 'bio/DGA_DOID_8778_ELF3_textmining', 'bio/DGA_DOID_8778_RXRA_textmining', 'bio/DGA_DOID_8778_HIST2H4A_textmining', 'bio/DGA_DOID_8778_GATA1_textmining', 'bio/DGA_DOID_8778_ACP5_textmining', 'bio/DGA_DOID_8778_MT1F_textmining', 'bio/DGA_DOID_8778_RAB8A_textmining', 'bio/DGA_DOID_8778_hsa-miR-20a-5p_textmining', 'bio/DGA_DOID_8778_PMCH_textmining', 'bio/DGA_DOID_8778_CD69_textmining', 'bio/DGA_DOID_8778_NISCH_textmining', 'bio/DGA_DOID_8778_PLA2G2D_textmining', 'bio/DGA_DOID_8778_TFEB_textmining', 'bio/DGA_DOID_8778_IFNA1_textmining', 'bio/DGA_DOID_8778_CALCOCO2_textmining', 'bio/DGA_DOID_8778_BTLA_textmining', 'bio/DGA_DOID_8778_CXCL13_textmining', 'bio/DGA_DOID_8778_LTB_textmining', 'bio/DGA_DOID_8778_VMP1_textmining', 'bio/DGA_DOID_8778_FFAR3_textmining', 'bio/DGA_DOID_8778_APPL1_textmining', 'bio/DGA_DOID_8778_TRIM35_textmining', 'bio/DGA_DOID_8778_STAT1_textmining', 'bio/DGA_DOID_8778_HNF4A-AS1_textmining', 'bio/DGA_DOID_8778_NFIC_textmining', 'bio/DGA_DOID_8778_CRH_textmining', 'bio/DGA_DOID_8778_MUT_textmining', 'bio/DGA_DOID_8778_ALPI_textmining', 'bio/DGA_DOID_8778_P2RX2_textmining', 'bio/DGA_DOID_8778_UTS2_experiments', 'bio/DGA_DOID_8778_CDC25A_textmining', 'bio/DGA_DOID_8778_TNFRSF18_textmining', 'bio/DGA_DOID_8778_THADA_textmining', 'bio/DGA_DOID_8778_SLC1A5_textmining', 'bio/DGA_DOID_8778_SNAPC4_textmining', 'bio/DGA_DOID_8778_FBN1_textmining', 'bio/DGA_DOID_8778_INSRR_textmining', 'bio/DGA_DOID_8778_NOTCH2_textmining', 'bio/DGA_DOID_8778_MDK_textmining', 'bio/DGA_DOID_8778_AIRE_textmining', 'bio/DGA_DOID_8778_LILRA6_textmining', 'bio/DGA_DOID_8778_C2orf43_textmining', 'bio/DGA_DOID_8778_UST_textmining', 'bio/DGA_DOID_8778_F2_textmining', 'bio/DGA_DOID_8778_RNASET2_textmining', 'bio/DGA_DOID_8778_CD83_textmining', 'bio/DGA_DOID_8778_CTSV_textmining', 'bio/DGA_DOID_8778_PRDM1_experiments', 'bio/DGA_DOID_8778_HHEX_textmining', 'bio/DGA_DOID_8778_DISC1_textmining', 'bio/DGA_DOID_8778_C10orf67_textmining', 'bio/DGA_DOID_8778_HOMER1_textmining', 'bio/DGA_DOID_8778_hsa-miR-195-5p_textmining', 'bio/DGA_DOID_8778_PGAM5_textmining', 'bio/DGA_DOID_8778_COL18A1_textmining', 'bio/DGA_DOID_8778_CCL4L1_textmining', 'bio/DGA_DOID_8778_ALYREF_textmining', 'bio/DGA_DOID_8778_hsa-miR-155-5p_textmining', 'bio/DGA_DOID_8778_C16orf45_textmining', 'bio/DGA_DOID_8778_GFI1_textmining', 'bio/DGA_DOID_8778_MUC15_textmining', 'bio/DGA_DOID_8778_LMNB1_textmining', 'bio/DGA_DOID_8778_P2RX7_textmining', 'bio/DGA_DOID_8778_WNT2B_textmining', 'bio/DGA_DOID_8778_VLDLR_textmining', 'bio/DGA_DOID_8778_DHRS9_textmining', 'bio/DGA_DOID_8778_KLRC2_textmining', 'bio/DGA_DOID_8778_SLC7A3_textmining', 'bio/DGA_DOID_8778_GATA6_textmining', 'bio/DGA_DOID_8778_DMXL1_textmining', 'bio/DGA_DOID_8778_IGFBP2_textmining', 'bio/DGA_DOID_8778_CD84_textmining', 'bio/DGA_DOID_8778_HPRT1_textmining', 'bio/DGA_DOID_8778_OS9_textmining', 'bio/DGA_DOID_8778_HLA-DRA_textmining', 'bio/DGA_DOID_8778_SLC11A2_textmining', 'bio/DGA_DOID_8778_hsa-miR-31-5p_textmining', 'bio/DGA_DOID_8778_CDKN1A_textmining', 'bio/DGA_DOID_8778_VIPR2_textmining', 'bio/DGA_DOID_8778_DYNLT1_textmining', 'bio/DGA_DOID_8778_APEX1_textmining', 'bio/DGA_DOID_8778_ID2_textmining', 'bio/DGA_DOID_8778_TDO2_textmining', 'bio/DGA_DOID_8778_TNIP3_textmining', 'bio/DGA_DOID_8778_SERPINA7_textmining', 'bio/DGA_DOID_8778_DDIT3_textmining', 'bio/DGA_DOID_8778_FCER1G_textmining', 'bio/DGA_DOID_8778_IFI27_textmining', 'bio/DGA_DOID_8778_MUC17_textmining', 'bio/DGA_DOID_8778_MT3_textmining', 'bio/DGA_DOID_8778_MERTK_textmining', 'bio/DGA_DOID_8778_ATG3_textmining', 'bio/DGA_DOID_8778_CTC-535M15.2_textmining', 'bio/DGA_DOID_8778_NLRC4_textmining', 'bio/DGA_DOID_8778_CHUK_textmining', 'bio/DGA_DOID_8778_OLR1_textmining', 'bio/DGA_DOID_8778_SNX20_experiments', 'bio/DGA_DOID_8778_ADORA2B_textmining', 'bio/DGA_DOID_8778_HRAS_textmining', 'bio/DGA_DOID_8778_hsa-miR-125a-5p_textmining', 'bio/DGA_DOID_8778_LILRA5_textmining', 'bio/DGA_DOID_8778_PON1_textmining', 'bio/DGA_DOID_8778_PTBP1_textmining', 'bio/DGA_DOID_8778_MMP2_textmining', 'bio/DGA_DOID_8778_KIF3A_textmining', 'bio/DGA_DOID_8778_CELA3B_textmining', 'bio/DGA_DOID_8778_CACNA1E_textmining', 'bio/DGA_DOID_8778_HSPA2_textmining', 'bio/DGA_DOID_8778_HDAC7_textmining', 'bio/DGA_DOID_8778_PLCG2_textmining', 'bio/DGA_DOID_8778_CERK_textmining', 'bio/DGA_DOID_8778_DPEP1_textmining', 'bio/DGA_DOID_8778_CAPN15_textmining', 'bio/DGA_DOID_8778_SMURF1_textmining', 'bio/DGA_DOID_8778_NDUFS7_textmining', 'bio/DGA_DOID_8778_PIKFYVE_textmining', 'bio/DGA_DOID_8778_BACH2_textmining', 'bio/DGA_DOID_8778_CCNA2_textmining', 'bio/DGA_DOID_8778_TRPM6_textmining', 'bio/DGA_DOID_8778_NXPE1_textmining', 'bio/DGA_DOID_8778_PMM1_textmining', 'bio/DGA_DOID_8778_C1R_textmining', 'bio/DGA_DOID_8778_CFI_textmining', 'bio/DGA_DOID_8778_CGB8_textmining', 'bio/DGA_DOID_8778_IL2RA_textmining', 'bio/DGA_DOID_8778_SDCCAG3_textmining', 'bio/DGA_DOID_8778_GP2_textmining', 'bio/DGA_DOID_8778_LRG1_textmining', 'bio/DGA_DOID_8778_GBA_textmining', 'bio/DGA_DOID_8778_BBOX1_textmining', 'bio/DGA_DOID_8778_HGFAC_textmining', 'bio/DGA_DOID_8778_ELK1_textmining', 'bio/DGA_DOID_8778_MME_textmining', 'bio/DGA_DOID_8778_CP_textmining', 'bio/DGA_DOID_8778_FOSB_textmining', 'bio/DGA_DOID_8778_ZNF649-AS1_textmining', 'bio/DGA_DOID_8778_F13A1_textmining', 'bio/DGA_DOID_8778_EFR3B_textmining', 'bio/DGA_DOID_8778_PDXK_textmining', 'bio/DGA_DOID_8778_hsa-let-7f-5p_textmining', 'bio/DGA_DOID_8778_AP001057.1_textmining', 'bio/DGA_DOID_8778_ALOX12_textmining', 'bio/DGA_DOID_8778_FGL2_textmining', 'bio/DGA_DOID_8778_CFLAR_textmining', 'bio/DGA_DOID_8778_CLU_textmining', 'bio/DGA_DOID_8778_ARRB1_textmining', 'bio/DGA_DOID_8778_SP6_textmining', 'bio/DGA_DOID_8778_ADAMTS5_textmining', 'bio/DGA_DOID_8778_FIG4_textmining', 'bio/DGA_DOID_8778_CEBPB_textmining', 'bio/DGA_DOID_8778_TEPP_textmining', 'bio/DGA_DOID_8778_ATF3_textmining', 'bio/DGA_DOID_8778_CHRFAM7A_textmining', 'bio/DGA_DOID_8778_TNFRSF8_textmining', 'bio/DGA_DOID_8778_GPR183_textmining', 'bio/DGA_DOID_8778_SERPINB1_textmining', 'bio/DGA_DOID_8778_PRDX2_textmining', 'bio/DGA_DOID_8778_FSTL1_textmining', 'bio/DGA_DOID_8778_JAK2_knowledge', 'bio/DGA_DOID_8778_MICB_textmining', 'bio/DGA_DOID_8778_NCR3_textmining', 'bio/DGA_DOID_8778_EBI3_textmining', 'bio/DGA_DOID_8778_SLAMF6_textmining', 'bio/DGA_DOID_8778_WNT4_textmining', 'bio/DGA_DOID_8778_USP48_textmining', 'bio/DGA_DOID_8778_SLCO1A2_textmining', 'bio/DGA_DOID_8778_RIPK2_textmining', 'bio/DGA_DOID_8778_LCE3C_textmining', 'bio/DGA_DOID_8778_CCR5_textmining', 'bio/DGA_DOID_8778_SOST_textmining', 'bio/DGA_DOID_8778_IL7_textmining', 'bio/DGA_DOID_8778_WDR20_textmining', 'bio/DGA_DOID_8778_hsa-miR-30e-3p_textmining', 'bio/DGA_DOID_8778_PARK2_textmining', 'bio/DGA_DOID_8778_APEH_experiments', 'bio/DGA_DOID_8778_NOX5_textmining', 'bio/DGA_DOID_8778_FAP_experiments', 'bio/DGA_DOID_8778_ATF6B_textmining', 'bio/DGA_DOID_8778_METTL21C_textmining', 'bio/DGA_DOID_8778_TFRC_textmining', 'bio/DGA_DOID_8778_CPA4_textmining', 'bio/DGA_DOID_8778_POU2AF1_textmining', 'bio/DGA_DOID_8778_PDCD4_textmining', 'bio/DGA_DOID_8778_hsa-miR-664b-3p_textmining', 'bio/DGA_DOID_8778_UCHL1_textmining', 'bio/DGA_DOID_8778_GNRH1_textmining', 'bio/DGA_DOID_8778_ANO1_textmining', 'bio/DGA_DOID_8778_SLC22A4_knowledge', 'bio/DGA_DOID_8778_RBPJ_textmining', 'bio/DGA_DOID_8778_CASP3_textmining', 'bio/DGA_DOID_8778_HTR3A_textmining', 'bio/DGA_DOID_8778_PLA2G4F_textmining', 'bio/DGA_DOID_8778_ITGB1_textmining', 'bio/DGA_DOID_8778_OR2B11_textmining', 'bio/DGA_DOID_8778_ADAM33_textmining', 'bio/DGA_DOID_8778_PRDX5_textmining', 'bio/DGA_DOID_8778_FKBP4_textmining', 'bio/DGA_DOID_8778_ATP4A_textmining', 'bio/DGA_DOID_8778_YIPF6_textmining', 'bio/DGA_DOID_8778_SERPINH1_textmining', 'bio/DGA_DOID_8778_IGSF5_textmining', 'bio/DGA_DOID_8778_PPARG_textmining', 'bio/DGA_DOID_8778_AMBRA1_textmining', 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'bio/DGA_DOID_8778_SLC22A7_textmining', 'bio/DGA_DOID_8778_ALLC_textmining', 'bio/DGA_DOID_8778_ZNF300_textmining', 'bio/DGA_DOID_8778_TUBB_textmining', 'bio/DGA_DOID_8778_GNLY_textmining', 'bio/DGA_DOID_8778_ZNF649_textmining', 'bio/DGA_DOID_8778_HIST2H2AC_textmining', 'bio/DGA_DOID_8778_PDZD2_textmining', 'bio/DGA_DOID_8778_MOXD1_textmining', 'bio/DGA_DOID_8778_MRPL49_textmining', 'bio/DGA_DOID_8778_CR1_textmining', 'bio/DGA_DOID_8778_AHR_textmining', 'bio/DGA_DOID_8778_hsa-miR-127-3p_textmining', 'bio/DGA_DOID_8778_EPHX1_textmining', 'bio/DGA_DOID_8778_IL17C_textmining', 'bio/DGA_DOID_8778_MAPKAPK2_textmining', 'bio/DGA_DOID_8778_FADS3_textmining', 'bio/DGA_DOID_8778_B2M_textmining', 'bio/DGA_DOID_8778_RGS10_textmining', 'bio/DGA_DOID_8778_MASP1_textmining', 'bio/DGA_DOID_8778_FAM118A_textmining', 'bio/DGA_DOID_8778_P2RY6_textmining', 'bio/DGA_DOID_8778_ITGB3_textmining', 'bio/DGA_DOID_8778_GFM2_textmining', 'bio/DGA_DOID_8778_DUSP5_textmining', 'bio/DGA_DOID_8778_NOS3_textmining', 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'bio/DGA_DOID_8778_IKZF3_textmining', 'bio/DGA_DOID_8778_ALPP_textmining', 'bio/DGA_DOID_8778_BACE1_textmining', 'bio/DGA_DOID_8778_LIN9_textmining', 'bio/DGA_DOID_8778_HMGCS2_textmining', 'bio/DGA_DOID_8778_hsa-miR-148a-3p_textmining', 'bio/DGA_DOID_8778_PPIA_textmining', 'bio/DGA_DOID_8778_ULBP3_textmining', 'bio/DGA_DOID_8778_SERPINB6_textmining', 'bio/DGA_DOID_8778_STX3_textmining', 'bio/DGA_DOID_8778_MARVELD2_textmining', 'bio/DGA_DOID_8778_TOP3A_textmining', 'bio/DGA_DOID_8778_PLIN1_textmining', 'bio/DGA_DOID_8778_IFITM3_textmining', 'bio/DGA_DOID_8778_MTFMT_textmining', 'bio/DGA_DOID_8778_FRZB_textmining', 'bio/DGA_DOID_8778_ERAP2_textmining', 'bio/DGA_DOID_8778_GSTA1_textmining', 'bio/DGA_DOID_8778_STX7_textmining', 'bio/DGA_DOID_8778_WFS1_textmining', 'bio/DGA_DOID_8778_YWHAZ_experiments', 'bio/DGA_DOID_8778_SEPHS1_textmining', 'bio/DGA_DOID_8778_IQGAP2_textmining', 'bio/DGA_DOID_8778_FAM189A1_textmining', 'bio/DGA_DOID_8778_EHD1_textmining', 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'bio/DGA_DOID_8778_DR1_textmining', 'bio/DGA_DOID_8778_LOX_textmining', 'bio/DGA_DOID_8778_HCG9_textmining', 'bio/DGA_DOID_8778_BMPR1A_textmining', 'bio/DGA_DOID_8778_PARVB_textmining', 'bio/DGA_DOID_8778_CCL18_textmining', 'bio/DGA_DOID_8778_CARD9_experiments', 'bio/DGA_DOID_8778_RHOA_textmining', 'bio/DGA_DOID_8778_LNPEP_textmining', 'bio/DGA_DOID_8778_ANXA3_textmining', 'bio/DGA_DOID_8778_ENPP2_textmining', 'bio/DGA_DOID_8778_TET2_experiments', 'bio/DGA_DOID_8778_CHRNA4_textmining', 'bio/DGA_DOID_8778_AP5B1_textmining', 'bio/DGA_DOID_8778_IGFBP5_textmining', 'bio/DGA_DOID_8778_ENO2_textmining', 'bio/DGA_DOID_8778_ZGPAT_experiments', 'bio/DGA_DOID_8778_TPM2_textmining', 'bio/DGA_DOID_8778_CAT_textmining', 'bio/DGA_DOID_8778_FAAH_textmining', 'bio/DGA_DOID_8778_NEDD8_textmining', 'bio/DGA_DOID_8778_MPP1_textmining', 'bio/DGA_DOID_8778_FGR_textmining', 'bio/DGA_DOID_8778_SIRT5_textmining', 'bio/DGA_DOID_8778_IL9R_textmining', 'bio/DGA_DOID_8778_MAGI2_textmining', 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'bio/DGA_DOID_8778_MIR17HG_textmining', 'bio/DGA_DOID_8778_NAA25_textmining', 'bio/DGA_DOID_8778_DSC3_textmining', 'bio/DGA_DOID_8778_ZNF569_textmining', 'bio/DGA_DOID_8778_SOCS6_textmining', 'bio/DGA_DOID_8778_BAG4_textmining', 'bio/DGA_DOID_8778_SPINK4_textmining', 'bio/DGA_DOID_8778_GOT2_textmining', 'bio/DGA_DOID_8778_ARSG_textmining', 'bio/DGA_DOID_8778_CCL19_textmining', 'bio/DGA_DOID_8778_CDIP1_textmining', 'bio/DGA_DOID_8778_HCCS_textmining', 'bio/DGA_DOID_8778_SOX10_textmining', 'bio/DGA_DOID_8778_FOXA2_textmining', 'bio/DGA_DOID_8778_ANTXR2_textmining', 'bio/DGA_DOID_8778_RAB24_textmining', 'bio/DGA_DOID_8778_YWHAZ_textmining', 'bio/DGA_DOID_8778_ABO_textmining', 'bio/DGA_DOID_8778_SGK1_textmining', 'bio/DGA_DOID_8778_RNF151_textmining', 'bio/DGA_DOID_8778_CCK_textmining', 'bio/DGA_DOID_8778_ATG4A_textmining', 'bio/DGA_DOID_8778_SPAG9_textmining', 'bio/DGA_DOID_8778_LINC01272_textmining', 'bio/DGA_DOID_8778_BMP2_textmining', 'bio/DGA_DOID_8778_IL1RAPL1_textmining', 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'bio/DGA_DOID_8778_IGF2R_textmining', 'bio/DGA_DOID_8778_TYR_textmining', 'bio/DGA_DOID_8778_RNASE2_textmining', 'bio/DGA_DOID_8778_ADRBK2_textmining', 'bio/DGA_DOID_8778_CYP26C1_textmining', 'bio/DGA_DOID_8778_LCE3B_textmining', 'bio/DGA_DOID_8778_GSR_textmining', 'bio/DGA_DOID_8778_CSNK2A2_textmining', 'bio/DGA_DOID_8778_ABHD16B_textmining', 'bio/DGA_DOID_8778_CD58_textmining', 'bio/DGA_DOID_8778_SHARPIN_textmining', 'bio/DGA_DOID_8778_IRF8_textmining', 'bio/DGA_DOID_8778_FASTK_textmining', 'bio/DGA_DOID_8778_EEF1A2_textmining', 'bio/DGA_DOID_8778_RPS6KA1_textmining', 'bio/DGA_DOID_8778_PROS1_textmining', 'bio/DGA_DOID_8778_CYBB_textmining', 'bio/DGA_DOID_8778_HIST1H4A_textmining', 'bio/DGA_DOID_8778_TNS1_textmining', 'bio/DGA_DOID_8778_LRP2_textmining', 'bio/DGA_DOID_8778_SLC22A23_experiments', 'bio/DGA_DOID_8778_PINK1_textmining', 'bio/DGA_DOID_8778_VIM_textmining', 'bio/DGA_DOID_8778_OTUB2_textmining', 'bio/DGA_DOID_8778_GHSR_textmining', 'bio/DGA_DOID_8778_TST_textmining', 'bio/DGA_DOID_8778_ANK1_textmining', 'bio/DGA_DOID_8778_hsa-miR-146a-5p_textmining', 'bio/DGA_DOID_8778_RAB33B_textmining', 'bio/DGA_DOID_8778_G6PD_textmining', 'bio/DGA_DOID_8778_ATP7A_textmining', 'bio/DGA_DOID_8778_VAV1_textmining', 'bio/DGA_DOID_8778_AATF_textmining', 'bio/DGA_DOID_8778_DDX6_textmining', 'bio/DGA_DOID_8778_PDLIM4_textmining', 'bio/DGA_DOID_8778_PARD3_textmining', 'bio/DGA_DOID_8778_CFD_textmining', 'bio/DGA_DOID_8778_POMC_textmining', 'bio/DGA_DOID_8778_EGLN1_textmining', 'bio/DGA_DOID_8778_GJA1_textmining', 'bio/DGA_DOID_8778_NRG1_textmining', 'bio/DGA_DOID_8778_A1BG_textmining', 'bio/DGA_DOID_8778_LY75_textmining', 'bio/DGA_DOID_8778_GBP1_textmining', 'bio/DGA_DOID_8778_TMEM59_textmining', 'bio/DGA_DOID_8778_MAOA_textmining', 'bio/DGA_DOID_8778_hsa-miR-224-5p_textmining', 'bio/DGA_DOID_8778_TCHH_textmining', 'bio/DGA_DOID_8778_TUFM_textmining', 'bio/DGA_DOID_8778_ERVW-1_textmining', 'bio/DGA_DOID_8778_MCHR1_textmining', 'bio/DGA_DOID_8778_SLC28A2_textmining', 'bio/DGA_DOID_8778_DST_textmining', 'bio/DGA_DOID_8778_BMP4_textmining', 'bio/DGA_DOID_8778_CUL2_textmining', 'bio/DGA_DOID_8778_VTI1B_textmining', 'bio/DGA_DOID_8778_SLC39A5_textmining', 'bio/DGA_DOID_8778_IL17RB_textmining', 'bio/DGA_DOID_8778_IL22_textmining', 'bio/DGA_DOID_8778_HLA-DRB5_textmining', 'bio/DGA_DOID_8778_hsa-miR-4433b-5p_textmining', 'bio/DGA_DOID_8778_VEGFA_textmining', 'bio/DGA_DOID_8778_CCR4_textmining', 'bio/DGA_DOID_8778_CLEC12A_textmining', 'bio/DGA_DOID_8778_HK1_textmining', 'bio/DGA_DOID_8778_PGM2L1_textmining', 'bio/DGA_DOID_8778_MYOM2_textmining', 'bio/DGA_DOID_8778_hsa-miR-499a-5p_textmining', 'bio/DGA_DOID_8778_PIAS3_textmining', 'bio/DGA_DOID_8778_RBP4_textmining', 'bio/DGA_DOID_8778_FCHSD2_experiments', 'bio/DGA_DOID_8778_TCN2_textmining', 'bio/DGA_DOID_8778_PTGS1_textmining', 'bio/DGA_DOID_8778_SLC4A8_textmining', 'bio/DGA_DOID_8778_SLC22A4_textmining', 'bio/DGA_DOID_8778_C1orf141_experiments', 'bio/DGA_DOID_8778_PYDC2_textmining', 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'bio/DGA_DOID_8778_MEP1A_textmining', 'bio/DGA_DOID_8778_DUOXA1_textmining', 'bio/DGA_DOID_8778_SYK_textmining', 'bio/DGA_DOID_8778_ATG16L2_textmining', 'bio/DGA_DOID_8778_IL2RB_textmining', 'bio/DGA_DOID_8778_KIF9-AS1_textmining', 'bio/DGA_DOID_8778_FLG2_textmining', 'bio/DGA_DOID_8778_LRPAP1_textmining', 'bio/DGA_DOID_8778_VEGFB_textmining', 'bio/DGA_DOID_8778_CTNNA3_textmining', 'bio/DGA_DOID_8778_hsa-miR-215-5p_textmining', 'bio/DGA_DOID_8778_TLR8_textmining', 'bio/DGA_DOID_8778_ORMDL1_textmining', 'bio/DGA_DOID_8778_TOP3B_experiments', 'bio/DGA_DOID_8778_ST3GAL3_textmining', 'bio/DGA_DOID_8778_PTPN6_textmining', 'bio/DGA_DOID_8778_GPR83_textmining', 'bio/DGA_DOID_8778_CORT_textmining', 'bio/DGA_DOID_8778_IRF5_experiments', 'bio/DGA_DOID_8778_CDK2_textmining', 'bio/DGA_DOID_8778_RAPGEF3_textmining', 'bio/DGA_DOID_8778_IFNG_experiments', 'bio/DGA_DOID_8778_AK3_textmining', 'bio/DGA_DOID_8778_XCR1_textmining', 'bio/DGA_DOID_8778_HMOX1_textmining', 'bio/DGA_DOID_8778_TAF1L_textmining', 'bio/DGA_DOID_8778_VAV3_textmining', 'bio/DGA_DOID_8778_MRPL20_textmining', 'bio/DGA_DOID_8778_ZNF133_textmining', 'bio/DGA_DOID_8778_LGR4_textmining', 'bio/DGA_DOID_8778_GPX1_textmining', 'bio/DGA_DOID_8778_MAP3K14_textmining', 'bio/DGA_DOID_8778_STUB1_textmining', 'bio/DGA_DOID_8778_NPC1_textmining', 'bio/DGA_DOID_8778_CELA1_textmining', 'bio/DGA_DOID_8778_TRPV5_textmining', 'bio/DGA_DOID_8778_RBP3_textmining', 'bio/DGA_DOID_8778_CCL25_textmining', 'bio/DGA_DOID_8778_ITLN1_textmining', 'bio/DGA_DOID_8778_UBA1_textmining', 'bio/DGA_DOID_8778_RHOD_textmining', 'bio/DGA_DOID_8778_ABCA1_textmining', 'bio/DGA_DOID_8778_SKAP2_textmining', 'bio/DGA_DOID_8778_IFNA2_textmining', 'bio/DGA_DOID_8778_TMEM39A_textmining', 'bio/DGA_DOID_8778_hsa-miR-210-3p_textmining', 'bio/DGA_DOID_8778_DEFB106A_textmining', 'bio/DGA_DOID_8778_VWA5B2_textmining', 'bio/DGA_DOID_8778_ACO1_textmining', 'bio/DGA_DOID_8778_KLK1_textmining', 'bio/DGA_DOID_8778_MT4_textmining', 'bio/DGA_DOID_8778_GPR1_textmining', 'bio/DGA_DOID_8778_NKX6-2_textmining', 'bio/DGA_DOID_8778_LILRB4_textmining', 'bio/DGA_DOID_8778_ARHGEF7_textmining', 'bio/DGA_DOID_8778_STAT5A_textmining', 'bio/DGA_DOID_8778_CFHR1_textmining', 'bio/DGA_DOID_8778_PAX4_textmining', 'bio/DGA_DOID_8778_UBE2N_textmining', 'bio/DGA_DOID_8778_SMAD3_experiments', 'bio/DGA_DOID_8778_CYP2C19_textmining', 'bio/DGA_DOID_8778_USP40_textmining', 'bio/DGA_DOID_8778_BAAT_textmining', 'bio/DGA_DOID_8778_DEFB4B_textmining', 'bio/DGA_DOID_8778_NEDD4L_textmining', 'bio/DGA_DOID_8778_SKAP2_experiments', 'bio/DGA_DOID_8778_TGM1_textmining', 'bio/DGA_DOID_8778_NOTCH1_textmining', 'bio/DGA_DOID_8778_CKAP5_textmining', 'bio/DGA_DOID_8778_HLA-E_textmining', 'bio/DGA_DOID_8778_FGF7_textmining', 'bio/DGA_DOID_8778_hsa-miR-106a-5p_textmining', 'bio/DGA_DOID_8778_KLHL7_textmining', 'bio/DGA_DOID_8778_RUNX3_textmining', 'bio/DGA_DOID_8778_CCL8_textmining', 'bio/DGA_DOID_8778_CYBRD1_textmining', 'bio/DGA_DOID_8778_EHBP1_textmining', 'bio/DGA_DOID_8778_SIRT7_textmining', 'bio/DGA_DOID_8778_DEFB4A_textmining', 'bio/DGA_DOID_8778_SLC16A9_textmining', 'bio/DGA_DOID_8778_NELL1_textmining', 'bio/DGA_DOID_8778_RCHY1_textmining', 'bio/DGA_DOID_8778_OAS2_textmining', 'bio/DGA_DOID_8778_AGFG1_textmining', 'bio/DGA_DOID_8778_UBE2D2_textmining', 'bio/DGA_DOID_8778_LRRC6_textmining', 'bio/DGA_DOID_8778_RASIP1_textmining', 'bio/DGA_DOID_8778_RORC_experiments', 'bio/DGA_DOID_8778_STIM1_textmining', 'bio/DGA_DOID_8778_CR2_textmining', 'bio/DGA_DOID_8778_PTK2_textmining', 'bio/DGA_DOID_8778_HSP90AA1_textmining', 'bio/DGA_DOID_8778_MTX1_textmining', 'bio/DGA_DOID_8778_ZC3H12A_textmining', 'bio/DGA_DOID_8778_hsa-miR-34a-5p_textmining', 'bio/DGA_DOID_8778_TNFSF8_experiments', 'bio/DGA_DOID_8778_SRL_textmining', 'bio/DGA_DOID_8778_ATP5SL_textmining', 'bio/DGA_DOID_8778_CYP2E1_textmining', 'bio/DGA_DOID_8778_GSTP1_textmining', 'bio/DGA_DOID_8778_hsa-miR-23a-3p_textmining', 'bio/DGA_DOID_8778_UCN2_textmining', 'bio/DGA_DOID_8778_MIA3_textmining', 'bio/DGA_DOID_8778_HDAC9_textmining', 'bio/DGA_DOID_8778_GPR29_textmining', 'bio/DGA_DOID_8778_BCL11B_textmining', 'bio/DGA_DOID_8778_IL17RE_textmining', 'bio/DGA_DOID_8778_WDR36_textmining', 'bio/DGA_DOID_8778_hsa-miR-191-5p_textmining', 'bio/DGA_DOID_8778_NOS2_textmining', 'bio/DGA_DOID_8778_TIA1_textmining', 'bio/DGA_DOID_8778_JAK1_textmining', 'bio/DGA_DOID_8778_MUC21_textmining', 'bio/DGA_DOID_8778_IHH_textmining', 'bio/DGA_DOID_8778_HSPD1_textmining', 'bio/DGA_DOID_8778_NLRP7_textmining', 'bio/DGA_DOID_8778_BMP1_textmining', 'bio/DGA_DOID_8778_GABARAP_textmining', 'bio/DGA_DOID_8778_GPX2_textmining', 'bio/DGA_DOID_8778_hsa-miR-137_textmining', 'bio/DGA_DOID_8778_GJB2_textmining', 'bio/DGA_DOID_8778_SP8_textmining', 'bio/DGA_DOID_8778_TBL1X_textmining', 'bio/DGA_DOID_8778_ITK_textmining', 'bio/DGA_DOID_8778_DHPS_textmining', 'bio/DGA_DOID_8778_MMD2_textmining', 'bio/DGA_DOID_8778_MVK_textmining', 'bio/DGA_DOID_8778_FASN_textmining', 'bio/DGA_DOID_8778_AKT2_textmining', 'bio/DGA_DOID_8778_SAMD12_textmining', 'bio/DGA_DOID_8778_CD59_textmining', 'bio/DGA_DOID_8778_CYP2B6_textmining', 'bio/DGA_DOID_8778_PXN_textmining', 'bio/DGA_DOID_8778_TROVE2_textmining', 'bio/DGA_DOID_8778_CD19_textmining', 'bio/DGA_DOID_8778_SLC5A6_textmining', 'bio/DGA_DOID_8778_hsa-miR-222-3p_textmining', 'bio/DGA_DOID_8778_HSP90B1_textmining', 'bio/DGA_DOID_8778_IKZF4_textmining', 'bio/DGA_DOID_8778_MUC4_textmining', 'bio/DGA_DOID_8778_TAB2_textmining', 'bio/DGA_DOID_8778_BCL2L13_textmining', 'bio/DGA_DOID_8778_SLC29A4_textmining', 'bio/DGA_DOID_8778_FGF20_textmining', 'bio/DGA_DOID_8778_EGLN3_textmining', 'bio/DGA_DOID_8778_DUSP22_textmining', 'bio/DGA_DOID_8778_RAB38_textmining', 'bio/DGA_DOID_8778_DEPTOR_textmining', 'bio/DGA_DOID_8778_MMP7_textmining', 'bio/DGA_DOID_8778_TRPV6_textmining', 'bio/DGA_DOID_8778_NR1I2_textmining', 'bio/DGA_DOID_8778_AVPR2_textmining', 'bio/DGA_DOID_8778_NSL1_textmining', 'bio/DGA_DOID_8778_SLC46A1_textmining', 'bio/DGA_DOID_8778_SMAD7_textmining', 'bio/DGA_DOID_8778_FBXO8_textmining', 'bio/DGA_DOID_8778_USP4_experiments', 'bio/DGA_DOID_8778_SLC15A1_textmining', 'bio/DGA_DOID_8778_DPP10_textmining', 'bio/DGA_DOID_8778_ECE1_textmining', 'bio/DGA_DOID_8778_SLC9A2_textmining', 'bio/DGA_DOID_8778_AMICA1_textmining', 'bio/DGA_DOID_8778_DOLPP1_textmining', 'bio/DGA_DOID_8778_hsa-let-7a-5p_textmining', 'bio/DGA_DOID_8778_DEFB108B_textmining', 'bio/DGA_DOID_8778_ACSS2_textmining', 'bio/DGA_DOID_8778_PRDM10_textmining', 'bio/DGA_DOID_8778_FYCO1_textmining', 'bio/DGA_DOID_8778_CALCR_textmining', 'bio/DGA_DOID_8778_CARD17_textmining', 'bio/DGA_DOID_8778_hsa-miR-671-5p_textmining', 'bio/DGA_DOID_8778_SMOC2_textmining', 'bio/DGA_DOID_8778_DRD2_textmining', 'bio/DGA_DOID_8778_SOCS2_textmining', 'bio/DGA_DOID_8778_CYLD_experiments', 'bio/DGA_DOID_8778_XDH_textmining', 'bio/DGA_DOID_8778_CHGB_textmining', 'bio/DGA_DOID_8778_HOXA13_experiments', 'bio/DGA_DOID_8778_MT1H_textmining', 'bio/DGA_DOID_8778_TAGAP_experiments', 'bio/DGA_DOID_8778_EDNRB_textmining', 'bio/DGA_DOID_8778_EPHA1_textmining', 'bio/DGA_DOID_8778_SSTR2_textmining', 'bio/DGA_DOID_8778_KIAA0101_textmining', 'bio/DGA_DOID_8778_FCN1_textmining', 'bio/DGA_DOID_8778_DSP_textmining', 'bio/DGA_DOID_8778_APLNR_textmining', 'bio/DGA_DOID_8778_CASR_textmining', 'bio/DGA_DOID_8778_HMG20A_textmining', 'bio/DGA_DOID_8778_JMJD6_textmining', 'bio/DGA_DOID_8778_MUC20_textmining', 'bio/DGA_DOID_8778_CLEC7A_textmining', 'bio/DGA_DOID_8778_DSG2_textmining', 'bio/DGA_DOID_8778_NUCB1_textmining', 'bio/DGA_DOID_8778_ADRA1D_textmining', 'bio/DGA_DOID_8778_MT-CYB_textmining', 'bio/DGA_DOID_8778_BACH2_experiments', 'bio/DGA_DOID_8778_LEPREL2_textmining', 'bio/DGA_DOID_8778_RSPO3_experiments', 'bio/DGA_DOID_8778_LDLR_textmining', 'bio/DGA_DOID_8778_SPINK13_textmining', 'bio/DGA_DOID_8778_PPA2_textmining', 'bio/DGA_DOID_8778_CPA3_textmining', 'bio/DGA_DOID_8778_CD1A_textmining', 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'bio/DGA_DOID_8778_ELOVL2_textmining', 'bio/DGA_DOID_8778_hsa-miR-505-5p_textmining', 'bio/DGA_DOID_8778_PVRL2_textmining', 'bio/DGA_DOID_8778_C5_textmining', 'bio/DGA_DOID_8778_PINX1_textmining', 'bio/DGA_DOID_8778_CEACAM8_textmining', 'bio/DGA_DOID_8778_CCR7_textmining', 'bio/DGA_DOID_8778_MEF2C_textmining', 'bio/DGA_DOID_8778_F11_textmining', 'bio/DGA_DOID_8778_hsa-miR-93-5p_textmining', 'bio/DGA_DOID_8778_PTK2B_textmining', 'bio/DGA_DOID_8778_RIPK1_textmining', 'bio/DGA_DOID_8778_NEDD4L_experiments', 'bio/DGA_DOID_8778_FOLR2_textmining', 'bio/DGA_DOID_8778_RUNX2_textmining', 'bio/DGA_DOID_8778_FAM92B_textmining', 'bio/DGA_DOID_8778_CLEC4E_textmining', 'bio/DGA_DOID_8778_CLEC4A_textmining', 'bio/DGA_DOID_8778_FRK_textmining', 'bio/DGA_DOID_8778_DNM1L_textmining', 'bio/DGA_DOID_8778_CPEB4_textmining', 'bio/DGA_DOID_8778_GPR25_textmining', 'bio/DGA_DOID_8778_ANKRD55_experiments', 'bio/DGA_DOID_8778_NPY2R_textmining', 'bio/DGA_DOID_8778_hsa-miR-92a-3p_textmining', 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'bio/DGA_DOID_8778_CRHR2_textmining', 'bio/DGA_DOID_8778_ENSP00000485133_textmining', 'bio/DGA_DOID_8778_PLEKHM1_textmining', 'bio/DGA_DOID_8778_IRAK3_textmining', 'bio/DGA_DOID_8778_CXCR6_textmining', 'bio/DGA_DOID_8778_ORM2_textmining', 'bio/DGA_DOID_8778_SATB1_textmining', 'bio/DGA_DOID_8778_LTB4R2_textmining', 'bio/DGA_DOID_8778_CD300LB_textmining', 'bio/DGA_DOID_8778_CD22_textmining', 'bio/DGA_DOID_8778_PIM1_textmining', 'bio/DGA_DOID_8778_CYP2C9_textmining', 'bio/DGA_DOID_8778_UBE2D3_textmining', 'bio/DGA_DOID_8778_DICER1_textmining', 'bio/DGA_DOID_8778_CDKN1B_textmining', 'bio/DGA_DOID_8778_MYH9_textmining', 'bio/DGA_DOID_8778_KMT2A_textmining', 'bio/DGA_DOID_8778_NTAN1_textmining', 'bio/DGA_DOID_8778_PIK3CG_textmining', 'bio/DGA_DOID_8778_MIS12_textmining', 'bio/DGA_DOID_8778_hsa-miR-24-3p_textmining', 'bio/DGA_DOID_8778_NR1D2_textmining', 'bio/DGA_DOID_8778_ABCC8_textmining', 'bio/DGA_DOID_8778_hsa-miR-346_textmining', 'bio/DGA_DOID_8778_DENND2D_textmining', 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'bio/DGA_DOID_8778_hsa-miR-27b-3p_textmining', 'bio/DGA_DOID_8778_MMP13_textmining', 'bio/DGA_DOID_8778_HAVCR2_textmining', 'bio/DGA_DOID_8778_CXCL3_textmining', 'bio/DGA_DOID_8778_IFIT3_textmining', 'bio/DGA_DOID_8778_SNRNP70_textmining', 'bio/DGA_DOID_8778_ATF6_textmining', 'bio/DGA_DOID_8778_PLEKHH1_textmining', 'bio/DGA_DOID_8778_HTR1A_textmining', 'bio/DGA_DOID_8778_TTC7A_textmining', 'bio/DGA_DOID_8778_MREG_textmining', 'bio/DGA_DOID_8778_ST3GAL4_textmining', 'bio/DGA_DOID_8778_CD247_textmining', 'bio/DGA_DOID_8778_SLC10A4_textmining', 'bio/DGA_DOID_8778_SCTR_textmining', 'bio/DGA_DOID_8778_TNFSF15_textmining', 'bio/DGA_DOID_8778_PSTPIP1_textmining', 'bio/DGA_DOID_8778_ANG_textmining', 'bio/DGA_DOID_8778_AQP11_textmining', 'bio/DGA_DOID_8778_DEFB124_textmining', 'bio/DGA_DOID_8778_LGR5_textmining', 'bio/DGA_DOID_8778_RNF138_textmining', 'bio/DGA_DOID_8778_S1PR5_textmining', 'bio/DGA_DOID_8778_SLAMF1_textmining', 'bio/DGA_DOID_8778_SULF1_textmining', 'bio/DGA_DOID_8778_BMP7_textmining', 'bio/DGA_DOID_8778_CDK6_textmining', 'bio/DGA_DOID_8778_PECAM1_textmining', 'bio/DGA_DOID_8778_B7RP1_experiments', 'bio/DGA_DOID_8778_PGAP3_textmining', 'bio/DGA_DOID_8778_SP7_textmining', 'bio/DGA_DOID_8778_MST1R_textmining', 'bio/DGA_DOID_8778_ADIPOR2_textmining', 'bio/DGA_DOID_8778_NCMAP_textmining', 'bio/DGA_DOID_8778_RNF31_textmining', 'bio/DGA_DOID_8778_RHBDF2_textmining', 'bio/DGA_DOID_8778_NLRX1_textmining', 'bio/DGA_DOID_8778_TXK_textmining', 'bio/DGA_DOID_8778_LIF_textmining', 'bio/DGA_DOID_8778_VAMP8_textmining', 'bio/DGA_DOID_8778_C1S_textmining', 'bio/DGA_DOID_8778_NKD1_experiments', 'bio/DGA_DOID_8778_IRAK4_textmining', 'bio/DGA_DOID_8778_RAB2A_textmining', 'bio/DGA_DOID_8778_RORC_textmining', 'bio/DGA_DOID_8778_IER3IP1_textmining', 'bio/DGA_DOID_8778_SELP_textmining', 'bio/DGA_DOID_8778_P2RX5_textmining', 'bio/DGA_DOID_8778_ENSP00000478610_textmining', 'bio/DGA_DOID_8778_CA13_textmining', 'bio/DGA_DOID_8778_CCNY_experiments', 'bio/DGA_DOID_8778_hsa-miR-19a-3p_textmining', 'bio/DGA_DOID_8778_C3_textmining', 'bio/DGA_DOID_8778_PREP_textmining', 'bio/DGA_DOID_8778_NFATC3_textmining', 'bio/DGA_DOID_8778_ABL1_textmining', 'bio/DGA_DOID_8778_CLDN5_textmining', 'bio/DGA_DOID_8778_ORM1_textmining', 'bio/DGA_DOID_8778_VCL_textmining', 'bio/DGA_DOID_8778_ST5_textmining', 'bio/DGA_DOID_8778_SLC36A4_experiments', 'bio/DGA_DOID_8778_BPI_textmining', 'bio/DGA_DOID_8778_C5orf56_textmining', 'bio/DGA_DOID_8778_ENO3_textmining', 'bio/DGA_DOID_8778_LGALS7_textmining', 'bio/DGA_DOID_8778_PPT1_textmining', 'bio/DGA_DOID_8778_TRAF3IP2_textmining', 'bio/DGA_DOID_8778_CX3CR1_textmining', 'bio/DGA_DOID_8778_DRD5_textmining', 'bio/DGA_DOID_8778_LRIG1_textmining', 'bio/DGA_DOID_8778_hsa-miR-26a-5p_textmining', 'bio/DGA_DOID_8778_CARD8_experiments', 'bio/DGA_DOID_8778_PAX5_textmining', 'bio/DGA_DOID_8778_SDHB_textmining', 'bio/DGA_DOID_8778_hsa-miR-16-5p_textmining', 'bio/DGA_DOID_8778_NPSR1_textmining', 'bio/DGA_DOID_8778_SLC30A8_textmining', 'bio/DGA_DOID_8778_STC1_textmining', 'bio/DGA_DOID_8778_LMX1B_textmining', 'bio/DGA_DOID_8778_LILRB2_textmining', 'bio/DGA_DOID_8778_SLC1A7_textmining', 'bio/DGA_DOID_8778_ZG16_textmining', 'bio/DGA_DOID_8778_TAPBP_textmining', 'bio/DGA_DOID_8778_MIB2_textmining', 'bio/DGA_DOID_8778_HMBS_textmining', 'bio/DGA_DOID_8778_SIRT3_textmining', 'bio/DGA_DOID_8778_PRUNE_textmining', 'bio/DGA_DOID_8778_SLC22A5_textmining', 'bio/DGA_DOID_8778_TNFSF13B_textmining', 'bio/DGA_DOID_8778_hsa-miR-10a-5p_textmining', 'bio/DGA_DOID_8778_C1orf106_experiments', 'bio/DGA_DOID_8778_AZGP1_textmining', 'bio/DGA_DOID_8778_MSH2_textmining', 'bio/DGA_DOID_8778_PPM1G_experiments', 'bio/DGA_DOID_8778_KLRD1_textmining', 'bio/DGA_DOID_8778_B7RP1_textmining', 'bio/DGA_DOID_8778_LALBA_textmining', 'bio/DGA_DOID_8778_GAST_textmining', 'bio/DGA_DOID_8778_MSH3_textmining', 'bio/DGA_DOID_8778_AVP_textmining', 'bio/DGA_DOID_8778_PHOX2B_textmining', 'bio/DGA_DOID_8778_MDM2_textmining', 'bio/DGA_DOID_8778_SGSH_textmining', 'bio/DGA_DOID_8778_MGMT_textmining', 'bio/DGA_DOID_8778_RARA_textmining', 'bio/DGA_DOID_8778_XKR6_textmining', 'bio/DGA_DOID_8778_TF_textmining', 'bio/DGA_DOID_8778_hsa-miR-324-3p_textmining', 'bio/DGA_DOID_8778_hsa-miR-193b-3p_textmining', 'bio/DGA_DOID_8778_CD46_textmining', 'bio/DGA_DOID_8778_SIK2_textmining', 'bio/DGA_DOID_8778_APOH_textmining', 'bio/DGA_DOID_8778_CALR_textmining', 'bio/DGA_DOID_8778_RPS6KA2_textmining', 'bio/DGA_DOID_8778_HLA-B_textmining', 'bio/DGA_DOID_8778_NOTCH4_textmining', 'bio/DGA_DOID_8778_ST6GAL1_textmining', 'bio/DGA_DOID_8778_USP7_textmining', 'bio/DGA_DOID_8778_RNF125_textmining', 'bio/DGA_DOID_8778_AGR2_textmining', 'bio/DGA_DOID_8778_MRAP_textmining', 'bio/DGA_DOID_8778_CASP6_textmining', 'bio/DGA_DOID_8778_BANF1_textmining', 'bio/DGA_DOID_8778_FERMT1_textmining', 'bio/DGA_DOID_8778_GOPC_textmining', 'bio/DGA_DOID_8778_HGF_textmining', 'bio/DGA_DOID_8778_FAM107B_textmining', 'bio/DGA_DOID_8778_CASP5_textmining', 'bio/DGA_DOID_8778_hsa-miR-151a-5p_textmining', 'bio/DGA_DOID_8778_GRASP_textmining', 'bio/DGA_DOID_8778_LAG3_textmining', 'bio/DGA_DOID_8778_RAN_textmining', 'bio/DGA_DOID_8778_KRTAP1-3_textmining', 'bio/DGA_DOID_8778_ALDH7A1_textmining', 'bio/DGA_DOID_8778_P2RX4_textmining', 'bio/DGA_DOID_8778_ZNF683_textmining', 'bio/DGA_DOID_8778_STEAP2-AS1_textmining', 'bio/DGA_DOID_8778_BLOC1S3_textmining', 'bio/DGA_DOID_8778_SOD1_textmining', 'bio/DGA_DOID_8778_WNT2_textmining', 'bio/DGA_DOID_8778_EHMT2_textmining', 'bio/DGA_DOID_8778_ANO6_textmining', 'bio/DGA_DOID_8778_PTGER1_textmining', 'bio/DGA_DOID_8778_ULBP1_textmining', 'bio/DGA_DOID_8778_MAPK9_textmining', 'bio/DGA_DOID_8778_CD72_textmining', 'bio/DGA_DOID_8778_EHD4_textmining', 'bio/DGA_DOID_8778_GBGT1_textmining', 'bio/DGA_DOID_8778_USP8_textmining', 'bio/DGA_DOID_8778_SP140_textmining', 'bio/DGA_DOID_8778_FCRL3_textmining', 'bio/DGA_DOID_8778_TRPC4_textmining', 'bio/DGA_DOID_8778_hsa-miR-1910-5p_textmining', 'bio/DGA_DOID_8778_RAG1_textmining', 'bio/DGA_DOID_8778_CD200_textmining', 'bio/DGA_DOID_8778_BTNL9_textmining', 'bio/DGA_DOID_8778_ALOX15B_textmining', 'bio/DGA_DOID_8778_IGF2_textmining', 'bio/DGA_DOID_8778_ALAD_textmining', 'bio/DGA_DOID_8778_ADAMTS12_textmining', 'bio/DGA_DOID_8778_RNF43_textmining', 'bio/DGA_DOID_8778_PARP1_textmining', 'bio/DGA_DOID_8778_RNH1_textmining', 'bio/DGA_DOID_8778_DNAJC17_textmining', 'bio/DGA_DOID_8778_SULF2_textmining', 'bio/DGA_DOID_8778_ABCG5_textmining', 'bio/DGA_DOID_8778_CD2_textmining', 'bio/DGA_DOID_8778_IL22RA2_textmining', 'bio/DGA_DOID_8778_LSR_textmining', 'bio/DGA_DOID_8778_NR1H2_textmining', 'bio/DGA_DOID_8778_UMOD_textmining', 'bio/DGA_DOID_8778_PIPOX_textmining', 'bio/DGA_DOID_8778_PITX1_textmining', 'bio/DGA_DOID_8778_OTUB1_textmining', 'bio/DGA_DOID_8778_MSN_textmining', 'bio/DGA_DOID_8778_TMEM17_textmining', 'bio/DGA_DOID_8778_TEK_textmining', 'bio/DGA_DOID_8778_SLC9A3R1_textmining', 'bio/DGA_DOID_8778_EBF1_textmining', 'bio/DGA_DOID_8778_UNC93B1_textmining', 'bio/DGA_DOID_8778_HDAC1_textmining', 'bio/DGA_DOID_8778_AQP10_textmining', 'bio/DGA_DOID_8778_DNAJB9_textmining', 'bio/DGA_DOID_8778_NEUROG3_textmining', 'bio/DGA_DOID_8778_DHCR7_textmining', 'bio/DGA_DOID_8778_CXCL2_textmining', 'bio/DGA_DOID_8778_PER3_experiments', 'bio/DGA_DOID_8778_PLEK_textmining', 'bio/DGA_DOID_8778_AFF3_textmining', 'bio/DGA_DOID_8778_PRKG1_textmining', 'bio/DGA_DOID_8778_ACKR2_textmining', 'bio/DGA_DOID_8778_hsa-miR-146b-5p_textmining', 'bio/DGA_DOID_8778_SGPL1_textmining', 'bio/DGA_DOID_8778_GMPS_textmining', 'bio/DGA_DOID_8778_MOCOS_textmining', 'bio/DGA_DOID_8778_CSNK2B_textmining', 'bio/DGA_DOID_8778_ID1_textmining', 'bio/DGA_DOID_8778_SPINK1_textmining', 'bio/DGA_DOID_8778_PRDX1_textmining', 'bio/DGA_DOID_8778_ENTPD3_textmining', 'bio/DGA_DOID_8778_CPAMD8_textmining', 'bio/DGA_DOID_8778_ENSP00000480348_textmining', 'bio/DGA_DOID_8778_H2AFX_textmining', 'bio/DGA_DOID_8778_CDA_textmining', 'bio/DGA_DOID_8778_C1GALT1C1_textmining'}\n",
- "raw values: {'bio/DGA_DOID_8778_OSMR_textmining': ['bio/hg19_OSMR', 'bio/hg38_OSMR'], 'bio/DGA_DOID_8778_CGNL1_textmining': ['bio/hg19_CGNL1', 'bio/hg38_CGNL1'], 'bio/DGA_DOID_8778_NR3C1_textmining': ['bio/hg19_NR3C1', 'bio/hg38_NR3C1'], 'bio/DGA_DOID_8778_ISG15_textmining': ['bio/hg19_ISG15', 'bio/hg38_ISG15'], 'bio/DGA_DOID_8778_IL36A_textmining': ['bio/hg19_IL36A', 'bio/hg38_IL36A'], 'bio/DGA_DOID_8778_SIRT1_textmining': ['bio/hg19_SIRT1', 'bio/hg38_SIRT1'], 'bio/DGA_DOID_8778_MXD4_textmining': ['bio/hg19_MXD4', 'bio/hg38_MXD4'], 'bio/DGA_DOID_8778_PLD4_textmining': ['bio/hg19_PLD4', 'bio/hg38_PLD4'], 'bio/DGA_DOID_8778_CD177_textmining': ['bio/hg19_CD177', 'bio/hg38_CD177'], 'bio/DGA_DOID_8778_PLG_textmining': ['bio/hg19_PLG', 'bio/hg38_PLG'], 'bio/DGA_DOID_8778_LGALS7B_textmining': ['bio/hg19_LGALS7B', 'bio/hg38_LGALS7B'], 'bio/DGA_DOID_8778_TMEM232_textmining': ['bio/hg19_TMEM232', 'bio/hg38_TMEM232'], 'bio/DGA_DOID_8778_MLKL_textmining': ['bio/hg19_MLKL', 'bio/hg38_MLKL'], 'bio/DGA_DOID_8778_UBE2I_textmining': ['bio/hg19_UBE2I', 'bio/hg38_UBE2I'], 'bio/DGA_DOID_8778_GPR132_textmining': ['bio/hg19_GPR132', 'bio/hg38_GPR132'], 'bio/DGA_DOID_8778_ATXN2_textmining': ['bio/hg19_ATXN2', 'bio/hg38_ATXN2'], 'bio/DGA_DOID_8778_COMP_textmining': ['bio/hg19_COMP', 'bio/hg38_COMP'], 'bio/DGA_DOID_8778_EGFR_textmining': ['bio/hg19_EGFR', 'bio/hg38_EGFR'], 'bio/DGA_DOID_8778_SUCNR1_textmining': ['bio/hg19_SUCNR1', 'bio/hg38_SUCNR1'], 'bio/DGA_DOID_8778_hsa-miR-147b_textmining': [], 'bio/DGA_DOID_8778_CD6_textmining': ['bio/hg19_CD6', 'bio/hg38_CD6'], 'bio/DGA_DOID_8778_LAT_textmining': ['bio/hg19_LAT', 'bio/hg38_LAT'], 'bio/DGA_DOID_8778_ASPRV1_textmining': ['bio/hg19_ASPRV1', 'bio/hg38_ASPRV1'], 'bio/DGA_DOID_8778_MLLT4_textmining': ['bio/hg19_MLLT4'], 'bio/DGA_DOID_8778_GNA11_textmining': ['bio/hg19_GNA11', 'bio/hg38_GNA11'], 'bio/DGA_DOID_8778_IL18RAP_experiments': ['bio/hg19_IL18RAP', 'bio/hg38_IL18RAP'], 'bio/DGA_DOID_8778_RGS14_experiments': ['bio/hg19_RGS14', 'bio/hg38_RGS14'], 'bio/DGA_DOID_8778_IFIT1_textmining': ['bio/hg19_IFIT1', 'bio/hg38_IFIT1'], 'bio/DGA_DOID_8778_OGFR_textmining': ['bio/hg19_OGFR', 'bio/hg38_OGFR'], 'bio/DGA_DOID_8778_SORCS2_experiments': ['bio/hg19_SORCS2', 'bio/hg38_SORCS2'], 'bio/DGA_DOID_8778_CSF2RB_textmining': ['bio/hg19_CSF2RB', 'bio/hg38_CSF2RB'], 'bio/DGA_DOID_8778_MAP3K11_textmining': ['bio/hg19_MAP3K11', 'bio/hg38_MAP3K11'], 'bio/DGA_DOID_8778_ENSP00000485133_experiments': [], 'bio/DGA_DOID_8778_ITGA2_textmining': ['bio/hg19_ITGA2', 'bio/hg38_ITGA2'], 'bio/DGA_DOID_8778_JARID2_textmining': ['bio/hg19_JARID2', 'bio/hg38_JARID2'], 'bio/DGA_DOID_8778_TTC37_textmining': ['bio/hg19_TTC37', 'bio/hg38_TTC37'], 'bio/DGA_DOID_8778_CAPN14_textmining': ['bio/hg19_CAPN14', 'bio/hg38_CAPN14'], 'bio/DGA_DOID_8778_CYR61_textmining': ['bio/hg19_CYR61', 'bio/hg38_CYR61'], 'bio/DGA_DOID_8778_UBAC2_textmining': ['bio/hg19_UBAC2', 'bio/hg38_UBAC2'], 'bio/DGA_DOID_8778_RHCE_textmining': ['bio/hg19_RHCE', 'bio/hg38_RHCE'], 'bio/DGA_DOID_8778_ADRB2_textmining': ['bio/hg19_ADRB2', 'bio/hg38_ADRB2'], 'bio/DGA_DOID_8778_PIGR_textmining': ['bio/hg19_PIGR', 'bio/hg38_PIGR'], 'bio/DGA_DOID_8778_TCF7_textmining': ['bio/hg19_TCF7', 'bio/hg38_TCF7'], 'bio/DGA_DOID_8778_CGB_textmining': ['bio/hg19_CGB'], 'bio/DGA_DOID_8778_TRIAP1_textmining': ['bio/hg19_TRIAP1', 'bio/hg38_TRIAP1'], 'bio/DGA_DOID_8778_SLC2A4_textmining': ['bio/hg19_SLC2A4', 'bio/hg38_SLC2A4'], 'bio/DGA_DOID_8778_TRAIP_textmining': ['bio/hg19_TRAIP', 'bio/hg38_TRAIP'], 'bio/DGA_DOID_8778_VAMP7_textmining': ['bio/hg19_VAMP7', 'bio/hg38_VAMP7'], 'bio/DGA_DOID_8778_CD6_experiments': ['bio/hg19_CD6', 'bio/hg38_CD6'], 'bio/DGA_DOID_8778_HECA_textmining': ['bio/hg19_HECA', 'bio/hg38_HECA'], 'bio/DGA_DOID_8778_MLST8_textmining': ['bio/hg19_MLST8', 'bio/hg38_MLST8'], 'bio/DGA_DOID_8778_RNASE6_textmining': ['bio/hg19_RNASE6', 'bio/hg38_RNASE6'], 'bio/DGA_DOID_8778_FOXO1_textmining': ['bio/hg19_FOXO1', 'bio/hg38_FOXO1'], 'bio/DGA_DOID_8778_SH2D1A_textmining': ['bio/hg19_SH2D1A', 'bio/hg38_SH2D1A'], 'bio/DGA_DOID_8778_TTK_textmining': ['bio/hg19_TTK', 'bio/hg38_TTK'], 'bio/DGA_DOID_8778_PRKAA1_textmining': ['bio/hg19_PRKAA1', 'bio/hg38_PRKAA1'], 'bio/DGA_DOID_8778_DIABLO_textmining': ['bio/hg19_DIABLO', 'bio/hg38_DIABLO'], 'bio/DGA_DOID_8778_NTSR1_textmining': ['bio/hg19_NTSR1', 'bio/hg38_NTSR1'], 'bio/DGA_DOID_8778_EOMES_textmining': ['bio/hg19_EOMES', 'bio/hg38_EOMES'], 'bio/DGA_DOID_8778_SERPINA5_textmining': ['bio/hg19_SERPINA5', 'bio/hg38_SERPINA5'], 'bio/DGA_DOID_8778_KCNA3_textmining': ['bio/hg19_KCNA3', 'bio/hg38_KCNA3'], 'bio/DGA_DOID_8778_NLRP10_textmining': ['bio/hg19_NLRP10', 'bio/hg38_NLRP10'], 'bio/DGA_DOID_8778_POLB_textmining': ['bio/hg19_POLB', 'bio/hg38_POLB'], 'bio/DGA_DOID_8778_C4BPA_textmining': ['bio/hg19_C4BPA', 'bio/hg38_C4BPA'], 'bio/DGA_DOID_8778_NFKB2_textmining': ['bio/hg19_NFKB2', 'bio/hg38_NFKB2'], 'bio/DGA_DOID_8778_HNRNPD_textmining': ['bio/hg19_HNRNPD', 'bio/hg38_HNRNPD'], 'bio/DGA_DOID_8778_CARD18_textmining': ['bio/hg19_CARD18', 'bio/hg38_CARD18'], 'bio/DGA_DOID_8778_TNFRSF25_textmining': ['bio/hg19_TNFRSF25', 'bio/hg38_TNFRSF25'], 'bio/DGA_DOID_8778_FZD5_textmining': ['bio/hg19_FZD5', 'bio/hg38_FZD5'], 'bio/DGA_DOID_8778_SRGN_textmining': ['bio/hg19_SRGN', 'bio/hg38_SRGN'], 'bio/DGA_DOID_8778_RAB3D_textmining': ['bio/hg19_RAB3D', 'bio/hg38_RAB3D'], 'bio/DGA_DOID_8778_SST_textmining': ['bio/hg19_SST', 'bio/hg38_SST'], 'bio/DGA_DOID_8778_RP11-16P6.1_textmining': [], 'bio/DGA_DOID_8778_FNDC5_textmining': ['bio/hg19_FNDC5', 'bio/hg38_FNDC5'], 'bio/DGA_DOID_8778_BDKRB2_textmining': ['bio/hg19_BDKRB2', 'bio/hg38_BDKRB2'], 'bio/DGA_DOID_8778_CDC42_textmining': ['bio/hg19_CDC42', 'bio/hg38_CDC42'], 'bio/DGA_DOID_8778_BLK_textmining': ['bio/hg19_BLK', 'bio/hg38_BLK'], 'bio/DGA_DOID_8778_ACKR3_textmining': ['bio/hg19_ACKR3', 'bio/hg38_ACKR3'], 'bio/DGA_DOID_8778_IL18R1_textmining': ['bio/hg19_IL18R1', 'bio/hg38_IL18R1'], 'bio/DGA_DOID_8778_CXCL8_textmining': ['bio/hg19_CXCL8', 'bio/hg38_CXCL8'], 'bio/DGA_DOID_8778_RP11-76I14.1_textmining': [], 'bio/DGA_DOID_8778_DOK2_textmining': ['bio/hg19_DOK2', 'bio/hg38_DOK2'], 'bio/DGA_DOID_8778_THNSL1_textmining': ['bio/hg19_THNSL1', 'bio/hg38_THNSL1'], 'bio/DGA_DOID_8778_SEMA3C_textmining': ['bio/hg19_SEMA3C', 'bio/hg38_SEMA3C'], 'bio/DGA_DOID_8778_DCX_textmining': ['bio/hg19_DCX', 'bio/hg38_DCX'], 'bio/DGA_DOID_8778_IL20RA_textmining': ['bio/hg19_IL20RA', 'bio/hg38_IL20RA'], 'bio/DGA_DOID_8778_ADAR_textmining': ['bio/hg19_ADAR', 'bio/hg38_ADAR'], 'bio/DGA_DOID_8778_PMS1_textmining': ['bio/hg19_PMS1', 'bio/hg38_PMS1'], 'bio/DGA_DOID_8778_PLXNB2_textmining': ['bio/hg19_PLXNB2', 'bio/hg38_PLXNB2'], 'bio/DGA_DOID_8778_SLC26A3_textmining': ['bio/hg19_SLC26A3', 'bio/hg38_SLC26A3'], 'bio/DGA_DOID_8778_HHIP_textmining': ['bio/hg19_HHIP', 'bio/hg38_HHIP'], 'bio/DGA_DOID_8778_PDZK1_textmining': ['bio/hg19_PDZK1', 'bio/hg38_PDZK1'], 'bio/DGA_DOID_8778_TNFRSF17_textmining': ['bio/hg19_TNFRSF17', 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['bio/hg19_F5', 'bio/hg38_F5'], 'bio/DGA_DOID_8778_ANXA8_textmining': ['bio/hg19_ANXA8', 'bio/hg38_ANXA8'], 'bio/DGA_DOID_8778_UBE2E2_textmining': ['bio/hg19_UBE2E2', 'bio/hg38_UBE2E2'], 'bio/DGA_DOID_8778_ARSD_textmining': ['bio/hg19_ARSD', 'bio/hg38_ARSD'], 'bio/DGA_DOID_8778_KLRF1_textmining': ['bio/hg19_KLRF1', 'bio/hg38_KLRF1'], 'bio/DGA_DOID_8778_LRRK1_textmining': ['bio/hg19_LRRK1', 'bio/hg38_LRRK1'], 'bio/DGA_DOID_8778_SLCO6A1_experiments': ['bio/hg19_SLCO6A1', 'bio/hg38_SLCO6A1'], 'bio/DGA_DOID_8778_EHBP1L1_textmining': ['bio/hg19_EHBP1L1', 'bio/hg38_EHBP1L1'], 'bio/DGA_DOID_8778_FERMT3_textmining': ['bio/hg19_FERMT3', 'bio/hg38_FERMT3'], 'bio/DGA_DOID_8778_OR6J1_textmining': ['bio/hg19_OR6J1', 'bio/hg38_OR6J1'], 'bio/DGA_DOID_8778_TRAF1_textmining': ['bio/hg19_TRAF1', 'bio/hg38_TRAF1'], 'bio/DGA_DOID_8778_SLCO2B1_textmining': ['bio/hg19_SLCO2B1', 'bio/hg38_SLCO2B1'], 'bio/DGA_DOID_8778_DPP9_textmining': ['bio/hg19_DPP9', 'bio/hg38_DPP9'], 'bio/DGA_DOID_8778_ERAS_textmining': ['bio/hg19_ERAS', 'bio/hg38_ERAS'], 'bio/DGA_DOID_8778_CMKBR6_textmining': [], 'bio/DGA_DOID_8778_CALU_textmining': ['bio/hg19_CALU', 'bio/hg38_CALU'], 'bio/DGA_DOID_8778_HDAC6_textmining': ['bio/hg19_HDAC6', 'bio/hg38_HDAC6'], 'bio/DGA_DOID_8778_CX3CL1_textmining': ['bio/hg19_CX3CL1', 'bio/hg38_CX3CL1'], 'bio/DGA_DOID_8778_SERPINB2_textmining': ['bio/hg19_SERPINB2', 'bio/hg38_SERPINB2'], 'bio/DGA_DOID_8778_TYK2_knowledge': ['bio/hg19_TYK2', 'bio/hg38_TYK2'], 'bio/DGA_DOID_8778_HSPA1A_textmining': ['bio/hg19_HSPA1A', 'bio/hg38_HSPA1A'], 'bio/DGA_DOID_8778_AHSG_textmining': ['bio/hg19_AHSG', 'bio/hg38_AHSG'], 'bio/DGA_DOID_8778_SNORA75_textmining': ['bio/hg19_SNORA75', 'bio/hg38_SNORA75'], 'bio/DGA_DOID_8778_TNFRSF10A_textmining': ['bio/hg19_TNFRSF10A', 'bio/hg38_TNFRSF10A'], 'bio/DGA_DOID_8778_RELB_textmining': ['bio/hg19_RELB', 'bio/hg38_RELB'], 'bio/DGA_DOID_8778_TXNDC9_textmining': ['bio/hg19_TXNDC9', 'bio/hg38_TXNDC9'], 'bio/DGA_DOID_8778_NF1_textmining': ['bio/hg19_NF1', 'bio/hg38_NF1'], 'bio/DGA_DOID_8778_TNFRSF13C_textmining': ['bio/hg19_TNFRSF13C', 'bio/hg38_TNFRSF13C'], 'bio/DGA_DOID_8778_ITIH4_textmining': ['bio/hg19_ITIH4', 'bio/hg38_ITIH4'], 'bio/DGA_DOID_8778_ADGB_textmining': ['bio/hg19_ADGB', 'bio/hg38_ADGB'], 'bio/DGA_DOID_8778_SOX9_textmining': ['bio/hg19_SOX9', 'bio/hg38_SOX9'], 'bio/DGA_DOID_8778_VNN1_textmining': ['bio/hg19_VNN1', 'bio/hg38_VNN1'], 'bio/DGA_DOID_8778_SMAD4_textmining': ['bio/hg19_SMAD4', 'bio/hg38_SMAD4'], 'bio/DGA_DOID_8778_C22orf34_textmining': ['bio/hg19_C22orf34', 'bio/hg38_C22orf34'], 'bio/DGA_DOID_8778_ALB_textmining': ['bio/hg19_ALB', 'bio/hg38_ALB'], 'bio/DGA_DOID_8778_LILRA4_textmining': ['bio/hg19_LILRA4', 'bio/hg38_LILRA4'], 'bio/DGA_DOID_8778_ACLY_textmining': ['bio/hg19_ACLY', 'bio/hg38_ACLY'], 'bio/DGA_DOID_8778_CRTC3_experiments': ['bio/hg19_CRTC3', 'bio/hg38_CRTC3'], 'bio/DGA_DOID_8778_PROK2_textmining': ['bio/hg19_PROK2', 'bio/hg38_PROK2'], 'bio/DGA_DOID_8778_MT1X_textmining': ['bio/hg19_MT1X', 'bio/hg38_MT1X'], 'bio/DGA_DOID_8778_ZXDC_textmining': ['bio/hg19_ZXDC', 'bio/hg38_ZXDC'], 'bio/DGA_DOID_8778_GPX7_textmining': ['bio/hg19_GPX7', 'bio/hg38_GPX7'], 'bio/DGA_DOID_8778_GUCY1A3_textmining': ['bio/hg19_GUCY1A3'], 'bio/DGA_DOID_8778_PIWIL4_textmining': ['bio/hg19_PIWIL4', 'bio/hg38_PIWIL4'], 'bio/DGA_DOID_8778_VR1_textmining': [], 'bio/DGA_DOID_8778_NR1H4_textmining': ['bio/hg19_NR1H4', 'bio/hg38_NR1H4'], 'bio/DGA_DOID_8778_TRIM33_textmining': ['bio/hg19_TRIM33', 'bio/hg38_TRIM33'], 'bio/DGA_DOID_8778_APAF1_textmining': ['bio/hg19_APAF1', 'bio/hg38_APAF1'], 'bio/DGA_DOID_8778_AOC3_textmining': ['bio/hg19_AOC3', 'bio/hg38_AOC3'], 'bio/DGA_DOID_8778_hsa-let-7e-5p_textmining': [], 'bio/DGA_DOID_8778_GCKR_experiments': ['bio/hg19_GCKR', 'bio/hg38_GCKR'], 'bio/DGA_DOID_8778_P2RX1_textmining': ['bio/hg19_P2RX1', 'bio/hg38_P2RX1'], 'bio/DGA_DOID_8778_BDKRB1_textmining': ['bio/hg19_BDKRB1', 'bio/hg38_BDKRB1'], 'bio/DGA_DOID_8778_SEPT4_textmining': ['bio/hg19_SEPT4', 'bio/hg38_SEPT4'], 'bio/DGA_DOID_8778_S100A12_textmining': ['bio/hg19_S100A12', 'bio/hg38_S100A12'], 'bio/DGA_DOID_8778_NRAS_textmining': ['bio/hg19_NRAS', 'bio/hg38_NRAS'], 'bio/DGA_DOID_8778_FAM156B_textmining': ['bio/hg19_FAM156B', 'bio/hg38_FAM156B'], 'bio/DGA_DOID_8778_KIR2DL4_textmining': ['bio/hg19_KIR2DL4', 'bio/hg38_KIR2DL4'], 'bio/DGA_DOID_8778_IPMK_experiments': ['bio/hg19_IPMK', 'bio/hg38_IPMK'], 'bio/DGA_DOID_8778_JUN_textmining': ['bio/hg19_JUN', 'bio/hg38_JUN'], 'bio/DGA_DOID_8778_SHROOM2_textmining': ['bio/hg19_SHROOM2', 'bio/hg38_SHROOM2'], 'bio/DGA_DOID_8778_WNT1_textmining': ['bio/hg19_WNT1', 'bio/hg38_WNT1'], 'bio/DGA_DOID_8778_IFNA21_textmining': ['bio/hg19_IFNA21', 'bio/hg38_IFNA21'], 'bio/DGA_DOID_8778_SH3GLB1_textmining': ['bio/hg19_SH3GLB1', 'bio/hg38_SH3GLB1'], 'bio/DGA_DOID_8778_ITGB7_textmining': ['bio/hg19_ITGB7', 'bio/hg38_ITGB7'], 'bio/DGA_DOID_8778_hsa-miR-4531_textmining': [], 'bio/DGA_DOID_8778_PTX3_textmining': ['bio/hg19_PTX3', 'bio/hg38_PTX3'], 'bio/DGA_DOID_8778_TCOF1_textmining': ['bio/hg19_TCOF1', 'bio/hg38_TCOF1'], 'bio/DGA_DOID_8778_CSF2RA_textmining': ['bio/hg19_CSF2RA', 'bio/hg38_CSF2RA'], 'bio/DGA_DOID_8778_NEU2_textmining': ['bio/hg19_NEU2', 'bio/hg38_NEU2'], 'bio/DGA_DOID_8778_PSMB9_textmining': ['bio/hg19_PSMB9', 'bio/hg38_PSMB9'], 'bio/DGA_DOID_8778_DAP_textmining': ['bio/hg19_DAP', 'bio/hg38_DAP'], 'bio/DGA_DOID_8778_ICAM2_textmining': ['bio/hg19_ICAM2', 'bio/hg38_ICAM2'], 'bio/DGA_DOID_8778_TYROBP_textmining': ['bio/hg19_TYROBP', 'bio/hg38_TYROBP'], 'bio/DGA_DOID_8778_NXPE1_experiments': ['bio/hg19_NXPE1', 'bio/hg38_NXPE1'], 'bio/DGA_DOID_8778_SLC26A2_textmining': ['bio/hg19_SLC26A2', 'bio/hg38_SLC26A2'], 'bio/DGA_DOID_8778_RSPO3_textmining': ['bio/hg19_RSPO3', 'bio/hg38_RSPO3'], 'bio/DGA_DOID_8778_LINC01475_textmining': ['bio/hg19_LINC01475', 'bio/hg38_LINC01475'], 'bio/DGA_DOID_8778_hsa-miR-375_textmining': [], 'bio/DGA_DOID_8778_ATG7_textmining': ['bio/hg19_ATG7', 'bio/hg38_ATG7'], 'bio/DGA_DOID_8778_LY96_textmining': ['bio/hg19_LY96', 'bio/hg38_LY96'], 'bio/DGA_DOID_8778_NR1I3_textmining': ['bio/hg19_NR1I3', 'bio/hg38_NR1I3'], 'bio/DGA_DOID_8778_SBNO2_experiments': ['bio/hg19_SBNO2', 'bio/hg38_SBNO2'], 'bio/DGA_DOID_8778_CLEC10A_textmining': ['bio/hg19_CLEC10A', 'bio/hg38_CLEC10A'], 'bio/DGA_DOID_8778_CUL5_textmining': ['bio/hg19_CUL5', 'bio/hg38_CUL5'], 'bio/DGA_DOID_8778_IFNGR2_experiments': ['bio/hg19_IFNGR2', 'bio/hg38_IFNGR2'], 'bio/DGA_DOID_8778_UBD_textmining': ['bio/hg19_UBD', 'bio/hg38_UBD'], 'bio/DGA_DOID_8778_MAP3K3_textmining': ['bio/hg19_MAP3K3', 'bio/hg38_MAP3K3'], 'bio/DGA_DOID_8778_PTGER4_experiments': ['bio/hg19_PTGER4', 'bio/hg38_PTGER4'], 'bio/DGA_DOID_8778_DNER_textmining': ['bio/hg19_DNER', 'bio/hg38_DNER'], 'bio/DGA_DOID_8778_GLP2R_textmining': ['bio/hg19_GLP2R', 'bio/hg38_GLP2R'], 'bio/DGA_DOID_8778_IRGM_knowledge': ['bio/hg19_IRGM', 'bio/hg38_IRGM'], 'bio/DGA_DOID_8778_C2orf49_textmining': ['bio/hg19_C2orf49', 'bio/hg38_C2orf49'], 'bio/DGA_DOID_8778_OR10A3_textmining': ['bio/hg19_OR10A3', 'bio/hg38_OR10A3'], 'bio/DGA_DOID_8778_ODC1_textmining': ['bio/hg19_ODC1', 'bio/hg38_ODC1'], 'bio/DGA_DOID_8778_SCN5A_textmining': ['bio/hg19_SCN5A', 'bio/hg38_SCN5A'], 'bio/DGA_DOID_8778_LRRIQ3_textmining': ['bio/hg19_LRRIQ3', 'bio/hg38_LRRIQ3'], 'bio/DGA_DOID_8778_CD200R1_textmining': ['bio/hg19_CD200R1', 'bio/hg38_CD200R1'], 'bio/DGA_DOID_8778_ANXA2_textmining': ['bio/hg19_ANXA2', 'bio/hg38_ANXA2'], 'bio/DGA_DOID_8778_FYB_textmining': ['bio/hg19_FYB'], 'bio/DGA_DOID_8778_KCNK2_textmining': ['bio/hg19_KCNK2', 'bio/hg38_KCNK2'], 'bio/DGA_DOID_8778_SPNS1_textmining': ['bio/hg19_SPNS1', 'bio/hg38_SPNS1'], 'bio/DGA_DOID_8778_MAMSTR_experiments': ['bio/hg19_MAMSTR', 'bio/hg38_MAMSTR'], 'bio/DGA_DOID_8778_TNXB_textmining': ['bio/hg19_TNXB', 'bio/hg38_TNXB'], 'bio/DGA_DOID_8778_TBX21_textmining': ['bio/hg19_TBX21', 'bio/hg38_TBX21'], 'bio/DGA_DOID_8778_ARF3_textmining': ['bio/hg19_ARF3', 'bio/hg38_ARF3'], 'bio/DGA_DOID_8778_RALB_textmining': ['bio/hg19_RALB', 'bio/hg38_RALB'], 'bio/DGA_DOID_8778_CBL_textmining': ['bio/hg19_CBL', 'bio/hg38_CBL'], 'bio/DGA_DOID_8778_CD5L_textmining': ['bio/hg19_CD5L', 'bio/hg38_CD5L'], 'bio/DGA_DOID_8778_DNAJC13_experiments': ['bio/hg19_DNAJC13', 'bio/hg38_DNAJC13'], 'bio/DGA_DOID_8778_ST3GAL2_textmining': ['bio/hg19_ST3GAL2', 'bio/hg38_ST3GAL2'], 'bio/DGA_DOID_8778_TRAT1_textmining': ['bio/hg19_TRAT1', 'bio/hg38_TRAT1'], 'bio/DGA_DOID_8778_SENP8_textmining': ['bio/hg19_SENP8', 'bio/hg38_SENP8'], 'bio/DGA_DOID_8778_PDGFB_textmining': ['bio/hg19_PDGFB', 'bio/hg38_PDGFB'], 'bio/DGA_DOID_8778_CHAT_textmining': ['bio/hg19_CHAT', 'bio/hg38_CHAT'], 'bio/DGA_DOID_8778_WNT2_experiments': ['bio/hg19_WNT2', 'bio/hg38_WNT2'], 'bio/DGA_DOID_8778_hsa-miR-21-5p_textmining': [], 'bio/DGA_DOID_8778_CSF3_textmining': ['bio/hg19_CSF3', 'bio/hg38_CSF3'], 'bio/DGA_DOID_8778_HPSE_textmining': ['bio/hg19_HPSE', 'bio/hg38_HPSE'], 'bio/DGA_DOID_8778_EPHB3_textmining': ['bio/hg19_EPHB3', 'bio/hg38_EPHB3'], 'bio/DGA_DOID_8778_ACHE_textmining': ['bio/hg19_ACHE', 'bio/hg38_ACHE'], 'bio/DGA_DOID_8778_CSK_textmining': ['bio/hg19_CSK', 'bio/hg38_CSK'], 'bio/DGA_DOID_8778_hsa-miR-196a-5p_textmining': [], 'bio/DGA_DOID_8778_SLCO1C1_textmining': ['bio/hg19_SLCO1C1', 'bio/hg38_SLCO1C1'], 'bio/DGA_DOID_8778_SCGB1A1_textmining': ['bio/hg19_SCGB1A1', 'bio/hg38_SCGB1A1'], 'bio/DGA_DOID_8778_CRLF2_textmining': ['bio/hg19_CRLF2', 'bio/hg38_CRLF2'], 'bio/DGA_DOID_8778_SEC11A_textmining': ['bio/hg19_SEC11A', 'bio/hg38_SEC11A'], 'bio/DGA_DOID_8778_HPX_textmining': ['bio/hg19_HPX', 'bio/hg38_HPX'], 'bio/DGA_DOID_8778_HIST2H3PS2_textmining': ['bio/hg19_HIST2H3PS2', 'bio/hg38_HIST2H3PS2'], 'bio/DGA_DOID_8778_IPP_textmining': ['bio/hg19_IPP', 'bio/hg38_IPP'], 'bio/DGA_DOID_8778_ZEB1_textmining': ['bio/hg19_ZEB1', 'bio/hg38_ZEB1'], 'bio/DGA_DOID_8778_MMP8_textmining': ['bio/hg19_MMP8', 'bio/hg38_MMP8'], 'bio/DGA_DOID_8778_UBLCP1_textmining': ['bio/hg19_UBLCP1', 'bio/hg38_UBLCP1'], 'bio/DGA_DOID_8778_FCGR2A_textmining': ['bio/hg19_FCGR2A', 'bio/hg38_FCGR2A'], 'bio/DGA_DOID_8778_SLC6A14_textmining': ['bio/hg19_SLC6A14', 'bio/hg38_SLC6A14'], 'bio/DGA_DOID_8778_ACE2_textmining': ['bio/hg19_ACE2', 'bio/hg38_ACE2'], 'bio/DGA_DOID_8778_DNAH3_textmining': ['bio/hg19_DNAH3', 'bio/hg38_DNAH3'], 'bio/DGA_DOID_8778_hsa-miR-124-3p_textmining': [], 'bio/DGA_DOID_8778_CCL23_textmining': ['bio/hg19_CCL23', 'bio/hg38_CCL23'], 'bio/DGA_DOID_8778_HBS1L_textmining': ['bio/hg19_HBS1L', 'bio/hg38_HBS1L'], 'bio/DGA_DOID_8778_CNTF_textmining': ['bio/hg19_CNTF', 'bio/hg38_CNTF'], 'bio/DGA_DOID_8778_MGAM_textmining': ['bio/hg19_MGAM', 'bio/hg38_MGAM'], 'bio/DGA_DOID_8778_GPR84_textmining': ['bio/hg19_GPR84', 'bio/hg38_GPR84'], 'bio/DGA_DOID_8778_CSHL1_textmining': ['bio/hg19_CSHL1', 'bio/hg38_CSHL1'], 'bio/DGA_DOID_8778_ACTA2_textmining': ['bio/hg19_ACTA2', 'bio/hg38_ACTA2'], 'bio/DGA_DOID_8778_PDLIM5_textmining': ['bio/hg19_PDLIM5', 'bio/hg38_PDLIM5'], 'bio/DGA_DOID_8778_hsa-miR-362-3p_textmining': [], 'bio/DGA_DOID_8778_RNF5_textmining': ['bio/hg19_RNF5', 'bio/hg38_RNF5'], 'bio/DGA_DOID_8778_C1orf68_textmining': ['bio/hg19_C1orf68', 'bio/hg38_C1orf68'], 'bio/DGA_DOID_8778_CMA1_textmining': ['bio/hg19_CMA1', 'bio/hg38_CMA1'], 'bio/DGA_DOID_8778_CD80_textmining': ['bio/hg19_CD80', 'bio/hg38_CD80'], 'bio/DGA_DOID_8778_GRP_textmining': ['bio/hg19_GRP', 'bio/hg38_GRP'], 'bio/DGA_DOID_8778_DUSP16_experiments': ['bio/hg19_DUSP16', 'bio/hg38_DUSP16'], 'bio/DGA_DOID_8778_UGT1A1_textmining': ['bio/hg19_UGT1A1', 'bio/hg38_UGT1A1'], 'bio/DGA_DOID_8778_MRPS7_textmining': ['bio/hg19_MRPS7', 'bio/hg38_MRPS7'], 'bio/DGA_DOID_8778_MS4A4A_textmining': ['bio/hg19_MS4A4A', 'bio/hg38_MS4A4A'], 'bio/DGA_DOID_8778_SEMA3G_textmining': ['bio/hg19_SEMA3G', 'bio/hg38_SEMA3G'], 'bio/DGA_DOID_8778_GBP6_textmining': ['bio/hg19_GBP6', 'bio/hg38_GBP6'], 'bio/DGA_DOID_8778_TGM6_textmining': ['bio/hg19_TGM6', 'bio/hg38_TGM6'], 'bio/DGA_DOID_8778_KIR2DL1_textmining': ['bio/hg19_KIR2DL1', 'bio/hg38_KIR2DL1'], 'bio/DGA_DOID_8778_LAT2_textmining': ['bio/hg19_LAT2', 'bio/hg38_LAT2'], 'bio/DGA_DOID_8778_TOR1A_textmining': ['bio/hg19_TOR1A', 'bio/hg38_TOR1A'], 'bio/DGA_DOID_8778_hsa-miR-340-3p_textmining': [], 'bio/DGA_DOID_8778_PPP2R3C_textmining': ['bio/hg19_PPP2R3C', 'bio/hg38_PPP2R3C'], 'bio/DGA_DOID_8778_GSDMD_textmining': ['bio/hg19_GSDMD', 'bio/hg38_GSDMD'], 'bio/DGA_DOID_8778_BTNL2_textmining': ['bio/hg19_BTNL2', 'bio/hg38_BTNL2'], 'bio/DGA_DOID_8778_DCT_textmining': ['bio/hg19_DCT', 'bio/hg38_DCT'], 'bio/DGA_DOID_8778_CPSF3L_experiments': ['bio/hg19_CPSF3L'], 'bio/DGA_DOID_8778_HBEGF_textmining': ['bio/hg19_HBEGF', 'bio/hg38_HBEGF'], 'bio/DGA_DOID_8778_KLF5_textmining': ['bio/hg19_KLF5', 'bio/hg38_KLF5'], 'bio/DGA_DOID_8778_CEBPE_textmining': ['bio/hg19_CEBPE', 'bio/hg38_CEBPE'], 'bio/DGA_DOID_8778_FRG1B_textmining': ['bio/hg19_FRG1B'], 'bio/DGA_DOID_8778_SPN_textmining': ['bio/hg19_SPN', 'bio/hg38_SPN'], 'bio/DGA_DOID_8778_FUT4_textmining': ['bio/hg19_FUT4', 'bio/hg38_FUT4'], 'bio/DGA_DOID_8778_RHOB_textmining': ['bio/hg19_RHOB', 'bio/hg38_RHOB'], 'bio/DGA_DOID_8778_PCK1_textmining': ['bio/hg19_PCK1', 'bio/hg38_PCK1'], 'bio/DGA_DOID_8778_CXCL11_textmining': ['bio/hg19_CXCL11', 'bio/hg38_CXCL11'], 'bio/DGA_DOID_8778_TAB3_textmining': ['bio/hg19_TAB3', 'bio/hg38_TAB3'], 'bio/DGA_DOID_8778_SNAI2_textmining': ['bio/hg19_SNAI2', 'bio/hg38_SNAI2'], 'bio/DGA_DOID_8778_hsa-miR-200b-3p_textmining': [], 'bio/DGA_DOID_8778_LANCL2_textmining': ['bio/hg19_LANCL2', 'bio/hg38_LANCL2'], 'bio/DGA_DOID_8778_HBA2_textmining': ['bio/hg19_HBA2', 'bio/hg38_HBA2'], 'bio/DGA_DOID_8778_MGP_textmining': ['bio/hg19_MGP', 'bio/hg38_MGP'], 'bio/DGA_DOID_8778_TMEM173_textmining': ['bio/hg19_TMEM173', 'bio/hg38_TMEM173'], 'bio/DGA_DOID_8778_GPX3_textmining': ['bio/hg19_GPX3', 'bio/hg38_GPX3'], 'bio/DGA_DOID_8778_NUP210_textmining': ['bio/hg19_NUP210', 'bio/hg38_NUP210'], 'bio/DGA_DOID_8778_ORMDL3_textmining': ['bio/hg19_ORMDL3', 'bio/hg38_ORMDL3'], 'bio/DGA_DOID_8778_SRI_textmining': ['bio/hg19_SRI', 'bio/hg38_SRI'], 'bio/DGA_DOID_8778_CASP7_textmining': ['bio/hg19_CASP7', 'bio/hg38_CASP7'], 'bio/DGA_DOID_8778_FGG_textmining': ['bio/hg19_FGG', 'bio/hg38_FGG'], 'bio/DGA_DOID_8778_CPEB4_experiments': ['bio/hg19_CPEB4', 'bio/hg38_CPEB4'], 'bio/DGA_DOID_8778_CD3G_textmining': ['bio/hg19_CD3G', 'bio/hg38_CD3G'], 'bio/DGA_DOID_8778_DSG1_textmining': ['bio/hg19_DSG1', 'bio/hg38_DSG1'], 'bio/DGA_DOID_8778_PERP_textmining': ['bio/hg19_PERP', 'bio/hg38_PERP'], 'bio/DGA_DOID_8778_GLG1_textmining': ['bio/hg19_GLG1', 'bio/hg38_GLG1'], 'bio/DGA_DOID_8778_TIMP3_textmining': ['bio/hg19_TIMP3', 'bio/hg38_TIMP3'], 'bio/DGA_DOID_8778_NPIPB8_textmining': ['bio/hg19_NPIPB8', 'bio/hg38_NPIPB8'], 'bio/DGA_DOID_8778_IFNAR1_textmining': ['bio/hg19_IFNAR1', 'bio/hg38_IFNAR1'], 'bio/DGA_DOID_8778_JAG1_textmining': ['bio/hg19_JAG1', 'bio/hg38_JAG1'], 'bio/DGA_DOID_8778_NES_textmining': ['bio/hg19_NES', 'bio/hg38_NES'], 'bio/DGA_DOID_8778_CA7_textmining': ['bio/hg19_CA7', 'bio/hg38_CA7'], 'bio/DGA_DOID_8778_GSTM1_textmining': ['bio/hg19_GSTM1', 'bio/hg38_GSTM1'], 'bio/DGA_DOID_8778_LOH12CR1_textmining': ['bio/hg19_LOH12CR1'], 'bio/DGA_DOID_8778_KLKB1_textmining': ['bio/hg19_KLKB1', 'bio/hg38_KLKB1'], 'bio/DGA_DOID_8778_PTGER3_textmining': ['bio/hg19_PTGER3', 'bio/hg38_PTGER3'], 'bio/DGA_DOID_8778_SPESP1_textmining': ['bio/hg19_SPESP1', 'bio/hg38_SPESP1'], 'bio/DGA_DOID_8778_CSMD1_textmining': ['bio/hg19_CSMD1', 'bio/hg38_CSMD1'], 'bio/DGA_DOID_8778_MZF1_textmining': ['bio/hg19_MZF1', 'bio/hg38_MZF1'], 'bio/DGA_DOID_8778_DSC1_textmining': ['bio/hg19_DSC1', 'bio/hg38_DSC1'], 'bio/DGA_DOID_8778_HIST1H4H_textmining': ['bio/hg19_HIST1H4H', 'bio/hg38_HIST1H4H'], 'bio/DGA_DOID_8778_PYDC1_textmining': ['bio/hg19_PYDC1', 'bio/hg38_PYDC1'], 'bio/DGA_DOID_8778_TNFRSF14_experiments': ['bio/hg19_TNFRSF14', 'bio/hg38_TNFRSF14'], 'bio/DGA_DOID_8778_TNFRSF6B_textmining': ['bio/hg19_TNFRSF6B', 'bio/hg38_TNFRSF6B'], 'bio/DGA_DOID_8778_hsa-miR-26b-5p_textmining': [], 'bio/DGA_DOID_8778_CHST4_textmining': ['bio/hg19_CHST4', 'bio/hg38_CHST4'], 'bio/DGA_DOID_8778_FCRL4_textmining': ['bio/hg19_FCRL4', 'bio/hg38_FCRL4'], 'bio/DGA_DOID_8778_CRHR1_textmining': ['bio/hg19_CRHR1', 'bio/hg38_CRHR1'], 'bio/DGA_DOID_8778_CA1_textmining': ['bio/hg19_CA1', 'bio/hg38_CA1'], 'bio/DGA_DOID_8778_CDKN3_textmining': ['bio/hg19_CDKN3', 'bio/hg38_CDKN3'], 'bio/DGA_DOID_8778_SLC7A2_textmining': ['bio/hg19_SLC7A2', 'bio/hg38_SLC7A2'], 'bio/DGA_DOID_8778_THEMIS_experiments': ['bio/hg19_THEMIS', 'bio/hg38_THEMIS'], 'bio/DGA_DOID_8778_PLA2G5_textmining': ['bio/hg19_PLA2G5', 'bio/hg38_PLA2G5'], 'bio/DGA_DOID_8778_ABHD8_textmining': ['bio/hg19_ABHD8', 'bio/hg38_ABHD8'], 'bio/DGA_DOID_8778_TSPO_textmining': ['bio/hg19_TSPO', 'bio/hg38_TSPO'], 'bio/DGA_DOID_8778_RNASET2_experiments': ['bio/hg19_RNASET2', 'bio/hg38_RNASET2'], 'bio/DGA_DOID_8778_RBFOX3_textmining': ['bio/hg19_RBFOX3', 'bio/hg38_RBFOX3'], 'bio/DGA_DOID_8778_TGM2_textmining': ['bio/hg19_TGM2', 'bio/hg38_TGM2'], 'bio/DGA_DOID_8778_TPI1_textmining': ['bio/hg19_TPI1', 'bio/hg38_TPI1'], 'bio/DGA_DOID_8778_RGS4_textmining': ['bio/hg19_RGS4', 'bio/hg38_RGS4'], 'bio/DGA_DOID_8778_HNMT_textmining': ['bio/hg19_HNMT', 'bio/hg38_HNMT'], 'bio/DGA_DOID_8778_GNA12_textmining': ['bio/hg19_GNA12', 'bio/hg38_GNA12'], 'bio/DGA_DOID_8778_ERBB3_textmining': ['bio/hg19_ERBB3', 'bio/hg38_ERBB3'], 'bio/DGA_DOID_8778_IL17B_textmining': ['bio/hg19_IL17B', 'bio/hg38_IL17B'], 'bio/DGA_DOID_8778_SBK1_textmining': ['bio/hg19_SBK1', 'bio/hg38_SBK1'], 'bio/DGA_DOID_8778_LPO_textmining': ['bio/hg19_LPO', 'bio/hg38_LPO'], 'bio/DGA_DOID_8778_CRTC3_textmining': ['bio/hg19_CRTC3', 'bio/hg38_CRTC3'], 'bio/DGA_DOID_8778_RCL1_textmining': ['bio/hg19_RCL1', 'bio/hg38_RCL1'], 'bio/DGA_DOID_8778_MYLK3_textmining': ['bio/hg19_MYLK3', 'bio/hg38_MYLK3'], 'bio/DGA_DOID_8778_FABP4_textmining': ['bio/hg19_FABP4', 'bio/hg38_FABP4'], 'bio/DGA_DOID_8778_SFTPC_textmining': ['bio/hg19_SFTPC', 'bio/hg38_SFTPC'], 'bio/DGA_DOID_8778_ENSP00000426906_textmining': [], 'bio/DGA_DOID_8778_BAG3_textmining': ['bio/hg19_BAG3', 'bio/hg38_BAG3'], 'bio/DGA_DOID_8778_hsa-miR-149-3p_textmining': [], 'bio/DGA_DOID_8778_UHRF1_textmining': ['bio/hg19_UHRF1', 'bio/hg38_UHRF1'], 'bio/DGA_DOID_8778_USP17L3_textmining': ['bio/hg19_USP17L3', 'bio/hg38_USP17L3'], 'bio/DGA_DOID_8778_TNFAIP2_textmining': ['bio/hg19_TNFAIP2', 'bio/hg38_TNFAIP2'], 'bio/DGA_DOID_8778_BSN_textmining': ['bio/hg19_BSN', 'bio/hg38_BSN'], 'bio/DGA_DOID_8778_CSNK2A1_textmining': ['bio/hg19_CSNK2A1', 'bio/hg38_CSNK2A1'], 'bio/DGA_DOID_8778_CSF3R_textmining': ['bio/hg19_CSF3R', 'bio/hg38_CSF3R'], 'bio/DGA_DOID_8778_UGT1A6_textmining': ['bio/hg19_UGT1A6', 'bio/hg38_UGT1A6'], 'bio/DGA_DOID_8778_CEMIP_textmining': ['bio/hg19_CEMIP', 'bio/hg38_CEMIP'], 'bio/DGA_DOID_8778_PAH_textmining': ['bio/hg19_PAH', 'bio/hg38_PAH'], 'bio/DGA_DOID_8778_HEATR3_textmining': ['bio/hg19_HEATR3', 'bio/hg38_HEATR3'], 'bio/DGA_DOID_8778_CD207_textmining': ['bio/hg19_CD207', 'bio/hg38_CD207'], 'bio/DGA_DOID_8778_GNB2L1_textmining': ['bio/hg19_GNB2L1'], 'bio/DGA_DOID_8778_ARG1_textmining': ['bio/hg19_ARG1', 'bio/hg38_ARG1'], 'bio/DGA_DOID_8778_CNR2_textmining': ['bio/hg19_CNR2', 'bio/hg38_CNR2'], 'bio/DGA_DOID_8778_MCL1_textmining': ['bio/hg19_MCL1', 'bio/hg38_MCL1'], 'bio/DGA_DOID_8778_IFITM1_textmining': ['bio/hg19_IFITM1', 'bio/hg38_IFITM1'], 'bio/DGA_DOID_8778_ZPBP2_textmining': ['bio/hg19_ZPBP2', 'bio/hg38_ZPBP2'], 'bio/DGA_DOID_8778_TXNDC15_textmining': ['bio/hg19_TXNDC15', 'bio/hg38_TXNDC15'], 'bio/DGA_DOID_8778_CCL5_textmining': ['bio/hg19_CCL5', 'bio/hg38_CCL5'], 'bio/DGA_DOID_8778_PCSK7_textmining': ['bio/hg19_PCSK7', 'bio/hg38_PCSK7'], 'bio/DGA_DOID_8778_SOCS7_textmining': ['bio/hg19_SOCS7', 'bio/hg38_SOCS7'], 'bio/DGA_DOID_8778_DUSP1_textmining': ['bio/hg19_DUSP1', 'bio/hg38_DUSP1'], 'bio/DGA_DOID_8778_IL5_textmining': ['bio/hg19_IL5', 'bio/hg38_IL5'], 'bio/DGA_DOID_8778_RHOH_textmining': ['bio/hg19_RHOH', 'bio/hg38_RHOH'], 'bio/DGA_DOID_8778_PLA2G4B_textmining': ['bio/hg19_PLA2G4B', 'bio/hg38_PLA2G4B'], 'bio/DGA_DOID_8778_YES1_textmining': ['bio/hg19_YES1', 'bio/hg38_YES1'], 'bio/DGA_DOID_8778_AC007182.6_textmining': [], 'bio/DGA_DOID_8778_TSPAN14_textmining': ['bio/hg19_TSPAN14', 'bio/hg38_TSPAN14'], 'bio/DGA_DOID_8778_TSC22D3_textmining': ['bio/hg19_TSC22D3', 'bio/hg38_TSC22D3'], 'bio/DGA_DOID_8778_SELE_textmining': ['bio/hg19_SELE', 'bio/hg38_SELE'], 'bio/DGA_DOID_8778_GATA2_textmining': ['bio/hg19_GATA2', 'bio/hg38_GATA2'], 'bio/DGA_DOID_8778_APBA1_textmining': ['bio/hg19_APBA1', 'bio/hg38_APBA1'], 'bio/DGA_DOID_8778_STAT3_textmining': ['bio/hg19_STAT3', 'bio/hg38_STAT3'], 'bio/DGA_DOID_8778_SULT1A2_textmining': ['bio/hg19_SULT1A2', 'bio/hg38_SULT1A2'], 'bio/DGA_DOID_8778_ASIC3_textmining': ['bio/hg19_ASIC3', 'bio/hg38_ASIC3'], 'bio/DGA_DOID_8778_CLDN3_textmining': ['bio/hg19_CLDN3', 'bio/hg38_CLDN3'], 'bio/DGA_DOID_8778_IL13_textmining': ['bio/hg19_IL13', 'bio/hg38_IL13'], 'bio/DGA_DOID_8778_CUBN_textmining': ['bio/hg19_CUBN', 'bio/hg38_CUBN'], 'bio/DGA_DOID_8778_CTSB_textmining': ['bio/hg19_CTSB', 'bio/hg38_CTSB'], 'bio/DGA_DOID_8778_NOXO1_textmining': ['bio/hg19_NOXO1', 'bio/hg38_NOXO1'], 'bio/DGA_DOID_8778_hsa-miR-301a-5p_textmining': [], 'bio/DGA_DOID_8778_WDR6_textmining': ['bio/hg19_WDR6', 'bio/hg38_WDR6'], 'bio/DGA_DOID_8778_MAP3K7_textmining': ['bio/hg19_MAP3K7', 'bio/hg38_MAP3K7'], 'bio/DGA_DOID_8778_UBASH3A_textmining': ['bio/hg19_UBASH3A', 'bio/hg38_UBASH3A'], 'bio/DGA_DOID_8778_CD34_textmining': ['bio/hg19_CD34', 'bio/hg38_CD34'], 'bio/DGA_DOID_8778_hsa-miR-4447_textmining': [], 'bio/DGA_DOID_8778_IFNGR1_textmining': ['bio/hg19_IFNGR1', 'bio/hg38_IFNGR1'], 'bio/DGA_DOID_8778_NAT1_textmining': ['bio/hg19_NAT1', 'bio/hg38_NAT1'], 'bio/DGA_DOID_8778_SLC30A1_textmining': ['bio/hg19_SLC30A1', 'bio/hg38_SLC30A1'], 'bio/DGA_DOID_8778_CDH5_textmining': ['bio/hg19_CDH5', 'bio/hg38_CDH5'], 'bio/DGA_DOID_8778_A2M_textmining': ['bio/hg19_A2M', 'bio/hg38_A2M'], 'bio/DGA_DOID_8778_EFNB2_textmining': ['bio/hg19_EFNB2', 'bio/hg38_EFNB2'], 'bio/DGA_DOID_8778_TRIM41_textmining': ['bio/hg19_TRIM41', 'bio/hg38_TRIM41'], 'bio/DGA_DOID_8778_NOD1_textmining': ['bio/hg19_NOD1', 'bio/hg38_NOD1'], 'bio/DGA_DOID_8778_MTRR_textmining': ['bio/hg19_MTRR', 'bio/hg38_MTRR'], 'bio/DGA_DOID_8778_PDE4A_textmining': ['bio/hg19_PDE4A', 'bio/hg38_PDE4A'], 'bio/DGA_DOID_8778_MKKS_textmining': ['bio/hg19_MKKS', 'bio/hg38_MKKS'], 'bio/DGA_DOID_8778_SFRP2_textmining': ['bio/hg19_SFRP2', 'bio/hg38_SFRP2'], 'bio/DGA_DOID_8778_ZNF740_textmining': ['bio/hg19_ZNF740', 'bio/hg38_ZNF740'], 'bio/DGA_DOID_8778_UBE2V1_textmining': ['bio/hg19_UBE2V1', 'bio/hg38_UBE2V1'], 'bio/DGA_DOID_8778_hsa-miR-3180-3p_textmining': [], 'bio/DGA_DOID_8778_IGFBP4_textmining': ['bio/hg19_IGFBP4', 'bio/hg38_IGFBP4'], 'bio/DGA_DOID_8778_AGPS_textmining': ['bio/hg19_AGPS', 'bio/hg38_AGPS'], 'bio/DGA_DOID_8778_GP6_textmining': ['bio/hg19_GP6', 'bio/hg38_GP6'], 'bio/DGA_DOID_8778_SIL1_textmining': ['bio/hg19_SIL1', 'bio/hg38_SIL1'], 'bio/DGA_DOID_8778_PGM1_textmining': ['bio/hg19_PGM1', 'bio/hg38_PGM1'], 'bio/DGA_DOID_8778_IMPDH2_textmining': ['bio/hg19_IMPDH2', 'bio/hg38_IMPDH2'], 'bio/DGA_DOID_8778_ELF3_textmining': ['bio/hg19_ELF3', 'bio/hg38_ELF3'], 'bio/DGA_DOID_8778_RXRA_textmining': ['bio/hg19_RXRA', 'bio/hg38_RXRA'], 'bio/DGA_DOID_8778_HIST2H4A_textmining': ['bio/hg19_HIST2H4A', 'bio/hg38_HIST2H4A'], 'bio/DGA_DOID_8778_GATA1_textmining': ['bio/hg19_GATA1', 'bio/hg38_GATA1'], 'bio/DGA_DOID_8778_ACP5_textmining': ['bio/hg19_ACP5', 'bio/hg38_ACP5'], 'bio/DGA_DOID_8778_MT1F_textmining': ['bio/hg19_MT1F', 'bio/hg38_MT1F'], 'bio/DGA_DOID_8778_RAB8A_textmining': ['bio/hg19_RAB8A', 'bio/hg38_RAB8A'], 'bio/DGA_DOID_8778_hsa-miR-20a-5p_textmining': [], 'bio/DGA_DOID_8778_PMCH_textmining': ['bio/hg19_PMCH', 'bio/hg38_PMCH'], 'bio/DGA_DOID_8778_CD69_textmining': ['bio/hg19_CD69', 'bio/hg38_CD69'], 'bio/DGA_DOID_8778_NISCH_textmining': ['bio/hg19_NISCH', 'bio/hg38_NISCH'], 'bio/DGA_DOID_8778_PLA2G2D_textmining': ['bio/hg19_PLA2G2D', 'bio/hg38_PLA2G2D'], 'bio/DGA_DOID_8778_TFEB_textmining': ['bio/hg19_TFEB', 'bio/hg38_TFEB'], 'bio/DGA_DOID_8778_IFNA1_textmining': ['bio/hg19_IFNA1', 'bio/hg38_IFNA1'], 'bio/DGA_DOID_8778_CALCOCO2_textmining': ['bio/hg19_CALCOCO2', 'bio/hg38_CALCOCO2'], 'bio/DGA_DOID_8778_BTLA_textmining': ['bio/hg19_BTLA', 'bio/hg38_BTLA'], 'bio/DGA_DOID_8778_CXCL13_textmining': ['bio/hg19_CXCL13', 'bio/hg38_CXCL13'], 'bio/DGA_DOID_8778_LTB_textmining': ['bio/hg19_LTB', 'bio/hg38_LTB'], 'bio/DGA_DOID_8778_VMP1_textmining': ['bio/hg19_VMP1', 'bio/hg38_VMP1'], 'bio/DGA_DOID_8778_FFAR3_textmining': ['bio/hg19_FFAR3', 'bio/hg38_FFAR3'], 'bio/DGA_DOID_8778_APPL1_textmining': ['bio/hg19_APPL1', 'bio/hg38_APPL1'], 'bio/DGA_DOID_8778_TRIM35_textmining': ['bio/hg19_TRIM35', 'bio/hg38_TRIM35'], 'bio/DGA_DOID_8778_STAT1_textmining': ['bio/hg19_STAT1', 'bio/hg38_STAT1'], 'bio/DGA_DOID_8778_HNF4A-AS1_textmining': ['bio/hg19_HNF4A-AS1', 'bio/hg38_HNF4A-AS1'], 'bio/DGA_DOID_8778_NFIC_textmining': ['bio/hg19_NFIC', 'bio/hg38_NFIC'], 'bio/DGA_DOID_8778_CRH_textmining': ['bio/hg19_CRH', 'bio/hg38_CRH'], 'bio/DGA_DOID_8778_MUT_textmining': ['bio/hg19_MUT', 'bio/hg38_MUT'], 'bio/DGA_DOID_8778_ALPI_textmining': ['bio/hg19_ALPI', 'bio/hg38_ALPI'], 'bio/DGA_DOID_8778_P2RX2_textmining': ['bio/hg19_P2RX2', 'bio/hg38_P2RX2'], 'bio/DGA_DOID_8778_UTS2_experiments': ['bio/hg19_UTS2', 'bio/hg38_UTS2'], 'bio/DGA_DOID_8778_CDC25A_textmining': ['bio/hg19_CDC25A', 'bio/hg38_CDC25A'], 'bio/DGA_DOID_8778_TNFRSF18_textmining': ['bio/hg19_TNFRSF18', 'bio/hg38_TNFRSF18'], 'bio/DGA_DOID_8778_THADA_textmining': ['bio/hg19_THADA', 'bio/hg38_THADA'], 'bio/DGA_DOID_8778_SLC1A5_textmining': ['bio/hg19_SLC1A5', 'bio/hg38_SLC1A5'], 'bio/DGA_DOID_8778_SNAPC4_textmining': ['bio/hg19_SNAPC4', 'bio/hg38_SNAPC4'], 'bio/DGA_DOID_8778_FBN1_textmining': ['bio/hg19_FBN1', 'bio/hg38_FBN1'], 'bio/DGA_DOID_8778_INSRR_textmining': ['bio/hg19_INSRR', 'bio/hg38_INSRR'], 'bio/DGA_DOID_8778_NOTCH2_textmining': ['bio/hg19_NOTCH2', 'bio/hg38_NOTCH2'], 'bio/DGA_DOID_8778_MDK_textmining': ['bio/hg19_MDK', 'bio/hg38_MDK'], 'bio/DGA_DOID_8778_AIRE_textmining': ['bio/hg19_AIRE', 'bio/hg38_AIRE'], 'bio/DGA_DOID_8778_LILRA6_textmining': ['bio/hg19_LILRA6', 'bio/hg38_LILRA6'], 'bio/DGA_DOID_8778_C2orf43_textmining': ['bio/hg19_C2orf43'], 'bio/DGA_DOID_8778_UST_textmining': ['bio/hg19_UST', 'bio/hg38_UST'], 'bio/DGA_DOID_8778_F2_textmining': ['bio/hg19_F2', 'bio/hg38_F2'], 'bio/DGA_DOID_8778_RNASET2_textmining': ['bio/hg19_RNASET2', 'bio/hg38_RNASET2'], 'bio/DGA_DOID_8778_CD83_textmining': ['bio/hg19_CD83', 'bio/hg38_CD83'], 'bio/DGA_DOID_8778_CTSV_textmining': ['bio/hg19_CTSV', 'bio/hg38_CTSV'], 'bio/DGA_DOID_8778_PRDM1_experiments': ['bio/hg19_PRDM1', 'bio/hg38_PRDM1'], 'bio/DGA_DOID_8778_HHEX_textmining': ['bio/hg19_HHEX', 'bio/hg38_HHEX'], 'bio/DGA_DOID_8778_DISC1_textmining': ['bio/hg19_DISC1', 'bio/hg38_DISC1'], 'bio/DGA_DOID_8778_C10orf67_textmining': ['bio/hg19_C10orf67', 'bio/hg38_C10orf67'], 'bio/DGA_DOID_8778_HOMER1_textmining': ['bio/hg19_HOMER1', 'bio/hg38_HOMER1'], 'bio/DGA_DOID_8778_hsa-miR-195-5p_textmining': [], 'bio/DGA_DOID_8778_PGAM5_textmining': ['bio/hg19_PGAM5', 'bio/hg38_PGAM5'], 'bio/DGA_DOID_8778_COL18A1_textmining': ['bio/hg19_COL18A1', 'bio/hg38_COL18A1'], 'bio/DGA_DOID_8778_CCL4L1_textmining': ['bio/hg19_CCL4L1', 'bio/hg38_CCL4L1'], 'bio/DGA_DOID_8778_ALYREF_textmining': ['bio/hg19_ALYREF', 'bio/hg38_ALYREF'], 'bio/DGA_DOID_8778_hsa-miR-155-5p_textmining': [], 'bio/DGA_DOID_8778_C16orf45_textmining': ['bio/hg19_C16orf45', 'bio/hg38_C16orf45'], 'bio/DGA_DOID_8778_GFI1_textmining': ['bio/hg19_GFI1', 'bio/hg38_GFI1'], 'bio/DGA_DOID_8778_MUC15_textmining': ['bio/hg19_MUC15', 'bio/hg38_MUC15'], 'bio/DGA_DOID_8778_LMNB1_textmining': ['bio/hg19_LMNB1', 'bio/hg38_LMNB1'], 'bio/DGA_DOID_8778_P2RX7_textmining': ['bio/hg19_P2RX7', 'bio/hg38_P2RX7'], 'bio/DGA_DOID_8778_WNT2B_textmining': ['bio/hg19_WNT2B', 'bio/hg38_WNT2B'], 'bio/DGA_DOID_8778_VLDLR_textmining': ['bio/hg19_VLDLR', 'bio/hg38_VLDLR'], 'bio/DGA_DOID_8778_DHRS9_textmining': ['bio/hg19_DHRS9', 'bio/hg38_DHRS9'], 'bio/DGA_DOID_8778_KLRC2_textmining': ['bio/hg19_KLRC2', 'bio/hg38_KLRC2'], 'bio/DGA_DOID_8778_SLC7A3_textmining': ['bio/hg19_SLC7A3', 'bio/hg38_SLC7A3'], 'bio/DGA_DOID_8778_GATA6_textmining': ['bio/hg19_GATA6', 'bio/hg38_GATA6'], 'bio/DGA_DOID_8778_DMXL1_textmining': ['bio/hg19_DMXL1', 'bio/hg38_DMXL1'], 'bio/DGA_DOID_8778_IGFBP2_textmining': ['bio/hg19_IGFBP2', 'bio/hg38_IGFBP2'], 'bio/DGA_DOID_8778_CD84_textmining': ['bio/hg19_CD84', 'bio/hg38_CD84'], 'bio/DGA_DOID_8778_HPRT1_textmining': ['bio/hg19_HPRT1', 'bio/hg38_HPRT1'], 'bio/DGA_DOID_8778_OS9_textmining': ['bio/hg19_OS9', 'bio/hg38_OS9'], 'bio/DGA_DOID_8778_HLA-DRA_textmining': ['bio/hg19_HLA-DRA', 'bio/hg38_HLA-DRA'], 'bio/DGA_DOID_8778_SLC11A2_textmining': ['bio/hg19_SLC11A2', 'bio/hg38_SLC11A2'], 'bio/DGA_DOID_8778_hsa-miR-31-5p_textmining': [], 'bio/DGA_DOID_8778_CDKN1A_textmining': ['bio/hg19_CDKN1A', 'bio/hg38_CDKN1A'], 'bio/DGA_DOID_8778_VIPR2_textmining': ['bio/hg19_VIPR2', 'bio/hg38_VIPR2'], 'bio/DGA_DOID_8778_DYNLT1_textmining': ['bio/hg19_DYNLT1', 'bio/hg38_DYNLT1'], 'bio/DGA_DOID_8778_APEX1_textmining': ['bio/hg19_APEX1', 'bio/hg38_APEX1'], 'bio/DGA_DOID_8778_ID2_textmining': ['bio/hg19_ID2', 'bio/hg38_ID2'], 'bio/DGA_DOID_8778_TDO2_textmining': ['bio/hg19_TDO2', 'bio/hg38_TDO2'], 'bio/DGA_DOID_8778_TNIP3_textmining': ['bio/hg19_TNIP3', 'bio/hg38_TNIP3'], 'bio/DGA_DOID_8778_SERPINA7_textmining': ['bio/hg19_SERPINA7', 'bio/hg38_SERPINA7'], 'bio/DGA_DOID_8778_DDIT3_textmining': ['bio/hg19_DDIT3', 'bio/hg38_DDIT3'], 'bio/DGA_DOID_8778_FCER1G_textmining': ['bio/hg19_FCER1G', 'bio/hg38_FCER1G'], 'bio/DGA_DOID_8778_IFI27_textmining': ['bio/hg19_IFI27', 'bio/hg38_IFI27'], 'bio/DGA_DOID_8778_MUC17_textmining': ['bio/hg19_MUC17', 'bio/hg38_MUC17'], 'bio/DGA_DOID_8778_MT3_textmining': ['bio/hg19_MT3', 'bio/hg38_MT3'], 'bio/DGA_DOID_8778_MERTK_textmining': ['bio/hg19_MERTK', 'bio/hg38_MERTK'], 'bio/DGA_DOID_8778_ATG3_textmining': ['bio/hg19_ATG3', 'bio/hg38_ATG3'], 'bio/DGA_DOID_8778_CTC-535M15.2_textmining': [], 'bio/DGA_DOID_8778_NLRC4_textmining': ['bio/hg19_NLRC4', 'bio/hg38_NLRC4'], 'bio/DGA_DOID_8778_CHUK_textmining': ['bio/hg19_CHUK', 'bio/hg38_CHUK'], 'bio/DGA_DOID_8778_OLR1_textmining': ['bio/hg19_OLR1', 'bio/hg38_OLR1'], 'bio/DGA_DOID_8778_SNX20_experiments': ['bio/hg19_SNX20', 'bio/hg38_SNX20'], 'bio/DGA_DOID_8778_ADORA2B_textmining': ['bio/hg19_ADORA2B', 'bio/hg38_ADORA2B'], 'bio/DGA_DOID_8778_HRAS_textmining': ['bio/hg19_HRAS', 'bio/hg38_HRAS'], 'bio/DGA_DOID_8778_hsa-miR-125a-5p_textmining': [], 'bio/DGA_DOID_8778_LILRA5_textmining': ['bio/hg19_LILRA5', 'bio/hg38_LILRA5'], 'bio/DGA_DOID_8778_PON1_textmining': ['bio/hg19_PON1', 'bio/hg38_PON1'], 'bio/DGA_DOID_8778_PTBP1_textmining': ['bio/hg19_PTBP1', 'bio/hg38_PTBP1'], 'bio/DGA_DOID_8778_MMP2_textmining': ['bio/hg19_MMP2', 'bio/hg38_MMP2'], 'bio/DGA_DOID_8778_KIF3A_textmining': ['bio/hg19_KIF3A', 'bio/hg38_KIF3A'], 'bio/DGA_DOID_8778_CELA3B_textmining': ['bio/hg19_CELA3B', 'bio/hg38_CELA3B'], 'bio/DGA_DOID_8778_CACNA1E_textmining': ['bio/hg19_CACNA1E', 'bio/hg38_CACNA1E'], 'bio/DGA_DOID_8778_HSPA2_textmining': ['bio/hg19_HSPA2', 'bio/hg38_HSPA2'], 'bio/DGA_DOID_8778_HDAC7_textmining': ['bio/hg19_HDAC7', 'bio/hg38_HDAC7'], 'bio/DGA_DOID_8778_PLCG2_textmining': ['bio/hg19_PLCG2', 'bio/hg38_PLCG2'], 'bio/DGA_DOID_8778_CERK_textmining': ['bio/hg19_CERK', 'bio/hg38_CERK'], 'bio/DGA_DOID_8778_DPEP1_textmining': ['bio/hg19_DPEP1', 'bio/hg38_DPEP1'], 'bio/DGA_DOID_8778_CAPN15_textmining': ['bio/hg19_CAPN15', 'bio/hg38_CAPN15'], 'bio/DGA_DOID_8778_SMURF1_textmining': ['bio/hg19_SMURF1', 'bio/hg38_SMURF1'], 'bio/DGA_DOID_8778_NDUFS7_textmining': ['bio/hg19_NDUFS7', 'bio/hg38_NDUFS7'], 'bio/DGA_DOID_8778_PIKFYVE_textmining': ['bio/hg19_PIKFYVE', 'bio/hg38_PIKFYVE'], 'bio/DGA_DOID_8778_BACH2_textmining': ['bio/hg19_BACH2', 'bio/hg38_BACH2'], 'bio/DGA_DOID_8778_CCNA2_textmining': ['bio/hg19_CCNA2', 'bio/hg38_CCNA2'], 'bio/DGA_DOID_8778_TRPM6_textmining': ['bio/hg19_TRPM6', 'bio/hg38_TRPM6'], 'bio/DGA_DOID_8778_NXPE1_textmining': ['bio/hg19_NXPE1', 'bio/hg38_NXPE1'], 'bio/DGA_DOID_8778_PMM1_textmining': ['bio/hg19_PMM1', 'bio/hg38_PMM1'], 'bio/DGA_DOID_8778_C1R_textmining': ['bio/hg19_C1R', 'bio/hg38_C1R'], 'bio/DGA_DOID_8778_CFI_textmining': ['bio/hg19_CFI', 'bio/hg38_CFI'], 'bio/DGA_DOID_8778_CGB8_textmining': ['bio/hg19_CGB8', 'bio/hg38_CGB8'], 'bio/DGA_DOID_8778_IL2RA_textmining': ['bio/hg19_IL2RA', 'bio/hg38_IL2RA'], 'bio/DGA_DOID_8778_SDCCAG3_textmining': ['bio/hg19_SDCCAG3'], 'bio/DGA_DOID_8778_GP2_textmining': ['bio/hg19_GP2', 'bio/hg38_GP2'], 'bio/DGA_DOID_8778_LRG1_textmining': ['bio/hg19_LRG1', 'bio/hg38_LRG1'], 'bio/DGA_DOID_8778_GBA_textmining': ['bio/hg19_GBA', 'bio/hg38_GBA'], 'bio/DGA_DOID_8778_BBOX1_textmining': ['bio/hg19_BBOX1', 'bio/hg38_BBOX1'], 'bio/DGA_DOID_8778_HGFAC_textmining': ['bio/hg19_HGFAC', 'bio/hg38_HGFAC'], 'bio/DGA_DOID_8778_ELK1_textmining': ['bio/hg19_ELK1', 'bio/hg38_ELK1'], 'bio/DGA_DOID_8778_MME_textmining': ['bio/hg19_MME', 'bio/hg38_MME'], 'bio/DGA_DOID_8778_CP_textmining': ['bio/hg19_CP', 'bio/hg38_CP'], 'bio/DGA_DOID_8778_FOSB_textmining': ['bio/hg19_FOSB', 'bio/hg38_FOSB'], 'bio/DGA_DOID_8778_ZNF649-AS1_textmining': ['bio/hg19_ZNF649-AS1', 'bio/hg38_ZNF649-AS1'], 'bio/DGA_DOID_8778_F13A1_textmining': ['bio/hg19_F13A1', 'bio/hg38_F13A1'], 'bio/DGA_DOID_8778_EFR3B_textmining': ['bio/hg19_EFR3B', 'bio/hg38_EFR3B'], 'bio/DGA_DOID_8778_PDXK_textmining': ['bio/hg19_PDXK', 'bio/hg38_PDXK'], 'bio/DGA_DOID_8778_hsa-let-7f-5p_textmining': [], 'bio/DGA_DOID_8778_AP001057.1_textmining': ['bio/hg38_AP001057.1'], 'bio/DGA_DOID_8778_ALOX12_textmining': ['bio/hg19_ALOX12', 'bio/hg38_ALOX12'], 'bio/DGA_DOID_8778_FGL2_textmining': ['bio/hg19_FGL2', 'bio/hg38_FGL2'], 'bio/DGA_DOID_8778_CFLAR_textmining': ['bio/hg19_CFLAR', 'bio/hg38_CFLAR'], 'bio/DGA_DOID_8778_CLU_textmining': ['bio/hg19_CLU', 'bio/hg38_CLU'], 'bio/DGA_DOID_8778_ARRB1_textmining': ['bio/hg19_ARRB1', 'bio/hg38_ARRB1'], 'bio/DGA_DOID_8778_SP6_textmining': ['bio/hg19_SP6', 'bio/hg38_SP6'], 'bio/DGA_DOID_8778_ADAMTS5_textmining': ['bio/hg19_ADAMTS5', 'bio/hg38_ADAMTS5'], 'bio/DGA_DOID_8778_FIG4_textmining': ['bio/hg19_FIG4', 'bio/hg38_FIG4'], 'bio/DGA_DOID_8778_CEBPB_textmining': ['bio/hg19_CEBPB', 'bio/hg38_CEBPB'], 'bio/DGA_DOID_8778_TEPP_textmining': ['bio/hg19_TEPP', 'bio/hg38_TEPP'], 'bio/DGA_DOID_8778_ATF3_textmining': ['bio/hg19_ATF3', 'bio/hg38_ATF3'], 'bio/DGA_DOID_8778_CHRFAM7A_textmining': ['bio/hg19_CHRFAM7A', 'bio/hg38_CHRFAM7A'], 'bio/DGA_DOID_8778_TNFRSF8_textmining': ['bio/hg19_TNFRSF8', 'bio/hg38_TNFRSF8'], 'bio/DGA_DOID_8778_GPR183_textmining': ['bio/hg19_GPR183', 'bio/hg38_GPR183'], 'bio/DGA_DOID_8778_SERPINB1_textmining': ['bio/hg19_SERPINB1', 'bio/hg38_SERPINB1'], 'bio/DGA_DOID_8778_PRDX2_textmining': ['bio/hg19_PRDX2', 'bio/hg38_PRDX2'], 'bio/DGA_DOID_8778_FSTL1_textmining': ['bio/hg19_FSTL1', 'bio/hg38_FSTL1'], 'bio/DGA_DOID_8778_JAK2_knowledge': ['bio/hg19_JAK2', 'bio/hg38_JAK2'], 'bio/DGA_DOID_8778_MICB_textmining': ['bio/hg19_MICB', 'bio/hg38_MICB'], 'bio/DGA_DOID_8778_NCR3_textmining': ['bio/hg19_NCR3', 'bio/hg38_NCR3'], 'bio/DGA_DOID_8778_EBI3_textmining': ['bio/hg19_EBI3', 'bio/hg38_EBI3'], 'bio/DGA_DOID_8778_SLAMF6_textmining': ['bio/hg19_SLAMF6', 'bio/hg38_SLAMF6'], 'bio/DGA_DOID_8778_WNT4_textmining': ['bio/hg19_WNT4', 'bio/hg38_WNT4'], 'bio/DGA_DOID_8778_USP48_textmining': ['bio/hg19_USP48', 'bio/hg38_USP48'], 'bio/DGA_DOID_8778_SLCO1A2_textmining': ['bio/hg19_SLCO1A2', 'bio/hg38_SLCO1A2'], 'bio/DGA_DOID_8778_RIPK2_textmining': ['bio/hg19_RIPK2', 'bio/hg38_RIPK2'], 'bio/DGA_DOID_8778_LCE3C_textmining': ['bio/hg19_LCE3C', 'bio/hg38_LCE3C'], 'bio/DGA_DOID_8778_CCR5_textmining': ['bio/hg19_CCR5', 'bio/hg38_CCR5'], 'bio/DGA_DOID_8778_SOST_textmining': ['bio/hg19_SOST', 'bio/hg38_SOST'], 'bio/DGA_DOID_8778_IL7_textmining': ['bio/hg19_IL7', 'bio/hg38_IL7'], 'bio/DGA_DOID_8778_WDR20_textmining': ['bio/hg19_WDR20', 'bio/hg38_WDR20'], 'bio/DGA_DOID_8778_hsa-miR-30e-3p_textmining': [], 'bio/DGA_DOID_8778_PARK2_textmining': ['bio/hg19_PARK2'], 'bio/DGA_DOID_8778_APEH_experiments': ['bio/hg19_APEH', 'bio/hg38_APEH'], 'bio/DGA_DOID_8778_NOX5_textmining': ['bio/hg19_NOX5', 'bio/hg38_NOX5'], 'bio/DGA_DOID_8778_FAP_experiments': ['bio/hg19_FAP', 'bio/hg38_FAP'], 'bio/DGA_DOID_8778_ATF6B_textmining': ['bio/hg19_ATF6B', 'bio/hg38_ATF6B'], 'bio/DGA_DOID_8778_METTL21C_textmining': ['bio/hg19_METTL21C', 'bio/hg38_METTL21C'], 'bio/DGA_DOID_8778_TFRC_textmining': ['bio/hg19_TFRC', 'bio/hg38_TFRC'], 'bio/DGA_DOID_8778_CPA4_textmining': ['bio/hg19_CPA4', 'bio/hg38_CPA4'], 'bio/DGA_DOID_8778_POU2AF1_textmining': ['bio/hg19_POU2AF1', 'bio/hg38_POU2AF1'], 'bio/DGA_DOID_8778_PDCD4_textmining': ['bio/hg19_PDCD4', 'bio/hg38_PDCD4'], 'bio/DGA_DOID_8778_hsa-miR-664b-3p_textmining': [], 'bio/DGA_DOID_8778_UCHL1_textmining': ['bio/hg19_UCHL1', 'bio/hg38_UCHL1'], 'bio/DGA_DOID_8778_GNRH1_textmining': ['bio/hg19_GNRH1', 'bio/hg38_GNRH1'], 'bio/DGA_DOID_8778_ANO1_textmining': ['bio/hg19_ANO1', 'bio/hg38_ANO1'], 'bio/DGA_DOID_8778_SLC22A4_knowledge': ['bio/hg19_SLC22A4', 'bio/hg38_SLC22A4'], 'bio/DGA_DOID_8778_RBPJ_textmining': ['bio/hg19_RBPJ', 'bio/hg38_RBPJ'], 'bio/DGA_DOID_8778_CASP3_textmining': ['bio/hg19_CASP3', 'bio/hg38_CASP3'], 'bio/DGA_DOID_8778_HTR3A_textmining': ['bio/hg19_HTR3A', 'bio/hg38_HTR3A'], 'bio/DGA_DOID_8778_PLA2G4F_textmining': ['bio/hg19_PLA2G4F', 'bio/hg38_PLA2G4F'], 'bio/DGA_DOID_8778_ITGB1_textmining': ['bio/hg19_ITGB1', 'bio/hg38_ITGB1'], 'bio/DGA_DOID_8778_OR2B11_textmining': ['bio/hg19_OR2B11', 'bio/hg38_OR2B11'], 'bio/DGA_DOID_8778_ADAM33_textmining': ['bio/hg19_ADAM33', 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'bio/hg38_SNX25'], 'bio/DGA_DOID_8778_PARK7_experiments': ['bio/hg19_PARK7', 'bio/hg38_PARK7'], 'bio/DGA_DOID_8778_F7_textmining': ['bio/hg19_F7', 'bio/hg38_F7'], 'bio/DGA_DOID_8778_KRT18_textmining': ['bio/hg19_KRT18', 'bio/hg38_KRT18'], 'bio/DGA_DOID_8778_GSDMB_experiments': ['bio/hg19_GSDMB', 'bio/hg38_GSDMB'], 'bio/DGA_DOID_8778_HTRA1_textmining': ['bio/hg19_HTRA1', 'bio/hg38_HTRA1'], 'bio/DGA_DOID_8778_LOXL2_textmining': ['bio/hg19_LOXL2', 'bio/hg38_LOXL2'], 'bio/DGA_DOID_8778_SIAE_textmining': ['bio/hg19_SIAE', 'bio/hg38_SIAE'], 'bio/DGA_DOID_8778_GTPBP3_textmining': ['bio/hg19_GTPBP3', 'bio/hg38_GTPBP3'], 'bio/DGA_DOID_8778_ENSP00000473391_textmining': [], 'bio/DGA_DOID_8778_KCNN4_textmining': ['bio/hg19_KCNN4', 'bio/hg38_KCNN4'], 'bio/DGA_DOID_8778_TCTA_textmining': ['bio/hg19_TCTA', 'bio/hg38_TCTA'], 'bio/DGA_DOID_8778_LRRC32_textmining': ['bio/hg19_LRRC32', 'bio/hg38_LRRC32'], 'bio/DGA_DOID_8778_TRI-AAT9_textmining': [], 'bio/DGA_DOID_8778_CCR9_textmining': ['bio/hg19_CCR9', 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'bio/hg38_BECN1'], 'bio/DGA_DOID_8778_GML_textmining': ['bio/hg19_GML', 'bio/hg38_GML'], 'bio/DGA_DOID_8778_HPS6_textmining': ['bio/hg19_HPS6', 'bio/hg38_HPS6'], 'bio/DGA_DOID_8778_CASP1_textmining': ['bio/hg19_CASP1', 'bio/hg38_CASP1'], 'bio/DGA_DOID_8778_CHP1_experiments': ['bio/hg19_CHP1', 'bio/hg38_CHP1'], 'bio/DGA_DOID_8778_TFAM_textmining': ['bio/hg19_TFAM', 'bio/hg38_TFAM'], 'bio/DGA_DOID_8778_RAG2_textmining': ['bio/hg19_RAG2', 'bio/hg38_RAG2'], 'bio/DGA_DOID_8778_SHFM1_textmining': ['bio/hg19_SHFM1'], 'bio/DGA_DOID_8778_CARD8_textmining': ['bio/hg19_CARD8', 'bio/hg38_CARD8'], 'bio/DGA_DOID_8778_RASGRP1_textmining': ['bio/hg19_RASGRP1', 'bio/hg38_RASGRP1'], 'bio/DGA_DOID_8778_NFKB1_textmining': ['bio/hg19_NFKB1', 'bio/hg38_NFKB1'], 'bio/DGA_DOID_8778_PDZD3_textmining': ['bio/hg19_PDZD3', 'bio/hg38_PDZD3'], 'bio/DGA_DOID_8778_GLRX_textmining': ['bio/hg19_GLRX', 'bio/hg38_GLRX'], 'bio/DGA_DOID_8778_NKRF_textmining': ['bio/hg19_NKRF', 'bio/hg38_NKRF'], 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'bio/DGA_DOID_8778_TET2_textmining': ['bio/hg19_TET2', 'bio/hg38_TET2'], 'bio/DGA_DOID_8778_NFATC4_textmining': ['bio/hg19_NFATC4', 'bio/hg38_NFATC4'], 'bio/DGA_DOID_8778_TIMD4_textmining': ['bio/hg19_TIMD4', 'bio/hg38_TIMD4'], 'bio/DGA_DOID_8778_PSEN1_textmining': ['bio/hg19_PSEN1', 'bio/hg38_PSEN1'], 'bio/DGA_DOID_8778_PLAU_textmining': ['bio/hg19_PLAU', 'bio/hg38_PLAU'], 'bio/DGA_DOID_8778_TRAF3_textmining': ['bio/hg19_TRAF3', 'bio/hg38_TRAF3'], 'bio/DGA_DOID_8778_CHL1_textmining': ['bio/hg19_CHL1', 'bio/hg38_CHL1'], 'bio/DGA_DOID_8778_H1F0_textmining': ['bio/hg19_H1F0', 'bio/hg38_H1F0'], 'bio/DGA_DOID_8778_PHF20_textmining': ['bio/hg19_PHF20', 'bio/hg38_PHF20'], 'bio/DGA_DOID_8778_FAM131A_textmining': ['bio/hg19_FAM131A', 'bio/hg38_FAM131A'], 'bio/DGA_DOID_8778_GPR18_textmining': ['bio/hg19_GPR18', 'bio/hg38_GPR18'], 'bio/DGA_DOID_8778_P4HA2_textmining': ['bio/hg19_P4HA2', 'bio/hg38_P4HA2'], 'bio/DGA_DOID_8778_CCL28_textmining': ['bio/hg19_CCL28', 'bio/hg38_CCL28'], 'bio/DGA_DOID_8778_CD33L2_textmining': [], 'bio/DGA_DOID_8778_TPMT_textmining': ['bio/hg19_TPMT', 'bio/hg38_TPMT'], 'bio/DGA_DOID_8778_GBP5_textmining': ['bio/hg19_GBP5', 'bio/hg38_GBP5'], 'bio/DGA_DOID_8778_NDFIP1_textmining': ['bio/hg19_NDFIP1', 'bio/hg38_NDFIP1'], 'bio/DGA_DOID_8778_OGDH_textmining': ['bio/hg19_OGDH', 'bio/hg38_OGDH'], 'bio/DGA_DOID_8778_FAM26F_textmining': ['bio/hg19_FAM26F'], 'bio/DGA_DOID_8778_HPS3_textmining': ['bio/hg19_HPS3', 'bio/hg38_HPS3'], 'bio/DGA_DOID_8778_B4GALNT2_textmining': ['bio/hg19_B4GALNT2', 'bio/hg38_B4GALNT2'], 'bio/DGA_DOID_8778_TRAF5_textmining': ['bio/hg19_TRAF5', 'bio/hg38_TRAF5'], 'bio/DGA_DOID_8778_BSG_textmining': ['bio/hg19_BSG', 'bio/hg38_BSG'], 'bio/DGA_DOID_8778_FCGR3A_textmining': ['bio/hg19_FCGR3A', 'bio/hg38_FCGR3A'], 'bio/DGA_DOID_8778_CCL26_textmining': ['bio/hg19_CCL26', 'bio/hg38_CCL26'], 'bio/DGA_DOID_8778_FASLG_textmining': ['bio/hg19_FASLG', 'bio/hg38_FASLG'], 'bio/DGA_DOID_8778_METRNL_textmining': ['bio/hg19_METRNL', 'bio/hg38_METRNL'], 'bio/DGA_DOID_8778_SIRPB1_textmining': ['bio/hg19_SIRPB1', 'bio/hg38_SIRPB1'], 'bio/DGA_DOID_8778_LGALS3_textmining': ['bio/hg19_LGALS3', 'bio/hg38_LGALS3'], 'bio/DGA_DOID_8778_DDX41_textmining': ['bio/hg19_DDX41', 'bio/hg38_DDX41'], 'bio/DGA_DOID_8778_PRPS1_textmining': ['bio/hg19_PRPS1', 'bio/hg38_PRPS1'], 'bio/DGA_DOID_8778_MYL2_textmining': ['bio/hg19_MYL2', 'bio/hg38_MYL2'], 'bio/DGA_DOID_8778_TRIM38_textmining': ['bio/hg19_TRIM38', 'bio/hg38_TRIM38'], 'bio/DGA_DOID_8778_PRSS1_textmining': ['bio/hg19_PRSS1', 'bio/hg38_PRSS1'], 'bio/DGA_DOID_8778_FUS_textmining': ['bio/hg19_FUS', 'bio/hg38_FUS'], 'bio/DGA_DOID_8778_CSF1R_textmining': ['bio/hg19_CSF1R', 'bio/hg38_CSF1R'], 'bio/DGA_DOID_8778_PPARGC1B_textmining': ['bio/hg19_PPARGC1B', 'bio/hg38_PPARGC1B'], 'bio/DGA_DOID_8778_PNMA2_textmining': ['bio/hg19_PNMA2', 'bio/hg38_PNMA2'], 'bio/DGA_DOID_8778_RPL19_textmining': ['bio/hg19_RPL19', 'bio/hg38_RPL19'], 'bio/DGA_DOID_8778_FAM53B_textmining': ['bio/hg19_FAM53B', 'bio/hg38_FAM53B'], 'bio/DGA_DOID_8778_CLEC4D_textmining': ['bio/hg19_CLEC4D', 'bio/hg38_CLEC4D'], 'bio/DGA_DOID_8778_INS_textmining': ['bio/hg19_INS', 'bio/hg38_INS'], 'bio/DGA_DOID_8778_SYNE1_textmining': ['bio/hg19_SYNE1', 'bio/hg38_SYNE1'], 'bio/DGA_DOID_8778_RGS14_textmining': ['bio/hg19_RGS14', 'bio/hg38_RGS14'], 'bio/DGA_DOID_8778_CUL1_textmining': ['bio/hg19_CUL1', 'bio/hg38_CUL1'], 'bio/DGA_DOID_8778_ACAA1_textmining': ['bio/hg19_ACAA1', 'bio/hg38_ACAA1'], 'bio/DGA_DOID_8778_hsa-miR-15b-5p_textmining': [], 'bio/DGA_DOID_8778_FN1_textmining': ['bio/hg19_FN1', 'bio/hg38_FN1'], 'bio/DGA_DOID_8778_ATRX_textmining': ['bio/hg19_ATRX', 'bio/hg38_ATRX'], 'bio/DGA_DOID_8778_NPY5R_textmining': ['bio/hg19_NPY5R', 'bio/hg38_NPY5R'], 'bio/DGA_DOID_8778_MFN2_textmining': ['bio/hg19_MFN2', 'bio/hg38_MFN2'], 'bio/DGA_DOID_8778_ACTC1_textmining': ['bio/hg19_ACTC1', 'bio/hg38_ACTC1'], 'bio/DGA_DOID_8778_FADS1_textmining': ['bio/hg19_FADS1', 'bio/hg38_FADS1'], 'bio/DGA_DOID_8778_MLH1_textmining': ['bio/hg19_MLH1', 'bio/hg38_MLH1'], 'bio/DGA_DOID_8778_HDAC11_textmining': ['bio/hg19_HDAC11', 'bio/hg38_HDAC11'], 'bio/DGA_DOID_8778_SLC22A1_textmining': ['bio/hg19_SLC22A1', 'bio/hg38_SLC22A1'], 'bio/DGA_DOID_8778_ULBP2_textmining': ['bio/hg19_ULBP2', 'bio/hg38_ULBP2'], 'bio/DGA_DOID_8778_TAC3_textmining': ['bio/hg19_TAC3', 'bio/hg38_TAC3'], 'bio/DGA_DOID_8778_GGCT_textmining': ['bio/hg19_GGCT', 'bio/hg38_GGCT'], 'bio/DGA_DOID_8778_C5AR1_textmining': ['bio/hg19_C5AR1', 'bio/hg38_C5AR1'], 'bio/DGA_DOID_8778_CES2_textmining': ['bio/hg19_CES2', 'bio/hg38_CES2'], 'bio/DGA_DOID_8778_SMAD5_textmining': ['bio/hg19_SMAD5', 'bio/hg38_SMAD5'], 'bio/DGA_DOID_8778_SAA1_textmining': ['bio/hg19_SAA1', 'bio/hg38_SAA1'], 'bio/DGA_DOID_8778_MYH6_textmining': ['bio/hg19_MYH6', 'bio/hg38_MYH6'], 'bio/DGA_DOID_8778_CDK4_textmining': ['bio/hg19_CDK4', 'bio/hg38_CDK4'], 'bio/DGA_DOID_8778_MAP2K4_textmining': ['bio/hg19_MAP2K4', 'bio/hg38_MAP2K4'], 'bio/DGA_DOID_8778_SBSPON_experiments': ['bio/hg19_SBSPON', 'bio/hg38_SBSPON'], 'bio/DGA_DOID_8778_KSR1_textmining': ['bio/hg19_KSR1', 'bio/hg38_KSR1'], 'bio/DGA_DOID_8778_IREB2_textmining': ['bio/hg19_IREB2', 'bio/hg38_IREB2'], 'bio/DGA_DOID_8778_WIPI2_textmining': ['bio/hg19_WIPI2', 'bio/hg38_WIPI2'], 'bio/DGA_DOID_8778_CTSW_textmining': ['bio/hg19_CTSW', 'bio/hg38_CTSW'], 'bio/DGA_DOID_8778_ARSF_textmining': ['bio/hg19_ARSF', 'bio/hg38_ARSF'], 'bio/DGA_DOID_8778_SDC4_textmining': ['bio/hg19_SDC4', 'bio/hg38_SDC4'], 'bio/DGA_DOID_8778_SPRED2_experiments': ['bio/hg19_SPRED2', 'bio/hg38_SPRED2'], 'bio/DGA_DOID_8778_COL1A1_textmining': ['bio/hg19_COL1A1', 'bio/hg38_COL1A1'], 'bio/DGA_DOID_8778_SPINK14_textmining': ['bio/hg19_SPINK14', 'bio/hg38_SPINK14'], 'bio/DGA_DOID_8778_PROX1_textmining': ['bio/hg19_PROX1', 'bio/hg38_PROX1'], 'bio/DGA_DOID_8778_LEF1_textmining': ['bio/hg19_LEF1', 'bio/hg38_LEF1'], 'bio/DGA_DOID_8778_CDH17_textmining': ['bio/hg19_CDH17', 'bio/hg38_CDH17'], 'bio/DGA_DOID_8778_LGMN_textmining': ['bio/hg19_LGMN', 'bio/hg38_LGMN'], 'bio/DGA_DOID_8778_TNFRSF1B_textmining': ['bio/hg19_TNFRSF1B', 'bio/hg38_TNFRSF1B'], 'bio/DGA_DOID_8778_CENPI_textmining': ['bio/hg19_CENPI', 'bio/hg38_CENPI'], 'bio/DGA_DOID_8778_CFTR_textmining': ['bio/hg19_CFTR', 'bio/hg38_CFTR'], 'bio/DGA_DOID_8778_PRIMA1_textmining': ['bio/hg19_PRIMA1', 'bio/hg38_PRIMA1'], 'bio/DGA_DOID_8778_PRRC2A_textmining': ['bio/hg19_PRRC2A', 'bio/hg38_PRRC2A'], 'bio/DGA_DOID_8778_ROCK1_textmining': ['bio/hg19_ROCK1', 'bio/hg38_ROCK1'], 'bio/DGA_DOID_8778_ACTG2_textmining': ['bio/hg19_ACTG2', 'bio/hg38_ACTG2'], 'bio/DGA_DOID_8778_hsa-miR-19b-3p_textmining': [], 'bio/DGA_DOID_8778_LTB4R_textmining': ['bio/hg19_LTB4R', 'bio/hg38_LTB4R'], 'bio/DGA_DOID_8778_IL19_textmining': ['bio/hg19_IL19', 'bio/hg38_IL19'], 'bio/DGA_DOID_8778_PTN_textmining': ['bio/hg19_PTN', 'bio/hg38_PTN'], 'bio/DGA_DOID_8778_OSTC_textmining': ['bio/hg19_OSTC', 'bio/hg38_OSTC'], 'bio/DGA_DOID_8778_HLA-DQB2_textmining': ['bio/hg19_HLA-DQB2', 'bio/hg38_HLA-DQB2'], 'bio/DGA_DOID_8778_TBC1D17_textmining': ['bio/hg19_TBC1D17', 'bio/hg38_TBC1D17'], 'bio/DGA_DOID_8778_LAPTM5_textmining': ['bio/hg19_LAPTM5', 'bio/hg38_LAPTM5'], 'bio/DGA_DOID_8778_C1orf141_textmining': ['bio/hg19_C1orf141', 'bio/hg38_C1orf141'], 'bio/DGA_DOID_8778_VPS26A_textmining': ['bio/hg19_VPS26A', 'bio/hg38_VPS26A'], 'bio/DGA_DOID_8778_AUH_experiments': ['bio/hg19_AUH', 'bio/hg38_AUH'], 'bio/DGA_DOID_8778_DUSP2_textmining': ['bio/hg19_DUSP2', 'bio/hg38_DUSP2'], 'bio/DGA_DOID_8778_CLPTM1L_textmining': ['bio/hg19_CLPTM1L', 'bio/hg38_CLPTM1L'], 'bio/DGA_DOID_8778_ZNF410_textmining': ['bio/hg19_ZNF410', 'bio/hg38_ZNF410'], 'bio/DGA_DOID_8778_GDNF_textmining': ['bio/hg19_GDNF', 'bio/hg38_GDNF'], 'bio/DGA_DOID_8778_hsa-miR-188-5p_textmining': [], 'bio/DGA_DOID_8778_MFHAS1_textmining': ['bio/hg19_MFHAS1', 'bio/hg38_MFHAS1'], 'bio/DGA_DOID_8778_IRF9_textmining': ['bio/hg19_IRF9', 'bio/hg38_IRF9'], 'bio/DGA_DOID_8778_CDC37_experiments': ['bio/hg19_CDC37', 'bio/hg38_CDC37'], 'bio/DGA_DOID_8778_CAMKV_textmining': ['bio/hg19_CAMKV', 'bio/hg38_CAMKV'], 'bio/DGA_DOID_8778_HLTF_textmining': ['bio/hg19_HLTF', 'bio/hg38_HLTF'], 'bio/DGA_DOID_8778_IGFBP3_textmining': ['bio/hg19_IGFBP3', 'bio/hg38_IGFBP3'], 'bio/DGA_DOID_8778_IL4R_textmining': ['bio/hg19_IL4R', 'bio/hg38_IL4R'], 'bio/DGA_DOID_8778_SERPING1_textmining': ['bio/hg19_SERPING1', 'bio/hg38_SERPING1'], 'bio/DGA_DOID_8778_FLT3_textmining': ['bio/hg19_FLT3', 'bio/hg38_FLT3'], 'bio/DGA_DOID_8778_KIAA1109_experiments': ['bio/hg19_KIAA1109', 'bio/hg38_KIAA1109'], 'bio/DGA_DOID_8778_CIITA_textmining': ['bio/hg19_CIITA', 'bio/hg38_CIITA'], 'bio/DGA_DOID_8778_BCAS3_experiments': ['bio/hg19_BCAS3', 'bio/hg38_BCAS3'], 'bio/DGA_DOID_8778_FAT1_textmining': ['bio/hg19_FAT1', 'bio/hg38_FAT1'], 'bio/DGA_DOID_8778_TACR1_textmining': ['bio/hg19_TACR1', 'bio/hg38_TACR1'], 'bio/DGA_DOID_8778_PADI4_textmining': ['bio/hg19_PADI4', 'bio/hg38_PADI4'], 'bio/DGA_DOID_8778_TCTA_experiments': ['bio/hg19_TCTA', 'bio/hg38_TCTA'], 'bio/DGA_DOID_8778_NDUFA13_textmining': ['bio/hg19_NDUFA13', 'bio/hg38_NDUFA13'], 'bio/DGA_DOID_8778_APOE_textmining': ['bio/hg19_APOE', 'bio/hg38_APOE'], 'bio/DGA_DOID_8778_KRT14_textmining': ['bio/hg19_KRT14', 'bio/hg38_KRT14'], 'bio/DGA_DOID_8778_BCL2L15_textmining': ['bio/hg19_BCL2L15', 'bio/hg38_BCL2L15'], 'bio/DGA_DOID_8778_RBCK1_textmining': ['bio/hg19_RBCK1', 'bio/hg38_RBCK1'], 'bio/DGA_DOID_8778_HIST2H2BE_textmining': ['bio/hg19_HIST2H2BE', 'bio/hg38_HIST2H2BE'], 'bio/DGA_DOID_8778_GPR183_experiments': ['bio/hg19_GPR183', 'bio/hg38_GPR183'], 'bio/DGA_DOID_8778_IRF3_textmining': ['bio/hg19_IRF3', 'bio/hg38_IRF3'], 'bio/DGA_DOID_8778_LRRK2_textmining': ['bio/hg19_LRRK2', 'bio/hg38_LRRK2'], 'bio/DGA_DOID_8778_FOXP3_textmining': ['bio/hg19_FOXP3', 'bio/hg38_FOXP3'], 'bio/DGA_DOID_8778_MSH6_textmining': ['bio/hg19_MSH6', 'bio/hg38_MSH6'], 'bio/DGA_DOID_8778_TMEM258_experiments': ['bio/hg19_TMEM258', 'bio/hg38_TMEM258'], 'bio/DGA_DOID_8778_hsa-miR-17-5p_textmining': [], 'bio/DGA_DOID_8778_CAPN12_textmining': ['bio/hg19_CAPN12', 'bio/hg38_CAPN12'], 'bio/DGA_DOID_8778_TNFSF13_textmining': ['bio/hg19_TNFSF13', 'bio/hg38_TNFSF13'], 'bio/DGA_DOID_8778_TGFBR1_textmining': ['bio/hg19_TGFBR1', 'bio/hg38_TGFBR1'], 'bio/DGA_DOID_8778_SLC10A2_textmining': ['bio/hg19_SLC10A2', 'bio/hg38_SLC10A2'], 'bio/DGA_DOID_8778_NDRG4_textmining': ['bio/hg19_NDRG4', 'bio/hg38_NDRG4'], 'bio/DGA_DOID_8778_SCHIP1_textmining': ['bio/hg19_SCHIP1', 'bio/hg38_SCHIP1'], 'bio/DGA_DOID_8778_SLC10A1_textmining': ['bio/hg19_SLC10A1', 'bio/hg38_SLC10A1'], 'bio/DGA_DOID_8778_ARSJ_textmining': ['bio/hg19_ARSJ', 'bio/hg38_ARSJ'], 'bio/DGA_DOID_8778_CDH2_textmining': ['bio/hg19_CDH2', 'bio/hg38_CDH2'], 'bio/DGA_DOID_8778_HORMAD2_experiments': ['bio/hg19_HORMAD2', 'bio/hg38_HORMAD2'], 'bio/DGA_DOID_8778_EGLN2_textmining': ['bio/hg19_EGLN2', 'bio/hg38_EGLN2'], 'bio/DGA_DOID_8778_CHRNA3_textmining': ['bio/hg19_CHRNA3', 'bio/hg38_CHRNA3'], 'bio/DGA_DOID_8778_CACNA1C_textmining': ['bio/hg19_CACNA1C', 'bio/hg38_CACNA1C'], 'bio/DGA_DOID_8778_SLC2A5_textmining': ['bio/hg19_SLC2A5', 'bio/hg38_SLC2A5'], 'bio/DGA_DOID_8778_HLA-DPA1_textmining': ['bio/hg19_HLA-DPA1', 'bio/hg38_HLA-DPA1'], 'bio/DGA_DOID_8778_GLCCI1_textmining': ['bio/hg19_GLCCI1', 'bio/hg38_GLCCI1'], 'bio/DGA_DOID_8778_DNMT1_textmining': ['bio/hg19_DNMT1', 'bio/hg38_DNMT1'], 'bio/DGA_DOID_8778_MPP5_textmining': ['bio/hg19_MPP5', 'bio/hg38_MPP5'], 'bio/DGA_DOID_8778_NCK1_textmining': ['bio/hg19_NCK1', 'bio/hg38_NCK1'], 'bio/DGA_DOID_8778_CFP_textmining': ['bio/hg19_CFP', 'bio/hg38_CFP'], 'bio/DGA_DOID_8778_ADA_textmining': ['bio/hg19_ADA', 'bio/hg38_ADA'], 'bio/DGA_DOID_8778_RNF183_textmining': ['bio/hg19_RNF183', 'bio/hg38_RNF183'], 'bio/DGA_DOID_8778_PNPLA1_textmining': ['bio/hg19_PNPLA1', 'bio/hg38_PNPLA1'], 'bio/DGA_DOID_8778_TCF15_textmining': ['bio/hg19_TCF15', 'bio/hg38_TCF15'], 'bio/DGA_DOID_8778_NLRP1_textmining': ['bio/hg19_NLRP1', 'bio/hg38_NLRP1'], 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'bio/DGA_DOID_8778_SELENBP1_textmining': ['bio/hg19_SELENBP1', 'bio/hg38_SELENBP1'], 'bio/DGA_DOID_8778_IL21R_textmining': ['bio/hg19_IL21R', 'bio/hg38_IL21R'], 'bio/DGA_DOID_8778_NFKBIE_textmining': ['bio/hg19_NFKBIE', 'bio/hg38_NFKBIE'], 'bio/DGA_DOID_8778_FPR3_textmining': ['bio/hg19_FPR3', 'bio/hg38_FPR3'], 'bio/DGA_DOID_8778_TRNAU1AP_textmining': ['bio/hg19_TRNAU1AP', 'bio/hg38_TRNAU1AP'], 'bio/DGA_DOID_8778_TCF4_textmining': ['bio/hg19_TCF4', 'bio/hg38_TCF4'], 'bio/DGA_DOID_8778_SP140L_textmining': ['bio/hg19_SP140L', 'bio/hg38_SP140L'], 'bio/DGA_DOID_8778_C1QB_textmining': ['bio/hg19_C1QB', 'bio/hg38_C1QB'], 'bio/DGA_DOID_8778_RAB7B_textmining': ['bio/hg19_RAB7B', 'bio/hg38_RAB7B'], 'bio/DGA_DOID_8778_REN_textmining': ['bio/hg19_REN', 'bio/hg38_REN'], 'bio/DGA_DOID_8778_EDNRA_textmining': ['bio/hg19_EDNRA', 'bio/hg38_EDNRA'], 'bio/DGA_DOID_8778_CDKAL1_textmining': ['bio/hg19_CDKAL1', 'bio/hg38_CDKAL1'], 'bio/DGA_DOID_8778_MPG_textmining': ['bio/hg19_MPG', 'bio/hg38_MPG'], 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'bio/hg38_CLTC'], 'bio/DGA_DOID_8778_PRB1_textmining': ['bio/hg19_PRB1', 'bio/hg38_PRB1'], 'bio/DGA_DOID_8778_RDX_textmining': ['bio/hg19_RDX', 'bio/hg38_RDX'], 'bio/DGA_DOID_8778_FAM114A1_textmining': ['bio/hg19_FAM114A1', 'bio/hg38_FAM114A1'], 'bio/DGA_DOID_8778_PROC_textmining': ['bio/hg19_PROC', 'bio/hg38_PROC'], 'bio/DGA_DOID_8778_ZNF44_textmining': ['bio/hg19_ZNF44', 'bio/hg38_ZNF44'], 'bio/DGA_DOID_8778_ITGAX_textmining': ['bio/hg19_ITGAX', 'bio/hg38_ITGAX'], 'bio/DGA_DOID_8778_ENSP00000433967_textmining': [], 'bio/DGA_DOID_8778_SLC29A1_textmining': ['bio/hg19_SLC29A1', 'bio/hg38_SLC29A1'], 'bio/DGA_DOID_8778_BTN1A1_textmining': ['bio/hg19_BTN1A1', 'bio/hg38_BTN1A1'], 'bio/DGA_DOID_8778_NEFL_textmining': ['bio/hg19_NEFL', 'bio/hg38_NEFL'], 'bio/DGA_DOID_8778_HBD_textmining': ['bio/hg19_HBD', 'bio/hg38_HBD'], 'bio/DGA_DOID_8778_IL31RA_textmining': ['bio/hg19_IL31RA', 'bio/hg38_IL31RA'], 'bio/DGA_DOID_8778_EREG_textmining': ['bio/hg19_EREG', 'bio/hg38_EREG'], 'bio/DGA_DOID_8778_FPR2_textmining': ['bio/hg19_FPR2', 'bio/hg38_FPR2'], 'bio/DGA_DOID_8778_DEFB105A_textmining': ['bio/hg19_DEFB105A', 'bio/hg38_DEFB105A'], 'bio/DGA_DOID_8778_IFI44L_textmining': ['bio/hg19_IFI44L', 'bio/hg38_IFI44L'], 'bio/DGA_DOID_8778_DERL3_textmining': ['bio/hg19_DERL3', 'bio/hg38_DERL3'], 'bio/DGA_DOID_8778_ACVRL1_textmining': ['bio/hg19_ACVRL1', 'bio/hg38_ACVRL1'], 'bio/DGA_DOID_8778_ZNF501_textmining': ['bio/hg19_ZNF501', 'bio/hg38_ZNF501'], 'bio/DGA_DOID_8778_EGR1_textmining': ['bio/hg19_EGR1', 'bio/hg38_EGR1'], 'bio/DGA_DOID_8778_PTPN22_experiments': ['bio/hg19_PTPN22', 'bio/hg38_PTPN22'], 'bio/DGA_DOID_8778_MC1R_textmining': ['bio/hg19_MC1R', 'bio/hg38_MC1R'], 'bio/DGA_DOID_8778_DAND5_textmining': ['bio/hg19_DAND5', 'bio/hg38_DAND5'], 'bio/DGA_DOID_8778_VCP_textmining': ['bio/hg19_VCP', 'bio/hg38_VCP'], 'bio/DGA_DOID_8778_BCL6_textmining': ['bio/hg19_BCL6', 'bio/hg38_BCL6'], 'bio/DGA_DOID_8778_SLC7A11_textmining': ['bio/hg19_SLC7A11', 'bio/hg38_SLC7A11'], 'bio/DGA_DOID_8778_RTEL1_experiments': ['bio/hg19_RTEL1', 'bio/hg38_RTEL1'], 'bio/DGA_DOID_8778_ST14_textmining': ['bio/hg19_ST14', 'bio/hg38_ST14'], 'bio/DGA_DOID_8778_CRBN_textmining': ['bio/hg19_CRBN', 'bio/hg38_CRBN'], 'bio/DGA_DOID_8778_OGG1_textmining': ['bio/hg19_OGG1', 'bio/hg38_OGG1'], 'bio/DGA_DOID_8778_IL10RB_textmining': ['bio/hg19_IL10RB', 'bio/hg38_IL10RB'], 'bio/DGA_DOID_8778_ATG101_textmining': ['bio/hg19_ATG101', 'bio/hg38_ATG101'], 'bio/DGA_DOID_8778_EDN3_experiments': ['bio/hg19_EDN3', 'bio/hg38_EDN3'], 'bio/DGA_DOID_8778_KLF2_textmining': ['bio/hg19_KLF2', 'bio/hg38_KLF2'], 'bio/DGA_DOID_8778_CADM1_textmining': ['bio/hg19_CADM1', 'bio/hg38_CADM1'], 'bio/DGA_DOID_8778_KCNJ6_textmining': ['bio/hg19_KCNJ6', 'bio/hg38_KCNJ6'], 'bio/DGA_DOID_8778_IL37_textmining': ['bio/hg19_IL37', 'bio/hg38_IL37'], 'bio/DGA_DOID_8778_CD300LF_textmining': ['bio/hg19_CD300LF', 'bio/hg38_CD300LF'], 'bio/DGA_DOID_8778_LSP1_textmining': ['bio/hg19_LSP1', 'bio/hg38_LSP1'], 'bio/DGA_DOID_8778_DNMT3B_textmining': ['bio/hg19_DNMT3B', 'bio/hg38_DNMT3B'], 'bio/DGA_DOID_8778_GNAT3_textmining': ['bio/hg19_GNAT3', 'bio/hg38_GNAT3'], 'bio/DGA_DOID_8778_DNAJB1_textmining': ['bio/hg19_DNAJB1', 'bio/hg38_DNAJB1'], 'bio/DGA_DOID_8778_COMMD9_textmining': ['bio/hg19_COMMD9', 'bio/hg38_COMMD9'], 'bio/DGA_DOID_8778_LCN2_textmining': ['bio/hg19_LCN2', 'bio/hg38_LCN2'], 'bio/DGA_DOID_8778_hsa-miR-769-5p_textmining': [], 'bio/DGA_DOID_8778_hsa-miR-27a-3p_textmining': [], 'bio/DGA_DOID_8778_LCK_textmining': ['bio/hg19_LCK', 'bio/hg38_LCK'], 'bio/DGA_DOID_8778_CXCL16_textmining': ['bio/hg19_CXCL16', 'bio/hg38_CXCL16'], 'bio/DGA_DOID_8778_CGN_textmining': ['bio/hg19_CGN', 'bio/hg38_CGN'], 'bio/DGA_DOID_8778_NOX4_textmining': ['bio/hg19_NOX4', 'bio/hg38_NOX4'], 'bio/DGA_DOID_8778_KIAA0226_textmining': ['bio/hg19_KIAA0226'], 'bio/DGA_DOID_8778_HMGA2_textmining': ['bio/hg19_HMGA2', 'bio/hg38_HMGA2'], 'bio/DGA_DOID_8778_EPHA4_textmining': ['bio/hg19_EPHA4', 'bio/hg38_EPHA4'], 'bio/DGA_DOID_8778_ZBTB22_textmining': ['bio/hg19_ZBTB22', 'bio/hg38_ZBTB22'], 'bio/DGA_DOID_8778_FOXP2_experiments': ['bio/hg19_FOXP2', 'bio/hg38_FOXP2'], 'bio/DGA_DOID_8778_PRSS53_textmining': ['bio/hg19_PRSS53', 'bio/hg38_PRSS53'], 'bio/DGA_DOID_8778_SRC_textmining': ['bio/hg19_SRC', 'bio/hg38_SRC'], 'bio/DGA_DOID_8778_LINC00994_textmining': ['bio/hg19_LINC00994', 'bio/hg38_LINC00994'], 'bio/DGA_DOID_8778_AES_textmining': ['bio/hg19_AES', 'bio/hg38_AES'], 'bio/DGA_DOID_8778_PRKCZ_textmining': ['bio/hg19_PRKCZ', 'bio/hg38_PRKCZ'], 'bio/DGA_DOID_8778_PIWIL1_textmining': ['bio/hg19_PIWIL1', 'bio/hg38_PIWIL1'], 'bio/DGA_DOID_8778_CMKLR1_textmining': ['bio/hg19_CMKLR1', 'bio/hg38_CMKLR1'], 'bio/DGA_DOID_8778_DAP_experiments': ['bio/hg19_DAP', 'bio/hg38_DAP'], 'bio/DGA_DOID_8778_ADAD1_textmining': ['bio/hg19_ADAD1', 'bio/hg38_ADAD1'], 'bio/DGA_DOID_8778_LPXN_experiments': ['bio/hg19_LPXN', 'bio/hg38_LPXN'], 'bio/DGA_DOID_8778_CLEC2D_textmining': ['bio/hg19_CLEC2D', 'bio/hg38_CLEC2D'], 'bio/DGA_DOID_8778_PGK1_textmining': ['bio/hg19_PGK1', 'bio/hg38_PGK1'], 'bio/DGA_DOID_8778_RIPK4_textmining': ['bio/hg19_RIPK4', 'bio/hg38_RIPK4'], 'bio/DGA_DOID_8778_PSKH1_textmining': ['bio/hg19_PSKH1', 'bio/hg38_PSKH1'], 'bio/DGA_DOID_8778_LCE4A_textmining': ['bio/hg19_LCE4A', 'bio/hg38_LCE4A'], 'bio/DGA_DOID_8778_NPY1R_textmining': ['bio/hg19_NPY1R', 'bio/hg38_NPY1R'], 'bio/DGA_DOID_8778_FAF1_textmining': ['bio/hg19_FAF1', 'bio/hg38_FAF1'], 'bio/DGA_DOID_8778_DNTT_textmining': ['bio/hg19_DNTT', 'bio/hg38_DNTT'], 'bio/DGA_DOID_8778_BANK1_experiments': ['bio/hg19_BANK1', 'bio/hg38_BANK1'], 'bio/DGA_DOID_8778_FUT8_textmining': ['bio/hg19_FUT8', 'bio/hg38_FUT8'], 'bio/DGA_DOID_8778_IFI16_textmining': ['bio/hg19_IFI16', 'bio/hg38_IFI16'], 'bio/DGA_DOID_8778_KANSL1_textmining': ['bio/hg19_KANSL1', 'bio/hg38_KANSL1'], 'bio/DGA_DOID_8778_JAK3_textmining': ['bio/hg19_JAK3', 'bio/hg38_JAK3'], 'bio/DGA_DOID_8778_PER3_textmining': ['bio/hg19_PER3', 'bio/hg38_PER3'], 'bio/DGA_DOID_8778_C6orf10_textmining': ['bio/hg19_C6orf10', 'bio/hg38_C6orf10'], 'bio/DGA_DOID_8778_DDC_textmining': ['bio/hg19_DDC', 'bio/hg38_DDC'], 'bio/DGA_DOID_8778_SHBG_textmining': ['bio/hg19_SHBG', 'bio/hg38_SHBG'], 'bio/DGA_DOID_8778_TMEM17_experiments': ['bio/hg19_TMEM17', 'bio/hg38_TMEM17'], 'bio/DGA_DOID_8778_PER2_textmining': ['bio/hg19_PER2', 'bio/hg38_PER2'], 'bio/DGA_DOID_8778_FAM155A_textmining': ['bio/hg19_FAM155A', 'bio/hg38_FAM155A'], 'bio/DGA_DOID_8778_BCO2_textmining': ['bio/hg19_BCO2', 'bio/hg38_BCO2'], 'bio/DGA_DOID_8778_MAPK10_textmining': ['bio/hg19_MAPK10', 'bio/hg38_MAPK10'], 'bio/DGA_DOID_8778_FGF19_textmining': ['bio/hg19_FGF19', 'bio/hg38_FGF19'], 'bio/DGA_DOID_8778_S100B_textmining': ['bio/hg19_S100B', 'bio/hg38_S100B'], 'bio/DGA_DOID_8778_KL_textmining': ['bio/hg19_KL', 'bio/hg38_KL'], 'bio/DGA_DOID_8778_CYP26A1_textmining': ['bio/hg19_CYP26A1', 'bio/hg38_CYP26A1'], 'bio/DGA_DOID_8778_SLC2A3_textmining': ['bio/hg19_SLC2A3', 'bio/hg38_SLC2A3'], 'bio/DGA_DOID_8778_KRT8_textmining': ['bio/hg19_KRT8', 'bio/hg38_KRT8'], 'bio/DGA_DOID_8778_CCDC122_textmining': ['bio/hg19_CCDC122', 'bio/hg38_CCDC122'], 'bio/DGA_DOID_8778_ADAM15_textmining': ['bio/hg19_ADAM15', 'bio/hg38_ADAM15'], 'bio/DGA_DOID_8778_SAMHD1_textmining': ['bio/hg19_SAMHD1', 'bio/hg38_SAMHD1'], 'bio/DGA_DOID_8778_BANK1_textmining': ['bio/hg19_BANK1', 'bio/hg38_BANK1'], 'bio/DGA_DOID_8778_C7orf72_textmining': ['bio/hg19_C7orf72'], 'bio/DGA_DOID_8778_CD1C_textmining': ['bio/hg19_CD1C', 'bio/hg38_CD1C'], 'bio/DGA_DOID_8778_TRPC6_textmining': ['bio/hg19_TRPC6', 'bio/hg38_TRPC6'], 'bio/DGA_DOID_8778_SSTR4_textmining': ['bio/hg19_SSTR4', 'bio/hg38_SSTR4'], 'bio/DGA_DOID_8778_ARG2_textmining': ['bio/hg19_ARG2', 'bio/hg38_ARG2'], 'bio/DGA_DOID_8778_COL7A1_textmining': ['bio/hg19_COL7A1', 'bio/hg38_COL7A1'], 'bio/DGA_DOID_8778_ETS2_textmining': ['bio/hg19_ETS2', 'bio/hg38_ETS2'], 'bio/DGA_DOID_8778_SMPD1_textmining': ['bio/hg19_SMPD1', 'bio/hg38_SMPD1'], 'bio/DGA_DOID_8778_AQP8_textmining': ['bio/hg19_AQP8', 'bio/hg38_AQP8'], 'bio/DGA_DOID_8778_USP3_textmining': ['bio/hg19_USP3', 'bio/hg38_USP3'], 'bio/DGA_DOID_8778_PDIA3_textmining': ['bio/hg19_PDIA3', 'bio/hg38_PDIA3'], 'bio/DGA_DOID_8778_ADORA1_textmining': ['bio/hg19_ADORA1', 'bio/hg38_ADORA1'], 'bio/DGA_DOID_8778_FST_textmining': ['bio/hg19_FST', 'bio/hg38_FST'], 'bio/DGA_DOID_8778_FDCSP_textmining': ['bio/hg19_FDCSP', 'bio/hg38_FDCSP'], 'bio/DGA_DOID_8778_ZSCAN1_textmining': ['bio/hg19_ZSCAN1', 'bio/hg38_ZSCAN1'], 'bio/DGA_DOID_8778_GLS2_textmining': ['bio/hg19_GLS2', 'bio/hg38_GLS2'], 'bio/DGA_DOID_8778_SMAD6_textmining': ['bio/hg19_SMAD6', 'bio/hg38_SMAD6'], 'bio/DGA_DOID_8778_TXLNA_textmining': ['bio/hg19_TXLNA', 'bio/hg38_TXLNA'], 'bio/DGA_DOID_8778_RC3H2_textmining': ['bio/hg19_RC3H2', 'bio/hg38_RC3H2'], 'bio/DGA_DOID_8778_SRSF6_textmining': ['bio/hg19_SRSF6', 'bio/hg38_SRSF6'], 'bio/DGA_DOID_8778_PDGFC_textmining': ['bio/hg19_PDGFC', 'bio/hg38_PDGFC'], 'bio/DGA_DOID_8778_LGALS9_textmining': ['bio/hg19_LGALS9', 'bio/hg38_LGALS9'], 'bio/DGA_DOID_8778_PCDH9_experiments': ['bio/hg19_PCDH9', 'bio/hg38_PCDH9'], 'bio/DGA_DOID_8778_LYZ_textmining': ['bio/hg19_LYZ', 'bio/hg38_LYZ'], 'bio/DGA_DOID_8778_CLDN18_textmining': ['bio/hg19_CLDN18', 'bio/hg38_CLDN18'], 'bio/DGA_DOID_8778_FCN2_textmining': ['bio/hg19_FCN2', 'bio/hg38_FCN2'], 'bio/DGA_DOID_8778_SLCO1B1_textmining': ['bio/hg19_SLCO1B1', 'bio/hg38_SLCO1B1'], 'bio/DGA_DOID_8778_F10_textmining': ['bio/hg19_F10', 'bio/hg38_F10'], 'bio/DGA_DOID_8778_CTB-41I6.2_textmining': [], 'bio/DGA_DOID_8778_SIRPA_textmining': ['bio/hg19_SIRPA', 'bio/hg38_SIRPA'], 'bio/DGA_DOID_8778_USP15_textmining': ['bio/hg19_USP15', 'bio/hg38_USP15'], 'bio/DGA_DOID_8778_NPY4R_textmining': ['bio/hg19_NPY4R', 'bio/hg38_NPY4R'], 'bio/DGA_DOID_8778_GZMA_textmining': ['bio/hg19_GZMA', 'bio/hg38_GZMA'], 'bio/DGA_DOID_8778_GATA3_textmining': ['bio/hg19_GATA3', 'bio/hg38_GATA3'], 'bio/DGA_DOID_8778_DAG1_textmining': ['bio/hg19_DAG1', 'bio/hg38_DAG1'], 'bio/DGA_DOID_8778_OLFM4_textmining': ['bio/hg19_OLFM4', 'bio/hg38_OLFM4'], 'bio/DGA_DOID_8778_TPH1_textmining': ['bio/hg19_TPH1', 'bio/hg38_TPH1'], 'bio/DGA_DOID_8778_RHOA_experiments': ['bio/hg19_RHOA', 'bio/hg38_RHOA'], 'bio/DGA_DOID_8778_F3_textmining': ['bio/hg19_F3', 'bio/hg38_F3'], 'bio/DGA_DOID_8778_TAC1_textmining': ['bio/hg19_TAC1', 'bio/hg38_TAC1'], 'bio/DGA_DOID_8778_ALDH1A2_textmining': ['bio/hg19_ALDH1A2', 'bio/hg38_ALDH1A2'], 'bio/DGA_DOID_8778_SPP1_textmining': ['bio/hg19_SPP1', 'bio/hg38_SPP1'], 'bio/DGA_DOID_8778_LRRK2_knowledge': ['bio/hg19_LRRK2', 'bio/hg38_LRRK2'], 'bio/DGA_DOID_8778_MMD_textmining': ['bio/hg19_MMD', 'bio/hg38_MMD'], 'bio/DGA_DOID_8778_IL21-AS1_textmining': ['bio/hg19_IL21-AS1', 'bio/hg38_IL21-AS1'], 'bio/DGA_DOID_8778_TOLLIP_textmining': ['bio/hg19_TOLLIP', 'bio/hg38_TOLLIP'], 'bio/DGA_DOID_8778_EXOC8_textmining': ['bio/hg19_EXOC8', 'bio/hg38_EXOC8'], 'bio/DGA_DOID_8778_SLC51A_textmining': ['bio/hg19_SLC51A', 'bio/hg38_SLC51A'], 'bio/DGA_DOID_8778_NGF_textmining': ['bio/hg19_NGF', 'bio/hg38_NGF'], 'bio/DGA_DOID_8778_DTNBP1_textmining': ['bio/hg19_DTNBP1', 'bio/hg38_DTNBP1'], 'bio/DGA_DOID_8778_CHST15_textmining': ['bio/hg19_CHST15', 'bio/hg38_CHST15'], 'bio/DGA_DOID_8778_CCL24_textmining': ['bio/hg19_CCL24', 'bio/hg38_CCL24'], 'bio/DGA_DOID_8778_LIPE_textmining': ['bio/hg19_LIPE', 'bio/hg38_LIPE'], 'bio/DGA_DOID_8778_JAM3_textmining': ['bio/hg19_JAM3', 'bio/hg38_JAM3'], 'bio/DGA_DOID_8778_SLC51B_textmining': ['bio/hg19_SLC51B', 'bio/hg38_SLC51B'], 'bio/DGA_DOID_8778_PRSS3_textmining': ['bio/hg19_PRSS3', 'bio/hg38_PRSS3'], 'bio/DGA_DOID_8778_CYP7A1_textmining': ['bio/hg19_CYP7A1', 'bio/hg38_CYP7A1'], 'bio/DGA_DOID_8778_TUBB4A_textmining': ['bio/hg19_TUBB4A', 'bio/hg38_TUBB4A'], 'bio/DGA_DOID_8778_TFF3_textmining': ['bio/hg19_TFF3', 'bio/hg38_TFF3'], 'bio/DGA_DOID_8778_AKAP11_experiments': ['bio/hg19_AKAP11', 'bio/hg38_AKAP11'], 'bio/DGA_DOID_8778_HNRNPL_textmining': ['bio/hg19_HNRNPL', 'bio/hg38_HNRNPL'], 'bio/DGA_DOID_8778_LTBR_textmining': ['bio/hg19_LTBR', 'bio/hg38_LTBR'], 'bio/DGA_DOID_8778_ARHGEF2_textmining': ['bio/hg19_ARHGEF2', 'bio/hg38_ARHGEF2'], 'bio/DGA_DOID_8778_CXCR5_experiments': ['bio/hg19_CXCR5', 'bio/hg38_CXCR5'], 'bio/DGA_DOID_8778_FOXO4_textmining': ['bio/hg19_FOXO4', 'bio/hg38_FOXO4'], 'bio/DGA_DOID_8778_IL12B_textmining': ['bio/hg19_IL12B', 'bio/hg38_IL12B'], 'bio/DGA_DOID_8778_SAMD14_textmining': ['bio/hg19_SAMD14', 'bio/hg38_SAMD14'], 'bio/DGA_DOID_8778_P4HB_textmining': ['bio/hg19_P4HB', 'bio/hg38_P4HB'], 'bio/DGA_DOID_8778_CLPB_textmining': ['bio/hg19_CLPB', 'bio/hg38_CLPB'], 'bio/DGA_DOID_8778_ETS1_textmining': ['bio/hg19_ETS1', 'bio/hg38_ETS1'], 'bio/DGA_DOID_8778_GAPDH_textmining': ['bio/hg19_GAPDH', 'bio/hg38_GAPDH'], 'bio/DGA_DOID_8778_CCL2_textmining': ['bio/hg19_CCL2', 'bio/hg38_CCL2'], 'bio/DGA_DOID_8778_ERN1_textmining': ['bio/hg19_ERN1', 'bio/hg38_ERN1'], 'bio/DGA_DOID_8778_VTN_textmining': ['bio/hg19_VTN', 'bio/hg38_VTN'], 'bio/DGA_DOID_8778_HPS5_textmining': ['bio/hg19_HPS5', 'bio/hg38_HPS5'], 'bio/DGA_DOID_8778_RAF1_textmining': ['bio/hg19_RAF1', 'bio/hg38_RAF1'], 'bio/DGA_DOID_8778_DPP4_textmining': ['bio/hg19_DPP4', 'bio/hg38_DPP4'], 'bio/DGA_DOID_8778_MAPK8_textmining': ['bio/hg19_MAPK8', 'bio/hg38_MAPK8'], 'bio/DGA_DOID_8778_FOXA1_textmining': ['bio/hg19_FOXA1', 'bio/hg38_FOXA1'], 'bio/DGA_DOID_8778_TAF1_textmining': ['bio/hg19_TAF1', 'bio/hg38_TAF1'], 'bio/DGA_DOID_8778_NRXN1_textmining': ['bio/hg19_NRXN1', 'bio/hg38_NRXN1'], 'bio/DGA_DOID_8778_VPS16_textmining': ['bio/hg19_VPS16', 'bio/hg38_VPS16'], 'bio/DGA_DOID_8778_SCT_textmining': ['bio/hg19_SCT', 'bio/hg38_SCT'], 'bio/DGA_DOID_8778_SPATA6_textmining': ['bio/hg19_SPATA6', 'bio/hg38_SPATA6'], 'bio/DGA_DOID_8778_USE1_textmining': ['bio/hg19_USE1', 'bio/hg38_USE1'], 'bio/DGA_DOID_8778_SH2B3_textmining': ['bio/hg19_SH2B3', 'bio/hg38_SH2B3'], 'bio/DGA_DOID_8778_SHMT1_textmining': ['bio/hg19_SHMT1', 'bio/hg38_SHMT1'], 'bio/DGA_DOID_8778_ELN_textmining': ['bio/hg19_ELN', 'bio/hg38_ELN'], 'bio/DGA_DOID_8778_HIST1H4E_textmining': ['bio/hg19_HIST1H4E', 'bio/hg38_HIST1H4E'], 'bio/DGA_DOID_8778_UGT2B17_textmining': ['bio/hg19_UGT2B17', 'bio/hg38_UGT2B17'], 'bio/DGA_DOID_8778_SEMA6C_textmining': ['bio/hg19_SEMA6C', 'bio/hg38_SEMA6C'], 'bio/DGA_DOID_8778_PML_textmining': ['bio/hg19_PML', 'bio/hg38_PML'], 'bio/DGA_DOID_8778_SFMBT1_experiments': ['bio/hg19_SFMBT1', 'bio/hg38_SFMBT1'], 'bio/DGA_DOID_8778_PRKCE_textmining': ['bio/hg19_PRKCE', 'bio/hg38_PRKCE'], 'bio/DGA_DOID_8778_INSC_textmining': ['bio/hg19_INSC', 'bio/hg38_INSC'], 'bio/DGA_DOID_8778_TRPM7_textmining': ['bio/hg19_TRPM7', 'bio/hg38_TRPM7'], 'bio/DGA_DOID_8778_ADAMTSL5_textmining': ['bio/hg19_ADAMTSL5', 'bio/hg38_ADAMTSL5'], 'bio/DGA_DOID_8778_BRINP3_textmining': ['bio/hg19_BRINP3', 'bio/hg38_BRINP3'], 'bio/DGA_DOID_8778_hsa-miR-424-5p_textmining': [], 'bio/DGA_DOID_8778_C1QBP_textmining': ['bio/hg19_C1QBP', 'bio/hg38_C1QBP'], 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'bio/DGA_DOID_8778_AMBP_textmining': ['bio/hg19_AMBP', 'bio/hg38_AMBP'], 'bio/DGA_DOID_8778_NCAM1_textmining': ['bio/hg19_NCAM1', 'bio/hg38_NCAM1'], 'bio/DGA_DOID_8778_HSPB2_textmining': ['bio/hg19_HSPB2', 'bio/hg38_HSPB2'], 'bio/DGA_DOID_8778_AOAH_textmining': ['bio/hg19_AOAH', 'bio/hg38_AOAH'], 'bio/DGA_DOID_8778_UBE2J1_textmining': ['bio/hg19_UBE2J1', 'bio/hg38_UBE2J1'], 'bio/DGA_DOID_8778_LCE2C_textmining': ['bio/hg19_LCE2C', 'bio/hg38_LCE2C'], 'bio/DGA_DOID_8778_MAF_textmining': ['bio/hg19_MAF', 'bio/hg38_MAF'], 'bio/DGA_DOID_8778_KRAS_textmining': ['bio/hg19_KRAS', 'bio/hg38_KRAS'], 'bio/DGA_DOID_8778_hsa-miR-22-3p_textmining': [], 'bio/DGA_DOID_8778_IKBKE_textmining': ['bio/hg19_IKBKE', 'bio/hg38_IKBKE'], 'bio/DGA_DOID_8778_ST8SIA6_textmining': ['bio/hg19_ST8SIA6', 'bio/hg38_ST8SIA6'], 'bio/DGA_DOID_8778_PRKCB_textmining': ['bio/hg19_PRKCB', 'bio/hg38_PRKCB'], 'bio/DGA_DOID_8778_SEL1L_textmining': ['bio/hg19_SEL1L', 'bio/hg38_SEL1L'], 'bio/DGA_DOID_8778_MAF1_textmining': 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'bio/DGA_DOID_8778_RAD51B_textmining': ['bio/hg19_RAD51B', 'bio/hg38_RAD51B'], 'bio/DGA_DOID_8778_TECPR1_textmining': ['bio/hg19_TECPR1', 'bio/hg38_TECPR1'], 'bio/DGA_DOID_8778_ALDH1A1_textmining': ['bio/hg19_ALDH1A1', 'bio/hg38_ALDH1A1'], 'bio/DGA_DOID_8778_IFRD1_textmining': ['bio/hg19_IFRD1', 'bio/hg38_IFRD1'], 'bio/DGA_DOID_8778_SGPP2_textmining': ['bio/hg19_SGPP2', 'bio/hg38_SGPP2'], 'bio/DGA_DOID_8778_RAB32_textmining': ['bio/hg19_RAB32', 'bio/hg38_RAB32'], 'bio/DGA_DOID_8778_C5orf56_experiments': ['bio/hg19_C5orf56', 'bio/hg38_C5orf56'], 'bio/DGA_DOID_8778_MAST3_textmining': ['bio/hg19_MAST3', 'bio/hg38_MAST3'], 'bio/DGA_DOID_8778_ADORA3_textmining': ['bio/hg19_ADORA3', 'bio/hg38_ADORA3'], 'bio/DGA_DOID_8778_SLC22A7_textmining': ['bio/hg19_SLC22A7', 'bio/hg38_SLC22A7'], 'bio/DGA_DOID_8778_ALLC_textmining': ['bio/hg19_ALLC', 'bio/hg38_ALLC'], 'bio/DGA_DOID_8778_ZNF300_textmining': ['bio/hg19_ZNF300', 'bio/hg38_ZNF300'], 'bio/DGA_DOID_8778_TUBB_textmining': ['bio/hg19_TUBB', 'bio/hg38_TUBB'], 'bio/DGA_DOID_8778_GNLY_textmining': ['bio/hg19_GNLY', 'bio/hg38_GNLY'], 'bio/DGA_DOID_8778_ZNF649_textmining': ['bio/hg19_ZNF649', 'bio/hg38_ZNF649'], 'bio/DGA_DOID_8778_HIST2H2AC_textmining': ['bio/hg19_HIST2H2AC', 'bio/hg38_HIST2H2AC'], 'bio/DGA_DOID_8778_PDZD2_textmining': ['bio/hg19_PDZD2', 'bio/hg38_PDZD2'], 'bio/DGA_DOID_8778_MOXD1_textmining': ['bio/hg19_MOXD1', 'bio/hg38_MOXD1'], 'bio/DGA_DOID_8778_MRPL49_textmining': ['bio/hg19_MRPL49', 'bio/hg38_MRPL49'], 'bio/DGA_DOID_8778_CR1_textmining': ['bio/hg19_CR1', 'bio/hg38_CR1'], 'bio/DGA_DOID_8778_AHR_textmining': ['bio/hg19_AHR', 'bio/hg38_AHR'], 'bio/DGA_DOID_8778_hsa-miR-127-3p_textmining': [], 'bio/DGA_DOID_8778_EPHX1_textmining': ['bio/hg19_EPHX1', 'bio/hg38_EPHX1'], 'bio/DGA_DOID_8778_IL17C_textmining': ['bio/hg19_IL17C', 'bio/hg38_IL17C'], 'bio/DGA_DOID_8778_MAPKAPK2_textmining': ['bio/hg19_MAPKAPK2', 'bio/hg38_MAPKAPK2'], 'bio/DGA_DOID_8778_FADS3_textmining': ['bio/hg19_FADS3', 'bio/hg38_FADS3'], 'bio/DGA_DOID_8778_B2M_textmining': ['bio/hg19_B2M', 'bio/hg38_B2M'], 'bio/DGA_DOID_8778_RGS10_textmining': ['bio/hg19_RGS10', 'bio/hg38_RGS10'], 'bio/DGA_DOID_8778_MASP1_textmining': ['bio/hg19_MASP1', 'bio/hg38_MASP1'], 'bio/DGA_DOID_8778_FAM118A_textmining': ['bio/hg19_FAM118A', 'bio/hg38_FAM118A'], 'bio/DGA_DOID_8778_P2RY6_textmining': ['bio/hg19_P2RY6', 'bio/hg38_P2RY6'], 'bio/DGA_DOID_8778_ITGB3_textmining': ['bio/hg19_ITGB3', 'bio/hg38_ITGB3'], 'bio/DGA_DOID_8778_GFM2_textmining': ['bio/hg19_GFM2', 'bio/hg38_GFM2'], 'bio/DGA_DOID_8778_DUSP5_textmining': ['bio/hg19_DUSP5', 'bio/hg38_DUSP5'], 'bio/DGA_DOID_8778_NOS3_textmining': ['bio/hg19_NOS3', 'bio/hg38_NOS3'], 'bio/DGA_DOID_8778_ST6GALNAC6_textmining': ['bio/hg19_ST6GALNAC6', 'bio/hg38_ST6GALNAC6'], 'bio/DGA_DOID_8778_NRON_textmining': ['bio/hg19_NRON', 'bio/hg38_NRON'], 'bio/DGA_DOID_8778_HGNC:9982_textmining': [], 'bio/DGA_DOID_8778_TMEM135_experiments': ['bio/hg19_TMEM135', 'bio/hg38_TMEM135'], 'bio/DGA_DOID_8778_IL25_textmining': ['bio/hg19_IL25', 'bio/hg38_IL25'], 'bio/DGA_DOID_8778_TIMP1_textmining': ['bio/hg19_TIMP1', 'bio/hg38_TIMP1'], 'bio/DGA_DOID_8778_DNMT3A_experiments': ['bio/hg19_DNMT3A', 'bio/hg38_DNMT3A'], 'bio/DGA_DOID_8778_BTC_textmining': ['bio/hg19_BTC', 'bio/hg38_BTC'], 'bio/DGA_DOID_8778_CD300A_textmining': ['bio/hg19_CD300A', 'bio/hg38_CD300A'], 'bio/DGA_DOID_8778_CYP3A4_textmining': ['bio/hg19_CYP3A4', 'bio/hg38_CYP3A4'], 'bio/DGA_DOID_8778_MAPT_textmining': ['bio/hg19_MAPT', 'bio/hg38_MAPT'], 'bio/DGA_DOID_8778_TYRO3_textmining': ['bio/hg19_TYRO3', 'bio/hg38_TYRO3'], 'bio/DGA_DOID_8778_MT1G_textmining': ['bio/hg19_MT1G', 'bio/hg38_MT1G'], 'bio/DGA_DOID_8778_DCD_textmining': ['bio/hg19_DCD', 'bio/hg38_DCD'], 'bio/DGA_DOID_8778_MAP2K1_textmining': ['bio/hg19_MAP2K1', 'bio/hg38_MAP2K1'], 'bio/DGA_DOID_8778_TMEM201_textmining': ['bio/hg19_TMEM201', 'bio/hg38_TMEM201'], 'bio/DGA_DOID_8778_DEFB134_textmining': ['bio/hg19_DEFB134', 'bio/hg38_DEFB134'], 'bio/DGA_DOID_8778_AACT_textmining': [], 'bio/DGA_DOID_8778_MYLK_textmining': ['bio/hg19_MYLK', 'bio/hg38_MYLK'], 'bio/DGA_DOID_8778_DSC2_textmining': ['bio/hg19_DSC2', 'bio/hg38_DSC2'], 'bio/DGA_DOID_8778_ALG10_textmining': ['bio/hg19_ALG10', 'bio/hg38_ALG10'], 'bio/DGA_DOID_8778_CDK5_textmining': ['bio/hg19_CDK5', 'bio/hg38_CDK5'], 'bio/DGA_DOID_8778_TEX9_experiments': ['bio/hg19_TEX9', 'bio/hg38_TEX9'], 'bio/DGA_DOID_8778_MMP24_textmining': ['bio/hg19_MMP24', 'bio/hg38_MMP24'], 'bio/DGA_DOID_8778_TRAF4_textmining': ['bio/hg19_TRAF4', 'bio/hg38_TRAF4'], 'bio/DGA_DOID_8778_EGR3_textmining': ['bio/hg19_EGR3', 'bio/hg38_EGR3'], 'bio/DGA_DOID_8778_IKZF3_textmining': ['bio/hg19_IKZF3', 'bio/hg38_IKZF3'], 'bio/DGA_DOID_8778_ALPP_textmining': ['bio/hg19_ALPP', 'bio/hg38_ALPP'], 'bio/DGA_DOID_8778_BACE1_textmining': ['bio/hg19_BACE1', 'bio/hg38_BACE1'], 'bio/DGA_DOID_8778_LIN9_textmining': ['bio/hg19_LIN9', 'bio/hg38_LIN9'], 'bio/DGA_DOID_8778_HMGCS2_textmining': ['bio/hg19_HMGCS2', 'bio/hg38_HMGCS2'], 'bio/DGA_DOID_8778_hsa-miR-148a-3p_textmining': [], 'bio/DGA_DOID_8778_PPIA_textmining': ['bio/hg19_PPIA', 'bio/hg38_PPIA'], 'bio/DGA_DOID_8778_ULBP3_textmining': ['bio/hg19_ULBP3', 'bio/hg38_ULBP3'], 'bio/DGA_DOID_8778_SERPINB6_textmining': ['bio/hg19_SERPINB6', 'bio/hg38_SERPINB6'], 'bio/DGA_DOID_8778_STX3_textmining': ['bio/hg19_STX3', 'bio/hg38_STX3'], 'bio/DGA_DOID_8778_MARVELD2_textmining': ['bio/hg19_MARVELD2', 'bio/hg38_MARVELD2'], 'bio/DGA_DOID_8778_TOP3A_textmining': ['bio/hg19_TOP3A', 'bio/hg38_TOP3A'], 'bio/DGA_DOID_8778_PLIN1_textmining': ['bio/hg19_PLIN1', 'bio/hg38_PLIN1'], 'bio/DGA_DOID_8778_IFITM3_textmining': ['bio/hg19_IFITM3', 'bio/hg38_IFITM3'], 'bio/DGA_DOID_8778_MTFMT_textmining': ['bio/hg19_MTFMT', 'bio/hg38_MTFMT'], 'bio/DGA_DOID_8778_FRZB_textmining': ['bio/hg19_FRZB', 'bio/hg38_FRZB'], 'bio/DGA_DOID_8778_ERAP2_textmining': ['bio/hg19_ERAP2', 'bio/hg38_ERAP2'], 'bio/DGA_DOID_8778_GSTA1_textmining': ['bio/hg19_GSTA1', 'bio/hg38_GSTA1'], 'bio/DGA_DOID_8778_STX7_textmining': ['bio/hg19_STX7', 'bio/hg38_STX7'], 'bio/DGA_DOID_8778_WFS1_textmining': ['bio/hg19_WFS1', 'bio/hg38_WFS1'], 'bio/DGA_DOID_8778_YWHAZ_experiments': ['bio/hg19_YWHAZ', 'bio/hg38_YWHAZ'], 'bio/DGA_DOID_8778_SEPHS1_textmining': ['bio/hg19_SEPHS1', 'bio/hg38_SEPHS1'], 'bio/DGA_DOID_8778_IQGAP2_textmining': ['bio/hg19_IQGAP2', 'bio/hg38_IQGAP2'], 'bio/DGA_DOID_8778_FAM189A1_textmining': ['bio/hg19_FAM189A1', 'bio/hg38_FAM189A1'], 'bio/DGA_DOID_8778_EHD1_textmining': ['bio/hg19_EHD1', 'bio/hg38_EHD1'], 'bio/DGA_DOID_8778_RPL32_textmining': ['bio/hg19_RPL32', 'bio/hg38_RPL32'], 'bio/DGA_DOID_8778_CD3E_textmining': ['bio/hg19_CD3E', 'bio/hg38_CD3E'], 'bio/DGA_DOID_8778_hsa-miR-320a_textmining': [], 'bio/DGA_DOID_8778_FAM167A_textmining': ['bio/hg19_FAM167A', 'bio/hg38_FAM167A'], 'bio/DGA_DOID_8778_LSM5_textmining': ['bio/hg19_LSM5', 'bio/hg38_LSM5'], 'bio/DGA_DOID_8778_CLK3_experiments': ['bio/hg19_CLK3', 'bio/hg38_CLK3'], 'bio/DGA_DOID_8778_PIDD1_textmining': ['bio/hg19_PIDD1', 'bio/hg38_PIDD1'], 'bio/DGA_DOID_8778_PTBP2_textmining': ['bio/hg19_PTBP2', 'bio/hg38_PTBP2'], 'bio/DGA_DOID_8778_OAS1_textmining': ['bio/hg19_OAS1', 'bio/hg38_OAS1'], 'bio/DGA_DOID_8778_WBP4_textmining': ['bio/hg19_WBP4', 'bio/hg38_WBP4'], 'bio/DGA_DOID_8778_IL18_textmining': ['bio/hg19_IL18', 'bio/hg38_IL18'], 'bio/DGA_DOID_8778_TRDN_textmining': ['bio/hg19_TRDN', 'bio/hg38_TRDN'], 'bio/DGA_DOID_8778_IFIH1_textmining': ['bio/hg19_IFIH1', 'bio/hg38_IFIH1'], 'bio/DGA_DOID_8778_SLCO2A1_textmining': ['bio/hg19_SLCO2A1', 'bio/hg38_SLCO2A1'], 'bio/DGA_DOID_8778_MORN2_textmining': ['bio/hg19_MORN2', 'bio/hg38_MORN2'], 'bio/DGA_DOID_8778_BCKDHA_textmining': ['bio/hg19_BCKDHA', 'bio/hg38_BCKDHA'], 'bio/DGA_DOID_8778_RAB4A_textmining': ['bio/hg19_RAB4A', 'bio/hg38_RAB4A'], 'bio/DGA_DOID_8778_ADIPOR1_textmining': ['bio/hg19_ADIPOR1', 'bio/hg38_ADIPOR1'], 'bio/DGA_DOID_8778_ITGA1_textmining': ['bio/hg19_ITGA1', 'bio/hg38_ITGA1'], 'bio/DGA_DOID_8778_SPIB_textmining': ['bio/hg19_SPIB', 'bio/hg38_SPIB'], 'bio/DGA_DOID_8778_FURIN_textmining': ['bio/hg19_FURIN', 'bio/hg38_FURIN'], 'bio/DGA_DOID_8778_NPFFR1_textmining': ['bio/hg19_NPFFR1', 'bio/hg38_NPFFR1'], 'bio/DGA_DOID_8778_THBD_textmining': ['bio/hg19_THBD', 'bio/hg38_THBD'], 'bio/DGA_DOID_8778_AKAP13_textmining': ['bio/hg19_AKAP13', 'bio/hg38_AKAP13'], 'bio/DGA_DOID_8778_SOD2_textmining': ['bio/hg19_SOD2', 'bio/hg38_SOD2'], 'bio/DGA_DOID_8778_WNT3A_textmining': ['bio/hg19_WNT3A', 'bio/hg38_WNT3A'], 'bio/DGA_DOID_8778_DR1_textmining': ['bio/hg19_DR1', 'bio/hg38_DR1'], 'bio/DGA_DOID_8778_LOX_textmining': ['bio/hg19_LOX', 'bio/hg38_LOX'], 'bio/DGA_DOID_8778_HCG9_textmining': ['bio/hg19_HCG9', 'bio/hg38_HCG9'], 'bio/DGA_DOID_8778_BMPR1A_textmining': ['bio/hg19_BMPR1A', 'bio/hg38_BMPR1A'], 'bio/DGA_DOID_8778_PARVB_textmining': ['bio/hg19_PARVB', 'bio/hg38_PARVB'], 'bio/DGA_DOID_8778_CCL18_textmining': ['bio/hg19_CCL18', 'bio/hg38_CCL18'], 'bio/DGA_DOID_8778_CARD9_experiments': ['bio/hg19_CARD9', 'bio/hg38_CARD9'], 'bio/DGA_DOID_8778_RHOA_textmining': ['bio/hg19_RHOA', 'bio/hg38_RHOA'], 'bio/DGA_DOID_8778_LNPEP_textmining': ['bio/hg19_LNPEP', 'bio/hg38_LNPEP'], 'bio/DGA_DOID_8778_ANXA3_textmining': ['bio/hg19_ANXA3', 'bio/hg38_ANXA3'], 'bio/DGA_DOID_8778_ENPP2_textmining': ['bio/hg19_ENPP2', 'bio/hg38_ENPP2'], 'bio/DGA_DOID_8778_TET2_experiments': ['bio/hg19_TET2', 'bio/hg38_TET2'], 'bio/DGA_DOID_8778_CHRNA4_textmining': ['bio/hg19_CHRNA4', 'bio/hg38_CHRNA4'], 'bio/DGA_DOID_8778_AP5B1_textmining': ['bio/hg19_AP5B1', 'bio/hg38_AP5B1'], 'bio/DGA_DOID_8778_IGFBP5_textmining': ['bio/hg19_IGFBP5', 'bio/hg38_IGFBP5'], 'bio/DGA_DOID_8778_ENO2_textmining': ['bio/hg19_ENO2', 'bio/hg38_ENO2'], 'bio/DGA_DOID_8778_ZGPAT_experiments': ['bio/hg19_ZGPAT', 'bio/hg38_ZGPAT'], 'bio/DGA_DOID_8778_TPM2_textmining': ['bio/hg19_TPM2', 'bio/hg38_TPM2'], 'bio/DGA_DOID_8778_CAT_textmining': ['bio/hg19_CAT', 'bio/hg38_CAT'], 'bio/DGA_DOID_8778_FAAH_textmining': ['bio/hg19_FAAH', 'bio/hg38_FAAH'], 'bio/DGA_DOID_8778_NEDD8_textmining': ['bio/hg19_NEDD8', 'bio/hg38_NEDD8'], 'bio/DGA_DOID_8778_MPP1_textmining': ['bio/hg19_MPP1', 'bio/hg38_MPP1'], 'bio/DGA_DOID_8778_FGR_textmining': ['bio/hg19_FGR', 'bio/hg38_FGR'], 'bio/DGA_DOID_8778_SIRT5_textmining': ['bio/hg19_SIRT5', 'bio/hg38_SIRT5'], 'bio/DGA_DOID_8778_IL9R_textmining': ['bio/hg19_IL9R', 'bio/hg38_IL9R'], 'bio/DGA_DOID_8778_MAGI2_textmining': ['bio/hg19_MAGI2', 'bio/hg38_MAGI2'], 'bio/DGA_DOID_8778_POU5F1_textmining': ['bio/hg19_POU5F1', 'bio/hg38_POU5F1'], 'bio/DGA_DOID_8778_HPS4_textmining': ['bio/hg19_HPS4', 'bio/hg38_HPS4'], 'bio/DGA_DOID_8778_GPI_textmining': ['bio/hg19_GPI', 'bio/hg38_GPI'], 'bio/DGA_DOID_8778_APOA4_textmining': ['bio/hg19_APOA4', 'bio/hg38_APOA4'], 'bio/DGA_DOID_8778_IKZF1_textmining': ['bio/hg19_IKZF1', 'bio/hg38_IKZF1'], 'bio/DGA_DOID_8778_PYY_textmining': ['bio/hg19_PYY', 'bio/hg38_PYY'], 'bio/DGA_DOID_8778_SNAPIN_textmining': ['bio/hg19_SNAPIN', 'bio/hg38_SNAPIN'], 'bio/DGA_DOID_8778_RETN_textmining': ['bio/hg19_RETN', 'bio/hg38_RETN'], 'bio/DGA_DOID_8778_NT5C_textmining': ['bio/hg19_NT5C', 'bio/hg38_NT5C'], 'bio/DGA_DOID_8778_CXCR2_textmining': ['bio/hg19_CXCR2', 'bio/hg38_CXCR2'], 'bio/DGA_DOID_8778_ANXA1_textmining': ['bio/hg19_ANXA1', 'bio/hg38_ANXA1'], 'bio/DGA_DOID_8778_PSMD5_textmining': ['bio/hg19_PSMD5', 'bio/hg38_PSMD5'], 'bio/DGA_DOID_8778_FEN1_experiments': ['bio/hg19_FEN1', 'bio/hg38_FEN1'], 'bio/DGA_DOID_8778_hsa-miR-132-3p_textmining': [], 'bio/DGA_DOID_8778_TICAM2_textmining': ['bio/hg19_TICAM2', 'bio/hg38_TICAM2'], 'bio/DGA_DOID_8778_ECM1_textmining': ['bio/hg19_ECM1', 'bio/hg38_ECM1'], 'bio/DGA_DOID_8778_BTNL8_textmining': ['bio/hg19_BTNL8', 'bio/hg38_BTNL8'], 'bio/DGA_DOID_8778_SEMA3A_textmining': ['bio/hg19_SEMA3A', 'bio/hg38_SEMA3A'], 'bio/DGA_DOID_8778_DEFB104B_textmining': ['bio/hg19_DEFB104B', 'bio/hg38_DEFB104B'], 'bio/DGA_DOID_8778_ARSK_textmining': ['bio/hg19_ARSK', 'bio/hg38_ARSK'], 'bio/DGA_DOID_8778_MAP3K4_textmining': ['bio/hg19_MAP3K4', 'bio/hg38_MAP3K4'], 'bio/DGA_DOID_8778_NCOR2_textmining': ['bio/hg19_NCOR2', 'bio/hg38_NCOR2'], 'bio/DGA_DOID_8778_UBA7_textmining': ['bio/hg19_UBA7', 'bio/hg38_UBA7'], 'bio/DGA_DOID_8778_PHB_textmining': ['bio/hg19_PHB', 'bio/hg38_PHB'], 'bio/DGA_DOID_8778_BIN1_textmining': ['bio/hg19_BIN1', 'bio/hg38_BIN1'], 'bio/DGA_DOID_8778_CD226_textmining': ['bio/hg19_CD226', 'bio/hg38_CD226'], 'bio/DGA_DOID_8778_COG6_textmining': ['bio/hg19_COG6', 'bio/hg38_COG6'], 'bio/DGA_DOID_8778_MAPK3_textmining': ['bio/hg19_MAPK3', 'bio/hg38_MAPK3'], 'bio/DGA_DOID_8778_CLDN10_textmining': ['bio/hg19_CLDN10', 'bio/hg38_CLDN10'], 'bio/DGA_DOID_8778_ACTL9_textmining': ['bio/hg19_ACTL9', 'bio/hg38_ACTL9'], 'bio/DGA_DOID_8778_hsa-miR-1263_textmining': [], 'bio/DGA_DOID_8778_HLA-DMA_textmining': ['bio/hg19_HLA-DMA', 'bio/hg38_HLA-DMA'], 'bio/DGA_DOID_8778_WIF1_textmining': ['bio/hg19_WIF1', 'bio/hg38_WIF1'], 'bio/DGA_DOID_8778_PPP1R15A_textmining': ['bio/hg19_PPP1R15A', 'bio/hg38_PPP1R15A'], 'bio/DGA_DOID_8778_GAL_textmining': ['bio/hg19_GAL', 'bio/hg38_GAL'], 'bio/DGA_DOID_8778_PTGS2_textmining': ['bio/hg19_PTGS2', 'bio/hg38_PTGS2'], 'bio/DGA_DOID_8778_ELAVL1_textmining': ['bio/hg19_ELAVL1', 'bio/hg38_ELAVL1'], 'bio/DGA_DOID_8778_MICALL2_textmining': ['bio/hg19_MICALL2', 'bio/hg38_MICALL2'], 'bio/DGA_DOID_8778_GABBR2_textmining': ['bio/hg19_GABBR2', 'bio/hg38_GABBR2'], 'bio/DGA_DOID_8778_PHF11_textmining': ['bio/hg19_PHF11', 'bio/hg38_PHF11'], 'bio/DGA_DOID_8778_PTPN12_textmining': ['bio/hg19_PTPN12', 'bio/hg38_PTPN12'], 'bio/DGA_DOID_8778_LYST_textmining': ['bio/hg19_LYST', 'bio/hg38_LYST'], 'bio/DGA_DOID_8778_LYN_textmining': ['bio/hg19_LYN', 'bio/hg38_LYN'], 'bio/DGA_DOID_8778_SDHA_textmining': ['bio/hg19_SDHA', 'bio/hg38_SDHA'], 'bio/DGA_DOID_8778_TNFRSF1A_textmining': ['bio/hg19_TNFRSF1A', 'bio/hg38_TNFRSF1A'], 'bio/DGA_DOID_8778_HIST1H4D_textmining': ['bio/hg19_HIST1H4D', 'bio/hg38_HIST1H4D'], 'bio/DGA_DOID_8778_INSM2_textmining': ['bio/hg19_INSM2', 'bio/hg38_INSM2'], 'bio/DGA_DOID_8778_PVR_textmining': ['bio/hg19_PVR', 'bio/hg38_PVR'], 'bio/DGA_DOID_8778_FZD8_textmining': ['bio/hg19_FZD8', 'bio/hg38_FZD8'], 'bio/DGA_DOID_8778_GADD45B_textmining': ['bio/hg19_GADD45B', 'bio/hg38_GADD45B'], 'bio/DGA_DOID_8778_MT1HL1_textmining': ['bio/hg19_MT1HL1', 'bio/hg38_MT1HL1'], 'bio/DGA_DOID_8778_MIR17HG_textmining': ['bio/hg19_MIR17HG', 'bio/hg38_MIR17HG'], 'bio/DGA_DOID_8778_NAA25_textmining': ['bio/hg19_NAA25', 'bio/hg38_NAA25'], 'bio/DGA_DOID_8778_DSC3_textmining': ['bio/hg19_DSC3', 'bio/hg38_DSC3'], 'bio/DGA_DOID_8778_ZNF569_textmining': ['bio/hg19_ZNF569', 'bio/hg38_ZNF569'], 'bio/DGA_DOID_8778_SOCS6_textmining': ['bio/hg19_SOCS6', 'bio/hg38_SOCS6'], 'bio/DGA_DOID_8778_BAG4_textmining': ['bio/hg19_BAG4', 'bio/hg38_BAG4'], 'bio/DGA_DOID_8778_SPINK4_textmining': ['bio/hg19_SPINK4', 'bio/hg38_SPINK4'], 'bio/DGA_DOID_8778_GOT2_textmining': ['bio/hg19_GOT2', 'bio/hg38_GOT2'], 'bio/DGA_DOID_8778_ARSG_textmining': ['bio/hg19_ARSG', 'bio/hg38_ARSG'], 'bio/DGA_DOID_8778_CCL19_textmining': ['bio/hg19_CCL19', 'bio/hg38_CCL19'], 'bio/DGA_DOID_8778_CDIP1_textmining': ['bio/hg19_CDIP1', 'bio/hg38_CDIP1'], 'bio/DGA_DOID_8778_HCCS_textmining': ['bio/hg19_HCCS', 'bio/hg38_HCCS'], 'bio/DGA_DOID_8778_SOX10_textmining': ['bio/hg19_SOX10', 'bio/hg38_SOX10'], 'bio/DGA_DOID_8778_FOXA2_textmining': ['bio/hg19_FOXA2', 'bio/hg38_FOXA2'], 'bio/DGA_DOID_8778_ANTXR2_textmining': ['bio/hg19_ANTXR2', 'bio/hg38_ANTXR2'], 'bio/DGA_DOID_8778_RAB24_textmining': ['bio/hg19_RAB24', 'bio/hg38_RAB24'], 'bio/DGA_DOID_8778_YWHAZ_textmining': ['bio/hg19_YWHAZ', 'bio/hg38_YWHAZ'], 'bio/DGA_DOID_8778_ABO_textmining': ['bio/hg19_ABO', 'bio/hg38_ABO'], 'bio/DGA_DOID_8778_SGK1_textmining': ['bio/hg19_SGK1', 'bio/hg38_SGK1'], 'bio/DGA_DOID_8778_RNF151_textmining': ['bio/hg19_RNF151', 'bio/hg38_RNF151'], 'bio/DGA_DOID_8778_CCK_textmining': ['bio/hg19_CCK', 'bio/hg38_CCK'], 'bio/DGA_DOID_8778_ATG4A_textmining': ['bio/hg19_ATG4A', 'bio/hg38_ATG4A'], 'bio/DGA_DOID_8778_SPAG9_textmining': ['bio/hg19_SPAG9', 'bio/hg38_SPAG9'], 'bio/DGA_DOID_8778_LINC01272_textmining': [], 'bio/DGA_DOID_8778_BMP2_textmining': ['bio/hg19_BMP2', 'bio/hg38_BMP2'], 'bio/DGA_DOID_8778_IL1RAPL1_textmining': ['bio/hg19_IL1RAPL1', 'bio/hg38_IL1RAPL1'], 'bio/DGA_DOID_8778_SLC26A5_textmining': ['bio/hg19_SLC26A5', 'bio/hg38_SLC26A5'], 'bio/DGA_DOID_8778_hsa-miR-221-3p_textmining': [], 'bio/DGA_DOID_8778_KIR3DL1_textmining': ['bio/hg19_KIR3DL1', 'bio/hg38_KIR3DL1'], 'bio/DGA_DOID_8778_CYLD_textmining': ['bio/hg19_CYLD', 'bio/hg38_CYLD'], 'bio/DGA_DOID_8778_MITF_textmining': ['bio/hg19_MITF', 'bio/hg38_MITF'], 'bio/DGA_DOID_8778_IL12A_textmining': ['bio/hg19_IL12A', 'bio/hg38_IL12A'], 'bio/DGA_DOID_8778_SCN9A_textmining': ['bio/hg19_SCN9A', 'bio/hg38_SCN9A'], 'bio/DGA_DOID_8778_DOCK2_textmining': ['bio/hg19_DOCK2', 'bio/hg38_DOCK2'], 'bio/DGA_DOID_8778_HSP90AB1_textmining': ['bio/hg19_HSP90AB1', 'bio/hg38_HSP90AB1'], 'bio/DGA_DOID_8778_IL9_textmining': ['bio/hg19_IL9', 'bio/hg38_IL9'], 'bio/DGA_DOID_8778_CTSG_textmining': ['bio/hg19_CTSG', 'bio/hg38_CTSG'], 'bio/DGA_DOID_8778_MAP1A_textmining': ['bio/hg19_MAP1A', 'bio/hg38_MAP1A'], 'bio/DGA_DOID_8778_ITGAL_textmining': ['bio/hg19_ITGAL', 'bio/hg38_ITGAL'], 'bio/DGA_DOID_8778_SUCLA2_textmining': ['bio/hg19_SUCLA2', 'bio/hg38_SUCLA2'], 'bio/DGA_DOID_8778_IL6R_textmining': ['bio/hg19_IL6R', 'bio/hg38_IL6R'], 'bio/DGA_DOID_8778_DHX58_textmining': ['bio/hg19_DHX58', 'bio/hg38_DHX58'], 'bio/DGA_DOID_8778_GPR55_textmining': ['bio/hg19_GPR55', 'bio/hg38_GPR55'], 'bio/DGA_DOID_8778_RARRES2_textmining': ['bio/hg19_RARRES2', 'bio/hg38_RARRES2'], 'bio/DGA_DOID_8778_TCF21_textmining': ['bio/hg19_TCF21', 'bio/hg38_TCF21'], 'bio/DGA_DOID_8778_HSPG2_textmining': ['bio/hg19_HSPG2', 'bio/hg38_HSPG2'], 'bio/DGA_DOID_8778_ANKRD27_textmining': ['bio/hg19_ANKRD27', 'bio/hg38_ANKRD27'], 'bio/DGA_DOID_8778_NAIP_textmining': ['bio/hg19_NAIP', 'bio/hg38_NAIP'], 'bio/DGA_DOID_8778_TPO_textmining': ['bio/hg19_TPO', 'bio/hg38_TPO'], 'bio/DGA_DOID_8778_VKORC1_textmining': ['bio/hg19_VKORC1', 'bio/hg38_VKORC1'], 'bio/DGA_DOID_8778_RNASE7_textmining': ['bio/hg19_RNASE7', 'bio/hg38_RNASE7'], 'bio/DGA_DOID_8778_IDS_textmining': ['bio/hg19_IDS', 'bio/hg38_IDS'], 'bio/DGA_DOID_8778_IGF2R_textmining': ['bio/hg19_IGF2R', 'bio/hg38_IGF2R'], 'bio/DGA_DOID_8778_TYR_textmining': ['bio/hg19_TYR', 'bio/hg38_TYR'], 'bio/DGA_DOID_8778_RNASE2_textmining': ['bio/hg19_RNASE2', 'bio/hg38_RNASE2'], 'bio/DGA_DOID_8778_ADRBK2_textmining': ['bio/hg19_ADRBK2'], 'bio/DGA_DOID_8778_CYP26C1_textmining': ['bio/hg19_CYP26C1', 'bio/hg38_CYP26C1'], 'bio/DGA_DOID_8778_LCE3B_textmining': ['bio/hg19_LCE3B', 'bio/hg38_LCE3B'], 'bio/DGA_DOID_8778_GSR_textmining': ['bio/hg19_GSR', 'bio/hg38_GSR'], 'bio/DGA_DOID_8778_CSNK2A2_textmining': ['bio/hg19_CSNK2A2', 'bio/hg38_CSNK2A2'], 'bio/DGA_DOID_8778_ABHD16B_textmining': ['bio/hg19_ABHD16B', 'bio/hg38_ABHD16B'], 'bio/DGA_DOID_8778_CD58_textmining': ['bio/hg19_CD58', 'bio/hg38_CD58'], 'bio/DGA_DOID_8778_SHARPIN_textmining': ['bio/hg19_SHARPIN', 'bio/hg38_SHARPIN'], 'bio/DGA_DOID_8778_IRF8_textmining': ['bio/hg19_IRF8', 'bio/hg38_IRF8'], 'bio/DGA_DOID_8778_FASTK_textmining': ['bio/hg19_FASTK', 'bio/hg38_FASTK'], 'bio/DGA_DOID_8778_EEF1A2_textmining': ['bio/hg19_EEF1A2', 'bio/hg38_EEF1A2'], 'bio/DGA_DOID_8778_RPS6KA1_textmining': ['bio/hg19_RPS6KA1', 'bio/hg38_RPS6KA1'], 'bio/DGA_DOID_8778_PROS1_textmining': ['bio/hg19_PROS1', 'bio/hg38_PROS1'], 'bio/DGA_DOID_8778_CYBB_textmining': ['bio/hg19_CYBB', 'bio/hg38_CYBB'], 'bio/DGA_DOID_8778_HIST1H4A_textmining': ['bio/hg19_HIST1H4A', 'bio/hg38_HIST1H4A'], 'bio/DGA_DOID_8778_TNS1_textmining': ['bio/hg19_TNS1', 'bio/hg38_TNS1'], 'bio/DGA_DOID_8778_LRP2_textmining': ['bio/hg19_LRP2', 'bio/hg38_LRP2'], 'bio/DGA_DOID_8778_SLC22A23_experiments': ['bio/hg19_SLC22A23', 'bio/hg38_SLC22A23'], 'bio/DGA_DOID_8778_PINK1_textmining': ['bio/hg19_PINK1', 'bio/hg38_PINK1'], 'bio/DGA_DOID_8778_VIM_textmining': ['bio/hg19_VIM', 'bio/hg38_VIM'], 'bio/DGA_DOID_8778_OTUB2_textmining': ['bio/hg19_OTUB2', 'bio/hg38_OTUB2'], 'bio/DGA_DOID_8778_GHSR_textmining': ['bio/hg19_GHSR', 'bio/hg38_GHSR'], 'bio/DGA_DOID_8778_TST_textmining': ['bio/hg19_TST', 'bio/hg38_TST'], 'bio/DGA_DOID_8778_ANK1_textmining': ['bio/hg19_ANK1', 'bio/hg38_ANK1'], 'bio/DGA_DOID_8778_hsa-miR-146a-5p_textmining': [], 'bio/DGA_DOID_8778_RAB33B_textmining': ['bio/hg19_RAB33B', 'bio/hg38_RAB33B'], 'bio/DGA_DOID_8778_G6PD_textmining': ['bio/hg19_G6PD', 'bio/hg38_G6PD'], 'bio/DGA_DOID_8778_ATP7A_textmining': ['bio/hg19_ATP7A', 'bio/hg38_ATP7A'], 'bio/DGA_DOID_8778_VAV1_textmining': ['bio/hg19_VAV1', 'bio/hg38_VAV1'], 'bio/DGA_DOID_8778_AATF_textmining': ['bio/hg19_AATF', 'bio/hg38_AATF'], 'bio/DGA_DOID_8778_DDX6_textmining': ['bio/hg19_DDX6', 'bio/hg38_DDX6'], 'bio/DGA_DOID_8778_PDLIM4_textmining': ['bio/hg19_PDLIM4', 'bio/hg38_PDLIM4'], 'bio/DGA_DOID_8778_PARD3_textmining': ['bio/hg19_PARD3', 'bio/hg38_PARD3'], 'bio/DGA_DOID_8778_CFD_textmining': ['bio/hg19_CFD', 'bio/hg38_CFD'], 'bio/DGA_DOID_8778_POMC_textmining': ['bio/hg19_POMC', 'bio/hg38_POMC'], 'bio/DGA_DOID_8778_EGLN1_textmining': ['bio/hg19_EGLN1', 'bio/hg38_EGLN1'], 'bio/DGA_DOID_8778_GJA1_textmining': ['bio/hg19_GJA1', 'bio/hg38_GJA1'], 'bio/DGA_DOID_8778_NRG1_textmining': ['bio/hg19_NRG1', 'bio/hg38_NRG1'], 'bio/DGA_DOID_8778_A1BG_textmining': ['bio/hg19_A1BG', 'bio/hg38_A1BG'], 'bio/DGA_DOID_8778_LY75_textmining': ['bio/hg19_LY75', 'bio/hg38_LY75'], 'bio/DGA_DOID_8778_GBP1_textmining': ['bio/hg19_GBP1', 'bio/hg38_GBP1'], 'bio/DGA_DOID_8778_TMEM59_textmining': ['bio/hg19_TMEM59', 'bio/hg38_TMEM59'], 'bio/DGA_DOID_8778_MAOA_textmining': ['bio/hg19_MAOA', 'bio/hg38_MAOA'], 'bio/DGA_DOID_8778_hsa-miR-224-5p_textmining': [], 'bio/DGA_DOID_8778_TCHH_textmining': ['bio/hg19_TCHH', 'bio/hg38_TCHH'], 'bio/DGA_DOID_8778_TUFM_textmining': ['bio/hg19_TUFM', 'bio/hg38_TUFM'], 'bio/DGA_DOID_8778_ERVW-1_textmining': ['bio/hg19_ERVW-1', 'bio/hg38_ERVW-1'], 'bio/DGA_DOID_8778_MCHR1_textmining': ['bio/hg19_MCHR1', 'bio/hg38_MCHR1'], 'bio/DGA_DOID_8778_SLC28A2_textmining': ['bio/hg19_SLC28A2', 'bio/hg38_SLC28A2'], 'bio/DGA_DOID_8778_DST_textmining': ['bio/hg19_DST', 'bio/hg38_DST'], 'bio/DGA_DOID_8778_BMP4_textmining': ['bio/hg19_BMP4', 'bio/hg38_BMP4'], 'bio/DGA_DOID_8778_CUL2_textmining': ['bio/hg19_CUL2', 'bio/hg38_CUL2'], 'bio/DGA_DOID_8778_VTI1B_textmining': ['bio/hg19_VTI1B', 'bio/hg38_VTI1B'], 'bio/DGA_DOID_8778_SLC39A5_textmining': ['bio/hg19_SLC39A5', 'bio/hg38_SLC39A5'], 'bio/DGA_DOID_8778_IL17RB_textmining': ['bio/hg19_IL17RB', 'bio/hg38_IL17RB'], 'bio/DGA_DOID_8778_IL22_textmining': ['bio/hg19_IL22', 'bio/hg38_IL22'], 'bio/DGA_DOID_8778_HLA-DRB5_textmining': ['bio/hg19_HLA-DRB5', 'bio/hg38_HLA-DRB5'], 'bio/DGA_DOID_8778_hsa-miR-4433b-5p_textmining': [], 'bio/DGA_DOID_8778_VEGFA_textmining': ['bio/hg19_VEGFA', 'bio/hg38_VEGFA'], 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'bio/hg38_CD33'], 'bio/DGA_DOID_8778_NOX1_textmining': ['bio/hg19_NOX1', 'bio/hg38_NOX1'], 'bio/DGA_DOID_8778_BGN_textmining': ['bio/hg19_BGN', 'bio/hg38_BGN'], 'bio/DGA_DOID_8778_EPGN_textmining': ['bio/hg19_EPGN', 'bio/hg38_EPGN'], 'bio/DGA_DOID_8778_BLOC1S6_textmining': ['bio/hg19_BLOC1S6', 'bio/hg38_BLOC1S6'], 'bio/DGA_DOID_8778_AMZ1_experiments': ['bio/hg19_AMZ1', 'bio/hg38_AMZ1'], 'bio/DGA_DOID_8778_BCKDHB_experiments': ['bio/hg19_BCKDHB', 'bio/hg38_BCKDHB'], 'bio/DGA_DOID_8778_SLC22A15_textmining': ['bio/hg19_SLC22A15', 'bio/hg38_SLC22A15'], 'bio/DGA_DOID_8778_NR1D1_textmining': ['bio/hg19_NR1D1', 'bio/hg38_NR1D1'], 'bio/DGA_DOID_8778_LEP_textmining': ['bio/hg19_LEP', 'bio/hg38_LEP'], 'bio/DGA_DOID_8778_CD244_textmining': ['bio/hg19_CD244', 'bio/hg38_CD244'], 'bio/DGA_DOID_8778_NT5E_textmining': ['bio/hg19_NT5E', 'bio/hg38_NT5E'], 'bio/DGA_DOID_8778_MSTN_textmining': ['bio/hg19_MSTN', 'bio/hg38_MSTN'], 'bio/DGA_DOID_8778_HAMP_textmining': ['bio/hg19_HAMP', 'bio/hg38_HAMP'], 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'bio/DGA_DOID_8778_TTC4_textmining': ['bio/hg19_TTC4', 'bio/hg38_TTC4'], 'bio/DGA_DOID_8778_IL11_textmining': ['bio/hg19_IL11', 'bio/hg38_IL11'], 'bio/DGA_DOID_8778_HTR3E_textmining': ['bio/hg19_HTR3E', 'bio/hg38_HTR3E'], 'bio/DGA_DOID_8778_RNF216_textmining': ['bio/hg19_RNF216', 'bio/hg38_RNF216'], 'bio/DGA_DOID_8778_PGLYRP4_textmining': ['bio/hg19_PGLYRP4', 'bio/hg38_PGLYRP4'], 'bio/DGA_DOID_8778_ZFP36L1_textmining': ['bio/hg19_ZFP36L1', 'bio/hg38_ZFP36L1'], 'bio/DGA_DOID_8778_TJP1_textmining': ['bio/hg19_TJP1', 'bio/hg38_TJP1'], 'bio/DGA_DOID_8778_TGFB1_textmining': ['bio/hg19_TGFB1', 'bio/hg38_TGFB1'], 'bio/DGA_DOID_8778_YBX1_textmining': ['bio/hg19_YBX1', 'bio/hg38_YBX1'], 'bio/DGA_DOID_8778_FOXD3_textmining': ['bio/hg19_FOXD3', 'bio/hg38_FOXD3'], 'bio/DGA_DOID_8778_DKK1_textmining': ['bio/hg19_DKK1', 'bio/hg38_DKK1'], 'bio/DGA_DOID_8778_ADRBK1_textmining': ['bio/hg19_ADRBK1'], 'bio/DGA_DOID_8778_MAATS1_textmining': ['bio/hg19_MAATS1', 'bio/hg38_MAATS1'], 'bio/DGA_DOID_8778_CLEC4C_textmining': ['bio/hg19_CLEC4C', 'bio/hg38_CLEC4C'], 'bio/DGA_DOID_8778_IL23R_experiments': ['bio/hg19_IL23R', 'bio/hg38_IL23R'], 'bio/DGA_DOID_8778_PPP5C_experiments': ['bio/hg19_PPP5C', 'bio/hg38_PPP5C'], 'bio/DGA_DOID_8778_MOG_textmining': ['bio/hg19_MOG', 'bio/hg38_MOG'], 'bio/DGA_DOID_8778_FNBP1L_textmining': ['bio/hg19_FNBP1L', 'bio/hg38_FNBP1L'], 'bio/DGA_DOID_8778_SLC35D1_experiments': ['bio/hg19_SLC35D1', 'bio/hg38_SLC35D1'], 'bio/DGA_DOID_8778_MMP10_textmining': ['bio/hg19_MMP10', 'bio/hg38_MMP10'], 'bio/DGA_DOID_8778_LGALS1_textmining': ['bio/hg19_LGALS1', 'bio/hg38_LGALS1'], 'bio/DGA_DOID_8778_PLCB2_textmining': ['bio/hg19_PLCB2', 'bio/hg38_PLCB2'], 'bio/DGA_DOID_8778_IPMK_textmining': ['bio/hg19_IPMK', 'bio/hg38_IPMK'], 'bio/DGA_DOID_8778_hsa-let-7b-5p_textmining': [], 'bio/DGA_DOID_8778_GUCY2C_textmining': ['bio/hg19_GUCY2C', 'bio/hg38_GUCY2C'], 'bio/DGA_DOID_8778_SUMO4_textmining': ['bio/hg19_SUMO4', 'bio/hg38_SUMO4'], 'bio/DGA_DOID_8778_PBOV1_textmining': ['bio/hg19_PBOV1', 'bio/hg38_PBOV1'], 'bio/DGA_DOID_8778_RAB11A_textmining': ['bio/hg19_RAB11A', 'bio/hg38_RAB11A'], 'bio/DGA_DOID_8778_INPPL1_textmining': ['bio/hg19_INPPL1', 'bio/hg38_INPPL1'], 'bio/DGA_DOID_8778_NTRK1_textmining': ['bio/hg19_NTRK1', 'bio/hg38_NTRK1'], 'bio/DGA_DOID_8778_FANCC_textmining': ['bio/hg19_FANCC', 'bio/hg38_FANCC'], 'bio/DGA_DOID_8778_ITGA2B_textmining': ['bio/hg19_ITGA2B', 'bio/hg38_ITGA2B'], 'bio/DGA_DOID_8778_hsa-miR-141-3p_textmining': [], 'bio/DGA_DOID_8778_TXNL4A_experiments': ['bio/hg19_TXNL4A', 'bio/hg38_TXNL4A'], 'bio/DGA_DOID_8778_NOS1_textmining': ['bio/hg19_NOS1', 'bio/hg38_NOS1'], 'bio/DGA_DOID_8778_PLA2G2A_textmining': ['bio/hg19_PLA2G2A', 'bio/hg38_PLA2G2A'], 'bio/DGA_DOID_8778_CXCL14_textmining': ['bio/hg19_CXCL14', 'bio/hg38_CXCL14'], 'bio/DGA_DOID_8778_RPS3A_textmining': ['bio/hg19_RPS3A', 'bio/hg38_RPS3A'], 'bio/DGA_DOID_8778_PRDX5_experiments': ['bio/hg19_PRDX5', 'bio/hg38_PRDX5'], 'bio/DGA_DOID_8778_IRGM_experiments': ['bio/hg19_IRGM', 'bio/hg38_IRGM'], 'bio/DGA_DOID_8778_AQP5_textmining': ['bio/hg19_AQP5', 'bio/hg38_AQP5'], 'bio/DGA_DOID_8778_SHISA4_textmining': ['bio/hg19_SHISA4', 'bio/hg38_SHISA4'], 'bio/DGA_DOID_8778_ABRACL_textmining': ['bio/hg19_ABRACL', 'bio/hg38_ABRACL'], 'bio/DGA_DOID_8778_CISD1_textmining': ['bio/hg19_CISD1', 'bio/hg38_CISD1'], 'bio/DGA_DOID_8778_HSPA1B_textmining': ['bio/hg19_HSPA1B', 'bio/hg38_HSPA1B'], 'bio/DGA_DOID_8778_CLEC1A_textmining': ['bio/hg19_CLEC1A', 'bio/hg38_CLEC1A'], 'bio/DGA_DOID_8778_TNFRSF12A_textmining': ['bio/hg19_TNFRSF12A', 'bio/hg38_TNFRSF12A'], 'bio/DGA_DOID_8778_CD28_textmining': ['bio/hg19_CD28', 'bio/hg38_CD28'], 'bio/DGA_DOID_8778_SNORA26_textmining': ['bio/hg19_SNORA26', 'bio/hg38_SNORA26'], 'bio/DGA_DOID_8778_PDE4D_textmining': ['bio/hg19_PDE4D', 'bio/hg38_PDE4D'], 'bio/DGA_DOID_8778_MTHFR_textmining': ['bio/hg19_MTHFR', 'bio/hg38_MTHFR'], 'bio/DGA_DOID_8778_RHOG_textmining': ['bio/hg19_RHOG', 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['bio/hg19_PDGFRB', 'bio/hg38_PDGFRB'], 'bio/DGA_DOID_8778_GCK_textmining': ['bio/hg19_GCK', 'bio/hg38_GCK'], 'bio/DGA_DOID_8778_FBLIM1_textmining': ['bio/hg19_FBLIM1', 'bio/hg38_FBLIM1'], 'bio/DGA_DOID_8778_EP300_textmining': ['bio/hg19_EP300', 'bio/hg38_EP300'], 'bio/DGA_DOID_8778_DNM2_textmining': ['bio/hg19_DNM2', 'bio/hg38_DNM2'], 'bio/DGA_DOID_8778_ACSL1_textmining': ['bio/hg19_ACSL1', 'bio/hg38_ACSL1'], 'bio/DGA_DOID_8778_HLA-DOA_textmining': ['bio/hg19_HLA-DOA', 'bio/hg38_HLA-DOA'], 'bio/DGA_DOID_8778_CLDN15_textmining': ['bio/hg19_CLDN15', 'bio/hg38_CLDN15'], 'bio/DGA_DOID_8778_LRRC15_textmining': ['bio/hg19_LRRC15', 'bio/hg38_LRRC15'], 'bio/DGA_DOID_8778_EDAR_textmining': ['bio/hg19_EDAR', 'bio/hg38_EDAR'], 'bio/DGA_DOID_8778_SYVN1_textmining': ['bio/hg19_SYVN1', 'bio/hg38_SYVN1'], 'bio/DGA_DOID_8778_PRDX6_textmining': ['bio/hg19_PRDX6', 'bio/hg38_PRDX6'], 'bio/DGA_DOID_8778_PDGFA_textmining': ['bio/hg19_PDGFA', 'bio/hg38_PDGFA'], 'bio/DGA_DOID_8778_NPBWR2_textmining': ['bio/hg19_NPBWR2', 'bio/hg38_NPBWR2'], 'bio/DGA_DOID_8778_ERF_textmining': ['bio/hg19_ERF', 'bio/hg38_ERF'], 'bio/DGA_DOID_8778_MSH5_textmining': ['bio/hg19_MSH5', 'bio/hg38_MSH5'], 'bio/DGA_DOID_8778_ACTG1_textmining': ['bio/hg19_ACTG1', 'bio/hg38_ACTG1'], 'bio/DGA_DOID_8778_TRL-TAG1_textmining': [], 'bio/DGA_DOID_8778_HLA-G_textmining': ['bio/hg19_HLA-G', 'bio/hg38_HLA-G'], 'bio/DGA_DOID_8778_MUC5B_textmining': ['bio/hg19_MUC5B', 'bio/hg38_MUC5B'], 'bio/DGA_DOID_8778_MSR1_textmining': ['bio/hg19_MSR1', 'bio/hg38_MSR1'], 'bio/DGA_DOID_8778_CDC42SE2_experiments': ['bio/hg19_CDC42SE2', 'bio/hg38_CDC42SE2'], 'bio/DGA_DOID_8778_WDFY3_textmining': ['bio/hg19_WDFY3', 'bio/hg38_WDFY3'], 'bio/DGA_DOID_8778_MUTYH_textmining': ['bio/hg19_MUTYH', 'bio/hg38_MUTYH'], 'bio/DGA_DOID_8778_ELMO1_textmining': ['bio/hg19_ELMO1', 'bio/hg38_ELMO1'], 'bio/DGA_DOID_8778_LCT_textmining': ['bio/hg19_LCT', 'bio/hg38_LCT'], 'bio/DGA_DOID_8778_CAPN11_textmining': ['bio/hg19_CAPN11', 'bio/hg38_CAPN11'], 'bio/DGA_DOID_8778_ITGAM_textmining': ['bio/hg19_ITGAM', 'bio/hg38_ITGAM'], 'bio/DGA_DOID_8778_GIF_textmining': ['bio/hg19_GIF', 'bio/hg38_GIF'], 'bio/DGA_DOID_8778_PPP3R1_textmining': ['bio/hg19_PPP3R1', 'bio/hg38_PPP3R1'], 'bio/DGA_DOID_8778_hsa-miR-145-5p_textmining': [], 'bio/DGA_DOID_8778_DCN_textmining': ['bio/hg19_DCN', 'bio/hg38_DCN'], 'bio/DGA_DOID_8778_ECHDC1_textmining': ['bio/hg19_ECHDC1', 'bio/hg38_ECHDC1'], 'bio/DGA_DOID_8778_RB1CC1_textmining': ['bio/hg19_RB1CC1', 'bio/hg38_RB1CC1'], 'bio/DGA_DOID_8778_MT1B_textmining': ['bio/hg19_MT1B', 'bio/hg38_MT1B'], 'bio/DGA_DOID_8778_BCL3_textmining': ['bio/hg19_BCL3', 'bio/hg38_BCL3'], 'bio/DGA_DOID_8778_GUSB_textmining': ['bio/hg19_GUSB', 'bio/hg38_GUSB'], 'bio/DGA_DOID_8778_ADCY3_experiments': ['bio/hg19_ADCY3', 'bio/hg38_ADCY3'], 'bio/DGA_DOID_8778_SLC4A4_textmining': ['bio/hg19_SLC4A4', 'bio/hg38_SLC4A4'], 'bio/DGA_DOID_8778_SLC9A4_textmining': ['bio/hg19_SLC9A4', 'bio/hg38_SLC9A4'], 'bio/DGA_DOID_8778_EDA_textmining': 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'bio/DGA_DOID_8778_MIP_textmining': ['bio/hg19_MIP', 'bio/hg38_MIP'], 'bio/DGA_DOID_8778_WNT5A_textmining': ['bio/hg19_WNT5A', 'bio/hg38_WNT5A'], 'bio/DGA_DOID_8778_SETD1A_textmining': ['bio/hg19_SETD1A', 'bio/hg38_SETD1A'], 'bio/DGA_DOID_8778_POSTN_textmining': ['bio/hg19_POSTN', 'bio/hg38_POSTN'], 'bio/DGA_DOID_8778_ARHGEF3_textmining': ['bio/hg19_ARHGEF3', 'bio/hg38_ARHGEF3'], 'bio/DGA_DOID_8778_VAMP2_textmining': ['bio/hg19_VAMP2', 'bio/hg38_VAMP2'], 'bio/DGA_DOID_8778_LTA_textmining': ['bio/hg19_LTA', 'bio/hg38_LTA'], 'bio/DGA_DOID_8778_CD9_textmining': ['bio/hg19_CD9', 'bio/hg38_CD9'], 'bio/DGA_DOID_8778_ITGA5_textmining': ['bio/hg19_ITGA5', 'bio/hg38_ITGA5'], 'bio/DGA_DOID_8778_ASGR1_textmining': ['bio/hg19_ASGR1', 'bio/hg38_ASGR1'], 'bio/DGA_DOID_8778_FRMPD2_textmining': ['bio/hg19_FRMPD2', 'bio/hg38_FRMPD2'], 'bio/DGA_DOID_8778_SLC6A19_textmining': ['bio/hg19_SLC6A19', 'bio/hg38_SLC6A19'], 'bio/DGA_DOID_8778_BCL2L12_textmining': ['bio/hg19_BCL2L12', 'bio/hg38_BCL2L12'], 'bio/DGA_DOID_8778_SLC2A4RG_textmining': ['bio/hg19_SLC2A4RG', 'bio/hg38_SLC2A4RG'], 'bio/DGA_DOID_8778_SFRP1_textmining': ['bio/hg19_SFRP1', 'bio/hg38_SFRP1'], 'bio/DGA_DOID_8778_UNC13D_textmining': ['bio/hg19_UNC13D', 'bio/hg38_UNC13D'], 'bio/DGA_DOID_8778_KSR1_experiments': ['bio/hg19_KSR1', 'bio/hg38_KSR1'], 'bio/DGA_DOID_8778_CHGA_textmining': ['bio/hg19_CHGA', 'bio/hg38_CHGA'], 'bio/DGA_DOID_8778_DEFB107B_textmining': ['bio/hg19_DEFB107B', 'bio/hg38_DEFB107B'], 'bio/DGA_DOID_8778_CYP1A1_textmining': ['bio/hg19_CYP1A1', 'bio/hg38_CYP1A1'], 'bio/DGA_DOID_8778_PDGFRA_textmining': ['bio/hg19_PDGFRA', 'bio/hg38_PDGFRA'], 'bio/DGA_DOID_8778_PXK_textmining': ['bio/hg19_PXK', 'bio/hg38_PXK'], 'bio/DGA_DOID_8778_SUCO_textmining': ['bio/hg19_SUCO', 'bio/hg38_SUCO'], 'bio/DGA_DOID_8778_MAZ_textmining': ['bio/hg19_MAZ', 'bio/hg38_MAZ'], 'bio/DGA_DOID_8778_IL18BP_textmining': ['bio/hg19_IL18BP', 'bio/hg38_IL18BP'], 'bio/DGA_DOID_8778_LPIN2_textmining': ['bio/hg19_LPIN2', 'bio/hg38_LPIN2'], 'bio/DGA_DOID_8778_SCN10A_textmining': ['bio/hg19_SCN10A', 'bio/hg38_SCN10A'], 'bio/DGA_DOID_8778_SCUBE3_textmining': ['bio/hg19_SCUBE3', 'bio/hg38_SCUBE3'], 'bio/DGA_DOID_8778_MST1_experiments': ['bio/hg19_MST1', 'bio/hg38_MST1'], 'bio/DGA_DOID_8778_GNA12_experiments': ['bio/hg19_GNA12', 'bio/hg38_GNA12'], 'bio/DGA_DOID_8778_REG3A_textmining': ['bio/hg19_REG3A', 'bio/hg38_REG3A'], 'bio/DGA_DOID_8778_TGFB2_textmining': ['bio/hg19_TGFB2', 'bio/hg38_TGFB2'], 'bio/DGA_DOID_8778_VASP_textmining': ['bio/hg19_VASP', 'bio/hg38_VASP'], 'bio/DGA_DOID_8778_ANXA6_textmining': ['bio/hg19_ANXA6', 'bio/hg38_ANXA6'], 'bio/DGA_DOID_8778_LACC1_textmining': ['bio/hg19_LACC1', 'bio/hg38_LACC1'], 'bio/DGA_DOID_8778_EGR2_textmining': ['bio/hg19_EGR2', 'bio/hg38_EGR2'], 'bio/DGA_DOID_8778_TNFSF10_textmining': ['bio/hg19_TNFSF10', 'bio/hg38_TNFSF10'], 'bio/DGA_DOID_8778_SMAD2_textmining': ['bio/hg19_SMAD2', 'bio/hg38_SMAD2'], 'bio/DGA_DOID_8778_NADSYN1_textmining': ['bio/hg19_NADSYN1', 'bio/hg38_NADSYN1'], 'bio/DGA_DOID_8778_KIF5A_textmining': ['bio/hg19_KIF5A', 'bio/hg38_KIF5A'], 'bio/DGA_DOID_8778_GH1_textmining': ['bio/hg19_GH1', 'bio/hg38_GH1'], 'bio/DGA_DOID_8778_CAPSL_textmining': ['bio/hg19_CAPSL', 'bio/hg38_CAPSL'], 'bio/DGA_DOID_8778_KRT7_textmining': ['bio/hg19_KRT7', 'bio/hg38_KRT7'], 'bio/DGA_DOID_8778_ST3GAL6_textmining': ['bio/hg19_ST3GAL6', 'bio/hg38_ST3GAL6'], 'bio/DGA_DOID_8778_LINC01556_textmining': ['bio/hg19_LINC01556', 'bio/hg38_LINC01556'], 'bio/DGA_DOID_8778_SETD2_textmining': ['bio/hg19_SETD2', 'bio/hg38_SETD2'], 'bio/DGA_DOID_8778_FAM213A_textmining': ['bio/hg19_FAM213A'], 'bio/DGA_DOID_8778_SLC22A12_textmining': ['bio/hg19_SLC22A12', 'bio/hg38_SLC22A12'], 'bio/DGA_DOID_8778_CEACAM6_textmining': ['bio/hg19_CEACAM6', 'bio/hg38_CEACAM6'], 'bio/DGA_DOID_8778_ENSP00000412457_textmining': [], 'bio/DGA_DOID_8778_TBP_textmining': ['bio/hg19_TBP', 'bio/hg38_TBP'], 'bio/DGA_DOID_8778_AGER_textmining': ['bio/hg19_AGER', 'bio/hg38_AGER'], 'bio/DGA_DOID_8778_EIF2AK2_textmining': ['bio/hg19_EIF2AK2', 'bio/hg38_EIF2AK2'], 'bio/DGA_DOID_8778_RNF186_experiments': ['bio/hg19_RNF186', 'bio/hg38_RNF186'], 'bio/DGA_DOID_8778_hsa-miR-101-3p_textmining': [], 'bio/DGA_DOID_8778_GRAP2_textmining': ['bio/hg19_GRAP2', 'bio/hg38_GRAP2'], 'bio/DGA_DOID_8778_SRCIN1_textmining': ['bio/hg19_SRCIN1', 'bio/hg38_SRCIN1'], 'bio/DGA_DOID_8778_DEXI_textmining': ['bio/hg19_DEXI', 'bio/hg38_DEXI'], 'bio/DGA_DOID_8778_STAT2_textmining': ['bio/hg19_STAT2', 'bio/hg38_STAT2'], 'bio/DGA_DOID_8778_DMBT1_textmining': ['bio/hg19_DMBT1', 'bio/hg38_DMBT1'], 'bio/DGA_DOID_8778_ERC1_textmining': ['bio/hg19_ERC1', 'bio/hg38_ERC1'], 'bio/DGA_DOID_8778_PYCARD_textmining': ['bio/hg19_PYCARD', 'bio/hg38_PYCARD'], 'bio/DGA_DOID_8778_EPHA3_textmining': ['bio/hg19_EPHA3', 'bio/hg38_EPHA3'], 'bio/DGA_DOID_8778_UCP1_textmining': ['bio/hg19_UCP1', 'bio/hg38_UCP1'], 'bio/DGA_DOID_8778_CCL22_textmining': ['bio/hg19_CCL22', 'bio/hg38_CCL22'], 'bio/DGA_DOID_8778_CCL21_textmining': ['bio/hg19_CCL21', 'bio/hg38_CCL21'], 'bio/DGA_DOID_8778_RP3-395M20.8_textmining': [], 'bio/DGA_DOID_8778_MED19_textmining': ['bio/hg19_MED19', 'bio/hg38_MED19'], 'bio/DGA_DOID_8778_SECISBP2L_textmining': ['bio/hg19_SECISBP2L', 'bio/hg38_SECISBP2L'], 'bio/DGA_DOID_8778_UNC50_textmining': ['bio/hg19_UNC50', 'bio/hg38_UNC50'], 'bio/DGA_DOID_8778_MPL_textmining': ['bio/hg19_MPL', 'bio/hg38_MPL'], 'bio/DGA_DOID_8778_OR10P1_textmining': ['bio/hg19_OR10P1', 'bio/hg38_OR10P1'], 'bio/DGA_DOID_8778_MBP_textmining': ['bio/hg19_MBP', 'bio/hg38_MBP'], 'bio/DGA_DOID_8778_BAX_textmining': ['bio/hg19_BAX', 'bio/hg38_BAX'], 'bio/DGA_DOID_8778_DFFB_textmining': ['bio/hg19_DFFB', 'bio/hg38_DFFB'], 'bio/DGA_DOID_8778_SERPINE1_textmining': ['bio/hg19_SERPINE1', 'bio/hg38_SERPINE1'], 'bio/DGA_DOID_8778_NELFCD_textmining': ['bio/hg19_NELFCD', 'bio/hg38_NELFCD'], 'bio/DGA_DOID_8778_CDKN1C_textmining': ['bio/hg19_CDKN1C', 'bio/hg38_CDKN1C'], 'bio/DGA_DOID_8778_SHH_textmining': ['bio/hg19_SHH', 'bio/hg38_SHH'], 'bio/DGA_DOID_8778_NAALADL1_textmining': ['bio/hg19_NAALADL1', 'bio/hg38_NAALADL1'], 'bio/DGA_DOID_8778_PYCR1_textmining': ['bio/hg19_PYCR1', 'bio/hg38_PYCR1'], 'bio/DGA_DOID_8778_BTBD8_textmining': ['bio/hg19_BTBD8', 'bio/hg38_BTBD8'], 'bio/DGA_DOID_8778_CLEC1B_textmining': ['bio/hg19_CLEC1B', 'bio/hg38_CLEC1B'], 'bio/DGA_DOID_8778_CAPN7_textmining': ['bio/hg19_CAPN7', 'bio/hg38_CAPN7'], 'bio/DGA_DOID_8778_TRADD_textmining': ['bio/hg19_TRADD', 'bio/hg38_TRADD'], 'bio/DGA_DOID_8778_CCR3_textmining': ['bio/hg19_CCR3', 'bio/hg38_CCR3'], 'bio/DGA_DOID_8778_S1PR4_textmining': ['bio/hg19_S1PR4', 'bio/hg38_S1PR4'], 'bio/DGA_DOID_8778_REEP3_textmining': ['bio/hg19_REEP3', 'bio/hg38_REEP3'], 'bio/DGA_DOID_8778_hsa-let-7i-5p_textmining': [], 'bio/DGA_DOID_8778_SNX20_textmining': ['bio/hg19_SNX20', 'bio/hg38_SNX20'], 'bio/DGA_DOID_8778_SULT1A3_textmining': ['bio/hg19_SULT1A3', 'bio/hg38_SULT1A3'], 'bio/DGA_DOID_8778_HIST1H4J_textmining': ['bio/hg19_HIST1H4J', 'bio/hg38_HIST1H4J'], 'bio/DGA_DOID_8778_RP11-387H17.4_textmining': [], 'bio/DGA_DOID_8778_SIRT6_textmining': ['bio/hg19_SIRT6', 'bio/hg38_SIRT6'], 'bio/DGA_DOID_8778_SLC39A4_textmining': ['bio/hg19_SLC39A4', 'bio/hg38_SLC39A4'], 'bio/DGA_DOID_8778_DLL1_textmining': ['bio/hg19_DLL1', 'bio/hg38_DLL1'], 'bio/DGA_DOID_8778_SNCA_textmining': ['bio/hg19_SNCA', 'bio/hg38_SNCA'], 'bio/DGA_DOID_8778_ZNF436_textmining': ['bio/hg19_ZNF436', 'bio/hg38_ZNF436'], 'bio/DGA_DOID_8778_TLR10_textmining': ['bio/hg19_TLR10', 'bio/hg38_TLR10'], 'bio/DGA_DOID_8778_BCHE_textmining': ['bio/hg19_BCHE', 'bio/hg38_BCHE'], 'bio/DGA_DOID_8778_RBX1_textmining': ['bio/hg19_RBX1', 'bio/hg38_RBX1'], 'bio/DGA_DOID_8778_KRT20_textmining': ['bio/hg19_KRT20', 'bio/hg38_KRT20'], 'bio/DGA_DOID_8778_UBE3A_textmining': ['bio/hg19_UBE3A', 'bio/hg38_UBE3A'], 'bio/DGA_DOID_8778_ST6GALNAC2_textmining': ['bio/hg19_ST6GALNAC2', 'bio/hg38_ST6GALNAC2'], 'bio/DGA_DOID_8778_28S_rRNA_textmining': [], 'bio/DGA_DOID_8778_FOXP1_textmining': ['bio/hg19_FOXP1', 'bio/hg38_FOXP1'], 'bio/DGA_DOID_8778_PKM_textmining': ['bio/hg19_PKM', 'bio/hg38_PKM'], 'bio/DGA_DOID_8778_MEG8_textmining': ['bio/hg19_MEG8', 'bio/hg38_MEG8'], 'bio/DGA_DOID_8778_SYMPK_textmining': ['bio/hg19_SYMPK', 'bio/hg38_SYMPK'], 'bio/DGA_DOID_8778_CXCL10_textmining': ['bio/hg19_CXCL10', 'bio/hg38_CXCL10'], 'bio/DGA_DOID_8778_IKZF1_experiments': ['bio/hg19_IKZF1', 'bio/hg38_IKZF1'], 'bio/DGA_DOID_8778_TSPAN4_textmining': ['bio/hg19_TSPAN4', 'bio/hg38_TSPAN4'], 'bio/DGA_DOID_8778_MAP2K3_textmining': ['bio/hg19_MAP2K3', 'bio/hg38_MAP2K3'], 'bio/DGA_DOID_8778_LBR_textmining': ['bio/hg19_LBR', 'bio/hg38_LBR'], 'bio/DGA_DOID_8778_LSP1_experiments': ['bio/hg19_LSP1', 'bio/hg38_LSP1'], 'bio/DGA_DOID_8778_WASL_textmining': ['bio/hg19_WASL', 'bio/hg38_WASL'], 'bio/DGA_DOID_8778_KLRB1_textmining': ['bio/hg19_KLRB1', 'bio/hg38_KLRB1'], 'bio/DGA_DOID_8778_PDPN_textmining': ['bio/hg19_PDPN', 'bio/hg38_PDPN'], 'bio/DGA_DOID_8778_SLC9A3_textmining': ['bio/hg19_SLC9A3', 'bio/hg38_SLC9A3'], 'bio/DGA_DOID_8778_ZBTB46_textmining': ['bio/hg19_ZBTB46', 'bio/hg38_ZBTB46'], 'bio/DGA_DOID_8778_CD160_textmining': ['bio/hg19_CD160', 'bio/hg38_CD160'], 'bio/DGA_DOID_8778_SEMA4A_textmining': ['bio/hg19_SEMA4A', 'bio/hg38_SEMA4A'], 'bio/DGA_DOID_8778_C2orf69_textmining': ['bio/hg19_C2orf69', 'bio/hg38_C2orf69'], 'bio/DGA_DOID_8778_hsa-miR-200c-3p_textmining': [], 'bio/DGA_DOID_8778_CCHCR1_textmining': ['bio/hg19_CCHCR1', 'bio/hg38_CCHCR1'], 'bio/DGA_DOID_8778_SOX2_textmining': ['bio/hg19_SOX2', 'bio/hg38_SOX2'], 'bio/DGA_DOID_8778_GALNT2_textmining': ['bio/hg19_GALNT2', 'bio/hg38_GALNT2'], 'bio/DGA_DOID_8778_hsa-miR-29b-3p_textmining': [], 'bio/DGA_DOID_8778_ACSM2A_textmining': ['bio/hg19_ACSM2A', 'bio/hg38_ACSM2A'], 'bio/DGA_DOID_8778_KLRC4_textmining': ['bio/hg19_KLRC4', 'bio/hg38_KLRC4'], 'bio/DGA_DOID_8778_ITPA_textmining': ['bio/hg19_ITPA', 'bio/hg38_ITPA'], 'bio/DGA_DOID_8778_ADIRF_textmining': ['bio/hg19_ADIRF', 'bio/hg38_ADIRF'], 'bio/DGA_DOID_8778_PRKCB_experiments': ['bio/hg19_PRKCB', 'bio/hg38_PRKCB'], 'bio/DGA_DOID_8778_NR4A1_textmining': ['bio/hg19_NR4A1', 'bio/hg38_NR4A1'], 'bio/DGA_DOID_8778_C5orf66_experiments': ['bio/hg19_C5orf66', 'bio/hg38_C5orf66'], 'bio/DGA_DOID_8778_PLET1_textmining': ['bio/hg19_PLET1', 'bio/hg38_PLET1'], 'bio/DGA_DOID_8778_IL2RA_experiments': ['bio/hg19_IL2RA', 'bio/hg38_IL2RA'], 'bio/DGA_DOID_8778_RAB29_textmining': ['bio/hg19_RAB29', 'bio/hg38_RAB29'], 'bio/DGA_DOID_8778_EIF5B_textmining': ['bio/hg19_EIF5B', 'bio/hg38_EIF5B'], 'bio/DGA_DOID_8778_KCNG4_textmining': ['bio/hg19_KCNG4', 'bio/hg38_KCNG4'], 'bio/DGA_DOID_8778_18S_rRNA_textmining': [], 'bio/DGA_DOID_8778_BRD1_textmining': ['bio/hg19_BRD1', 'bio/hg38_BRD1'], 'bio/DGA_DOID_8778_AQP1_textmining': ['bio/hg19_AQP1', 'bio/hg38_AQP1'], 'bio/DGA_DOID_8778_LPP_textmining': ['bio/hg19_LPP', 'bio/hg38_LPP'], 'bio/DGA_DOID_8778_TLR6_textmining': ['bio/hg19_TLR6', 'bio/hg38_TLR6'], 'bio/DGA_DOID_8778_DENND1B_textmining': ['bio/hg19_DENND1B', 'bio/hg38_DENND1B'], 'bio/DGA_DOID_8778_KRT16_textmining': ['bio/hg19_KRT16', 'bio/hg38_KRT16'], 'bio/DGA_DOID_8778_KLF13_textmining': ['bio/hg19_KLF13', 'bio/hg38_KLF13'], 'bio/DGA_DOID_8778_CENPW_textmining': ['bio/hg19_CENPW', 'bio/hg38_CENPW'], 'bio/DGA_DOID_8778_SLC43A3_experiments': ['bio/hg19_SLC43A3', 'bio/hg38_SLC43A3'], 'bio/DGA_DOID_8778_ADAM10_textmining': ['bio/hg19_ADAM10', 'bio/hg38_ADAM10'], 'bio/DGA_DOID_8778_SLC29A3_textmining': ['bio/hg19_SLC29A3', 'bio/hg38_SLC29A3'], 'bio/DGA_DOID_8778_SCARB1_textmining': ['bio/hg19_SCARB1', 'bio/hg38_SCARB1'], 'bio/DGA_DOID_8778_CARTPT_textmining': ['bio/hg19_CARTPT', 'bio/hg38_CARTPT'], 'bio/DGA_DOID_8778_PIEZO1_textmining': ['bio/hg19_PIEZO1', 'bio/hg38_PIEZO1'], 'bio/DGA_DOID_8778_IKZF2_textmining': ['bio/hg19_IKZF2', 'bio/hg38_IKZF2'], 'bio/DGA_DOID_8778_MUC6_textmining': ['bio/hg19_MUC6', 'bio/hg38_MUC6'], 'bio/DGA_DOID_8778_IL36RN_textmining': ['bio/hg19_IL36RN', 'bio/hg38_IL36RN'], 'bio/DGA_DOID_8778_HAPLN1_textmining': ['bio/hg19_HAPLN1', 'bio/hg38_HAPLN1'], 'bio/DGA_DOID_8778_OR13C4_textmining': ['bio/hg19_OR13C4', 'bio/hg38_OR13C4'], 'bio/DGA_DOID_8778_MLNR_textmining': ['bio/hg19_MLNR', 'bio/hg38_MLNR'], 'bio/DGA_DOID_8778_KIAA1614_textmining': ['bio/hg19_KIAA1614', 'bio/hg38_KIAA1614'], 'bio/DGA_DOID_8778_EDIL3_textmining': ['bio/hg19_EDIL3', 'bio/hg38_EDIL3'], 'bio/DGA_DOID_8778_AXL_textmining': ['bio/hg19_AXL', 'bio/hg38_AXL'], 'bio/DGA_DOID_8778_CD276_textmining': ['bio/hg19_CD276', 'bio/hg38_CD276'], 'bio/DGA_DOID_8778_STARD13_textmining': ['bio/hg19_STARD13', 'bio/hg38_STARD13'], 'bio/DGA_DOID_8778_CD44_textmining': ['bio/hg19_CD44', 'bio/hg38_CD44'], 'bio/DGA_DOID_8778_HECTD4_textmining': ['bio/hg19_HECTD4', 'bio/hg38_HECTD4'], 'bio/DGA_DOID_8778_PTPRN2_textmining': ['bio/hg19_PTPRN2', 'bio/hg38_PTPRN2'], 'bio/DGA_DOID_8778_OR5V1_textmining': ['bio/hg19_OR5V1', 'bio/hg38_OR5V1'], 'bio/DGA_DOID_8778_THPO_textmining': ['bio/hg19_THPO', 'bio/hg38_THPO'], 'bio/DGA_DOID_8778_CPB2_textmining': ['bio/hg19_CPB2', 'bio/hg38_CPB2'], 'bio/DGA_DOID_8778_ZNF174_textmining': ['bio/hg19_ZNF174', 'bio/hg38_ZNF174'], 'bio/DGA_DOID_8778_OAS3_textmining': ['bio/hg19_OAS3', 'bio/hg38_OAS3'], 'bio/DGA_DOID_8778_AHSP_textmining': ['bio/hg19_AHSP', 'bio/hg38_AHSP'], 'bio/DGA_DOID_8778_ALDH9A1_textmining': ['bio/hg19_ALDH9A1', 'bio/hg38_ALDH9A1'], 'bio/DGA_DOID_8778_YY1_textmining': ['bio/hg19_YY1', 'bio/hg38_YY1'], 'bio/DGA_DOID_8778_PBX2_textmining': ['bio/hg19_PBX2', 'bio/hg38_PBX2'], 'bio/DGA_DOID_8778_CISH_textmining': ['bio/hg19_CISH', 'bio/hg38_CISH'], 'bio/DGA_DOID_8778_CDR2_textmining': ['bio/hg19_CDR2', 'bio/hg38_CDR2'], 'bio/DGA_DOID_8778_GCG_textmining': ['bio/hg19_GCG', 'bio/hg38_GCG'], 'bio/DGA_DOID_8778_SCAMP3_textmining': ['bio/hg19_SCAMP3', 'bio/hg38_SCAMP3'], 'bio/DGA_DOID_8778_AGRP_textmining': ['bio/hg19_AGRP', 'bio/hg38_AGRP'], 'bio/DGA_DOID_8778_G6PC_textmining': ['bio/hg19_G6PC', 'bio/hg38_G6PC'], 'bio/DGA_DOID_8778_MBL2_textmining': ['bio/hg19_MBL2', 'bio/hg38_MBL2'], 'bio/DGA_DOID_8778_MEP1A_textmining': ['bio/hg19_MEP1A', 'bio/hg38_MEP1A'], 'bio/DGA_DOID_8778_DUOXA1_textmining': ['bio/hg19_DUOXA1', 'bio/hg38_DUOXA1'], 'bio/DGA_DOID_8778_SYK_textmining': ['bio/hg19_SYK', 'bio/hg38_SYK'], 'bio/DGA_DOID_8778_ATG16L2_textmining': ['bio/hg19_ATG16L2', 'bio/hg38_ATG16L2'], 'bio/DGA_DOID_8778_IL2RB_textmining': ['bio/hg19_IL2RB', 'bio/hg38_IL2RB'], 'bio/DGA_DOID_8778_KIF9-AS1_textmining': ['bio/hg19_KIF9-AS1', 'bio/hg38_KIF9-AS1'], 'bio/DGA_DOID_8778_FLG2_textmining': ['bio/hg19_FLG2', 'bio/hg38_FLG2'], 'bio/DGA_DOID_8778_LRPAP1_textmining': ['bio/hg19_LRPAP1', 'bio/hg38_LRPAP1'], 'bio/DGA_DOID_8778_VEGFB_textmining': ['bio/hg19_VEGFB', 'bio/hg38_VEGFB'], 'bio/DGA_DOID_8778_CTNNA3_textmining': ['bio/hg19_CTNNA3', 'bio/hg38_CTNNA3'], 'bio/DGA_DOID_8778_hsa-miR-215-5p_textmining': [], 'bio/DGA_DOID_8778_TLR8_textmining': ['bio/hg19_TLR8', 'bio/hg38_TLR8'], 'bio/DGA_DOID_8778_ORMDL1_textmining': ['bio/hg19_ORMDL1', 'bio/hg38_ORMDL1'], 'bio/DGA_DOID_8778_TOP3B_experiments': ['bio/hg19_TOP3B', 'bio/hg38_TOP3B'], 'bio/DGA_DOID_8778_ST3GAL3_textmining': ['bio/hg19_ST3GAL3', 'bio/hg38_ST3GAL3'], 'bio/DGA_DOID_8778_PTPN6_textmining': ['bio/hg19_PTPN6', 'bio/hg38_PTPN6'], 'bio/DGA_DOID_8778_GPR83_textmining': ['bio/hg19_GPR83', 'bio/hg38_GPR83'], 'bio/DGA_DOID_8778_CORT_textmining': ['bio/hg19_CORT', 'bio/hg38_CORT'], 'bio/DGA_DOID_8778_IRF5_experiments': ['bio/hg19_IRF5', 'bio/hg38_IRF5'], 'bio/DGA_DOID_8778_CDK2_textmining': ['bio/hg19_CDK2', 'bio/hg38_CDK2'], 'bio/DGA_DOID_8778_RAPGEF3_textmining': ['bio/hg19_RAPGEF3', 'bio/hg38_RAPGEF3'], 'bio/DGA_DOID_8778_IFNG_experiments': ['bio/hg19_IFNG', 'bio/hg38_IFNG'], 'bio/DGA_DOID_8778_AK3_textmining': ['bio/hg19_AK3', 'bio/hg38_AK3'], 'bio/DGA_DOID_8778_XCR1_textmining': ['bio/hg19_XCR1', 'bio/hg38_XCR1'], 'bio/DGA_DOID_8778_HMOX1_textmining': ['bio/hg19_HMOX1', 'bio/hg38_HMOX1'], 'bio/DGA_DOID_8778_TAF1L_textmining': ['bio/hg19_TAF1L', 'bio/hg38_TAF1L'], 'bio/DGA_DOID_8778_VAV3_textmining': ['bio/hg19_VAV3', 'bio/hg38_VAV3'], 'bio/DGA_DOID_8778_MRPL20_textmining': ['bio/hg19_MRPL20', 'bio/hg38_MRPL20'], 'bio/DGA_DOID_8778_ZNF133_textmining': ['bio/hg19_ZNF133', 'bio/hg38_ZNF133'], 'bio/DGA_DOID_8778_LGR4_textmining': ['bio/hg19_LGR4', 'bio/hg38_LGR4'], 'bio/DGA_DOID_8778_GPX1_textmining': ['bio/hg19_GPX1', 'bio/hg38_GPX1'], 'bio/DGA_DOID_8778_MAP3K14_textmining': ['bio/hg19_MAP3K14', 'bio/hg38_MAP3K14'], 'bio/DGA_DOID_8778_STUB1_textmining': ['bio/hg19_STUB1', 'bio/hg38_STUB1'], 'bio/DGA_DOID_8778_NPC1_textmining': ['bio/hg19_NPC1', 'bio/hg38_NPC1'], 'bio/DGA_DOID_8778_CELA1_textmining': ['bio/hg19_CELA1', 'bio/hg38_CELA1'], 'bio/DGA_DOID_8778_TRPV5_textmining': ['bio/hg19_TRPV5', 'bio/hg38_TRPV5'], 'bio/DGA_DOID_8778_RBP3_textmining': ['bio/hg19_RBP3', 'bio/hg38_RBP3'], 'bio/DGA_DOID_8778_CCL25_textmining': ['bio/hg19_CCL25', 'bio/hg38_CCL25'], 'bio/DGA_DOID_8778_ITLN1_textmining': ['bio/hg19_ITLN1', 'bio/hg38_ITLN1'], 'bio/DGA_DOID_8778_UBA1_textmining': ['bio/hg19_UBA1', 'bio/hg38_UBA1'], 'bio/DGA_DOID_8778_RHOD_textmining': ['bio/hg19_RHOD', 'bio/hg38_RHOD'], 'bio/DGA_DOID_8778_ABCA1_textmining': ['bio/hg19_ABCA1', 'bio/hg38_ABCA1'], 'bio/DGA_DOID_8778_SKAP2_textmining': ['bio/hg19_SKAP2', 'bio/hg38_SKAP2'], 'bio/DGA_DOID_8778_IFNA2_textmining': ['bio/hg19_IFNA2', 'bio/hg38_IFNA2'], 'bio/DGA_DOID_8778_TMEM39A_textmining': ['bio/hg19_TMEM39A', 'bio/hg38_TMEM39A'], 'bio/DGA_DOID_8778_hsa-miR-210-3p_textmining': [], 'bio/DGA_DOID_8778_DEFB106A_textmining': ['bio/hg19_DEFB106A', 'bio/hg38_DEFB106A'], 'bio/DGA_DOID_8778_VWA5B2_textmining': ['bio/hg19_VWA5B2', 'bio/hg38_VWA5B2'], 'bio/DGA_DOID_8778_ACO1_textmining': ['bio/hg19_ACO1', 'bio/hg38_ACO1'], 'bio/DGA_DOID_8778_KLK1_textmining': ['bio/hg19_KLK1', 'bio/hg38_KLK1'], 'bio/DGA_DOID_8778_MT4_textmining': ['bio/hg19_MT4', 'bio/hg38_MT4'], 'bio/DGA_DOID_8778_GPR1_textmining': ['bio/hg19_GPR1', 'bio/hg38_GPR1'], 'bio/DGA_DOID_8778_NKX6-2_textmining': ['bio/hg19_NKX6-2', 'bio/hg38_NKX6-2'], 'bio/DGA_DOID_8778_LILRB4_textmining': ['bio/hg19_LILRB4', 'bio/hg38_LILRB4'], 'bio/DGA_DOID_8778_ARHGEF7_textmining': ['bio/hg19_ARHGEF7', 'bio/hg38_ARHGEF7'], 'bio/DGA_DOID_8778_STAT5A_textmining': ['bio/hg19_STAT5A', 'bio/hg38_STAT5A'], 'bio/DGA_DOID_8778_CFHR1_textmining': ['bio/hg19_CFHR1', 'bio/hg38_CFHR1'], 'bio/DGA_DOID_8778_PAX4_textmining': ['bio/hg19_PAX4', 'bio/hg38_PAX4'], 'bio/DGA_DOID_8778_UBE2N_textmining': ['bio/hg19_UBE2N', 'bio/hg38_UBE2N'], 'bio/DGA_DOID_8778_SMAD3_experiments': ['bio/hg19_SMAD3', 'bio/hg38_SMAD3'], 'bio/DGA_DOID_8778_CYP2C19_textmining': ['bio/hg19_CYP2C19', 'bio/hg38_CYP2C19'], 'bio/DGA_DOID_8778_USP40_textmining': ['bio/hg19_USP40', 'bio/hg38_USP40'], 'bio/DGA_DOID_8778_BAAT_textmining': ['bio/hg19_BAAT', 'bio/hg38_BAAT'], 'bio/DGA_DOID_8778_DEFB4B_textmining': ['bio/hg19_DEFB4B', 'bio/hg38_DEFB4B'], 'bio/DGA_DOID_8778_NEDD4L_textmining': ['bio/hg19_NEDD4L', 'bio/hg38_NEDD4L'], 'bio/DGA_DOID_8778_SKAP2_experiments': ['bio/hg19_SKAP2', 'bio/hg38_SKAP2'], 'bio/DGA_DOID_8778_TGM1_textmining': ['bio/hg19_TGM1', 'bio/hg38_TGM1'], 'bio/DGA_DOID_8778_NOTCH1_textmining': ['bio/hg19_NOTCH1', 'bio/hg38_NOTCH1'], 'bio/DGA_DOID_8778_CKAP5_textmining': ['bio/hg19_CKAP5', 'bio/hg38_CKAP5'], 'bio/DGA_DOID_8778_HLA-E_textmining': ['bio/hg19_HLA-E', 'bio/hg38_HLA-E'], 'bio/DGA_DOID_8778_FGF7_textmining': ['bio/hg19_FGF7', 'bio/hg38_FGF7'], 'bio/DGA_DOID_8778_hsa-miR-106a-5p_textmining': [], 'bio/DGA_DOID_8778_KLHL7_textmining': ['bio/hg19_KLHL7', 'bio/hg38_KLHL7'], 'bio/DGA_DOID_8778_RUNX3_textmining': ['bio/hg19_RUNX3', 'bio/hg38_RUNX3'], 'bio/DGA_DOID_8778_CCL8_textmining': ['bio/hg19_CCL8', 'bio/hg38_CCL8'], 'bio/DGA_DOID_8778_CYBRD1_textmining': ['bio/hg19_CYBRD1', 'bio/hg38_CYBRD1'], 'bio/DGA_DOID_8778_EHBP1_textmining': ['bio/hg19_EHBP1', 'bio/hg38_EHBP1'], 'bio/DGA_DOID_8778_SIRT7_textmining': ['bio/hg19_SIRT7', 'bio/hg38_SIRT7'], 'bio/DGA_DOID_8778_DEFB4A_textmining': ['bio/hg19_DEFB4A', 'bio/hg38_DEFB4A'], 'bio/DGA_DOID_8778_SLC16A9_textmining': ['bio/hg19_SLC16A9', 'bio/hg38_SLC16A9'], 'bio/DGA_DOID_8778_NELL1_textmining': ['bio/hg19_NELL1', 'bio/hg38_NELL1'], 'bio/DGA_DOID_8778_RCHY1_textmining': ['bio/hg19_RCHY1', 'bio/hg38_RCHY1'], 'bio/DGA_DOID_8778_OAS2_textmining': ['bio/hg19_OAS2', 'bio/hg38_OAS2'], 'bio/DGA_DOID_8778_AGFG1_textmining': ['bio/hg19_AGFG1', 'bio/hg38_AGFG1'], 'bio/DGA_DOID_8778_UBE2D2_textmining': ['bio/hg19_UBE2D2', 'bio/hg38_UBE2D2'], 'bio/DGA_DOID_8778_LRRC6_textmining': ['bio/hg19_LRRC6', 'bio/hg38_LRRC6'], 'bio/DGA_DOID_8778_RASIP1_textmining': ['bio/hg19_RASIP1', 'bio/hg38_RASIP1'], 'bio/DGA_DOID_8778_RORC_experiments': ['bio/hg19_RORC', 'bio/hg38_RORC'], 'bio/DGA_DOID_8778_STIM1_textmining': ['bio/hg19_STIM1', 'bio/hg38_STIM1'], 'bio/DGA_DOID_8778_CR2_textmining': ['bio/hg19_CR2', 'bio/hg38_CR2'], 'bio/DGA_DOID_8778_PTK2_textmining': ['bio/hg19_PTK2', 'bio/hg38_PTK2'], 'bio/DGA_DOID_8778_HSP90AA1_textmining': ['bio/hg19_HSP90AA1', 'bio/hg38_HSP90AA1'], 'bio/DGA_DOID_8778_MTX1_textmining': ['bio/hg19_MTX1', 'bio/hg38_MTX1'], 'bio/DGA_DOID_8778_ZC3H12A_textmining': ['bio/hg19_ZC3H12A', 'bio/hg38_ZC3H12A'], 'bio/DGA_DOID_8778_hsa-miR-34a-5p_textmining': [], 'bio/DGA_DOID_8778_TNFSF8_experiments': ['bio/hg19_TNFSF8', 'bio/hg38_TNFSF8'], 'bio/DGA_DOID_8778_SRL_textmining': ['bio/hg19_SRL', 'bio/hg38_SRL'], 'bio/DGA_DOID_8778_ATP5SL_textmining': ['bio/hg19_ATP5SL'], 'bio/DGA_DOID_8778_CYP2E1_textmining': ['bio/hg19_CYP2E1', 'bio/hg38_CYP2E1'], 'bio/DGA_DOID_8778_GSTP1_textmining': ['bio/hg19_GSTP1', 'bio/hg38_GSTP1'], 'bio/DGA_DOID_8778_hsa-miR-23a-3p_textmining': [], 'bio/DGA_DOID_8778_UCN2_textmining': ['bio/hg19_UCN2', 'bio/hg38_UCN2'], 'bio/DGA_DOID_8778_MIA3_textmining': ['bio/hg19_MIA3', 'bio/hg38_MIA3'], 'bio/DGA_DOID_8778_HDAC9_textmining': ['bio/hg19_HDAC9', 'bio/hg38_HDAC9'], 'bio/DGA_DOID_8778_GPR29_textmining': [], 'bio/DGA_DOID_8778_BCL11B_textmining': ['bio/hg19_BCL11B', 'bio/hg38_BCL11B'], 'bio/DGA_DOID_8778_IL17RE_textmining': ['bio/hg19_IL17RE', 'bio/hg38_IL17RE'], 'bio/DGA_DOID_8778_WDR36_textmining': ['bio/hg19_WDR36', 'bio/hg38_WDR36'], 'bio/DGA_DOID_8778_hsa-miR-191-5p_textmining': [], 'bio/DGA_DOID_8778_NOS2_textmining': ['bio/hg19_NOS2', 'bio/hg38_NOS2'], 'bio/DGA_DOID_8778_TIA1_textmining': ['bio/hg19_TIA1', 'bio/hg38_TIA1'], 'bio/DGA_DOID_8778_JAK1_textmining': ['bio/hg19_JAK1', 'bio/hg38_JAK1'], 'bio/DGA_DOID_8778_MUC21_textmining': ['bio/hg19_MUC21', 'bio/hg38_MUC21'], 'bio/DGA_DOID_8778_IHH_textmining': ['bio/hg19_IHH', 'bio/hg38_IHH'], 'bio/DGA_DOID_8778_HSPD1_textmining': ['bio/hg19_HSPD1', 'bio/hg38_HSPD1'], 'bio/DGA_DOID_8778_NLRP7_textmining': ['bio/hg19_NLRP7', 'bio/hg38_NLRP7'], 'bio/DGA_DOID_8778_BMP1_textmining': ['bio/hg19_BMP1', 'bio/hg38_BMP1'], 'bio/DGA_DOID_8778_GABARAP_textmining': ['bio/hg19_GABARAP', 'bio/hg38_GABARAP'], 'bio/DGA_DOID_8778_GPX2_textmining': ['bio/hg19_GPX2', 'bio/hg38_GPX2'], 'bio/DGA_DOID_8778_hsa-miR-137_textmining': [], 'bio/DGA_DOID_8778_GJB2_textmining': ['bio/hg19_GJB2', 'bio/hg38_GJB2'], 'bio/DGA_DOID_8778_SP8_textmining': ['bio/hg19_SP8', 'bio/hg38_SP8'], 'bio/DGA_DOID_8778_TBL1X_textmining': ['bio/hg19_TBL1X', 'bio/hg38_TBL1X'], 'bio/DGA_DOID_8778_ITK_textmining': ['bio/hg19_ITK', 'bio/hg38_ITK'], 'bio/DGA_DOID_8778_DHPS_textmining': ['bio/hg19_DHPS', 'bio/hg38_DHPS'], 'bio/DGA_DOID_8778_MMD2_textmining': ['bio/hg19_MMD2', 'bio/hg38_MMD2'], 'bio/DGA_DOID_8778_MVK_textmining': ['bio/hg19_MVK', 'bio/hg38_MVK'], 'bio/DGA_DOID_8778_FASN_textmining': ['bio/hg19_FASN', 'bio/hg38_FASN'], 'bio/DGA_DOID_8778_AKT2_textmining': ['bio/hg19_AKT2', 'bio/hg38_AKT2'], 'bio/DGA_DOID_8778_SAMD12_textmining': ['bio/hg19_SAMD12', 'bio/hg38_SAMD12'], 'bio/DGA_DOID_8778_CD59_textmining': ['bio/hg19_CD59', 'bio/hg38_CD59'], 'bio/DGA_DOID_8778_CYP2B6_textmining': ['bio/hg19_CYP2B6', 'bio/hg38_CYP2B6'], 'bio/DGA_DOID_8778_PXN_textmining': ['bio/hg19_PXN', 'bio/hg38_PXN'], 'bio/DGA_DOID_8778_TROVE2_textmining': ['bio/hg19_TROVE2', 'bio/hg38_TROVE2'], 'bio/DGA_DOID_8778_CD19_textmining': ['bio/hg19_CD19', 'bio/hg38_CD19'], 'bio/DGA_DOID_8778_SLC5A6_textmining': ['bio/hg19_SLC5A6', 'bio/hg38_SLC5A6'], 'bio/DGA_DOID_8778_hsa-miR-222-3p_textmining': [], 'bio/DGA_DOID_8778_HSP90B1_textmining': ['bio/hg19_HSP90B1', 'bio/hg38_HSP90B1'], 'bio/DGA_DOID_8778_IKZF4_textmining': ['bio/hg19_IKZF4', 'bio/hg38_IKZF4'], 'bio/DGA_DOID_8778_MUC4_textmining': ['bio/hg19_MUC4', 'bio/hg38_MUC4'], 'bio/DGA_DOID_8778_TAB2_textmining': ['bio/hg19_TAB2', 'bio/hg38_TAB2'], 'bio/DGA_DOID_8778_BCL2L13_textmining': ['bio/hg19_BCL2L13', 'bio/hg38_BCL2L13'], 'bio/DGA_DOID_8778_SLC29A4_textmining': ['bio/hg19_SLC29A4', 'bio/hg38_SLC29A4'], 'bio/DGA_DOID_8778_FGF20_textmining': ['bio/hg19_FGF20', 'bio/hg38_FGF20'], 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'bio/DGA_DOID_8778_SLC15A1_textmining': ['bio/hg19_SLC15A1', 'bio/hg38_SLC15A1'], 'bio/DGA_DOID_8778_DPP10_textmining': ['bio/hg19_DPP10', 'bio/hg38_DPP10'], 'bio/DGA_DOID_8778_ECE1_textmining': ['bio/hg19_ECE1', 'bio/hg38_ECE1'], 'bio/DGA_DOID_8778_SLC9A2_textmining': ['bio/hg19_SLC9A2', 'bio/hg38_SLC9A2'], 'bio/DGA_DOID_8778_AMICA1_textmining': ['bio/hg19_AMICA1'], 'bio/DGA_DOID_8778_DOLPP1_textmining': ['bio/hg19_DOLPP1', 'bio/hg38_DOLPP1'], 'bio/DGA_DOID_8778_hsa-let-7a-5p_textmining': [], 'bio/DGA_DOID_8778_DEFB108B_textmining': ['bio/hg19_DEFB108B', 'bio/hg38_DEFB108B'], 'bio/DGA_DOID_8778_ACSS2_textmining': ['bio/hg19_ACSS2', 'bio/hg38_ACSS2'], 'bio/DGA_DOID_8778_PRDM10_textmining': ['bio/hg19_PRDM10', 'bio/hg38_PRDM10'], 'bio/DGA_DOID_8778_FYCO1_textmining': ['bio/hg19_FYCO1', 'bio/hg38_FYCO1'], 'bio/DGA_DOID_8778_CALCR_textmining': ['bio/hg19_CALCR', 'bio/hg38_CALCR'], 'bio/DGA_DOID_8778_CARD17_textmining': ['bio/hg19_CARD17', 'bio/hg38_CARD17'], 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'bio/DGA_DOID_8778_TWIST1_textmining': ['bio/hg19_TWIST1', 'bio/hg38_TWIST1'], 'bio/DGA_DOID_8778_LRRK2_experiments': ['bio/hg19_LRRK2', 'bio/hg38_LRRK2'], 'bio/DGA_DOID_8778_MT-CO2_textmining': ['bio/hg19_MT-CO2', 'bio/hg38_MT-CO2'], 'bio/DGA_DOID_8778_ANGPT2_textmining': ['bio/hg19_ANGPT2', 'bio/hg38_ANGPT2'], 'bio/DGA_DOID_8778_SDF4_textmining': ['bio/hg19_SDF4', 'bio/hg38_SDF4'], 'bio/DGA_DOID_8778_SLC6A20_textmining': ['bio/hg19_SLC6A20', 'bio/hg38_SLC6A20'], 'bio/DGA_DOID_8778_NKX2-3_textmining': ['bio/hg19_NKX2-3', 'bio/hg38_NKX2-3'], 'bio/DGA_DOID_8778_NPL_textmining': ['bio/hg19_NPL', 'bio/hg38_NPL'], 'bio/DGA_DOID_8778_LAMP3_textmining': ['bio/hg19_LAMP3', 'bio/hg38_LAMP3'], 'bio/DGA_DOID_8778_SRF_textmining': ['bio/hg19_SRF', 'bio/hg38_SRF'], 'bio/DGA_DOID_8778_ENKUR_textmining': ['bio/hg19_ENKUR', 'bio/hg38_ENKUR'], 'bio/DGA_DOID_8778_NR3C2_textmining': ['bio/hg19_NR3C2', 'bio/hg38_NR3C2'], 'bio/DGA_DOID_8778_IL32_textmining': ['bio/hg19_IL32', 'bio/hg38_IL32'], 'bio/DGA_DOID_8778_hsa-miR-223-3p_textmining': [], 'bio/DGA_DOID_8778_GBP3_textmining': ['bio/hg19_GBP3', 'bio/hg38_GBP3'], 'bio/DGA_DOID_8778_CCR1_textmining': ['bio/hg19_CCR1', 'bio/hg38_CCR1'], 'bio/DGA_DOID_8778_NDFIP1_experiments': ['bio/hg19_NDFIP1', 'bio/hg38_NDFIP1'], 'bio/DGA_DOID_8778_C3AR1_textmining': ['bio/hg19_C3AR1', 'bio/hg38_C3AR1'], 'bio/DGA_DOID_8778_EPO_experiments': ['bio/hg19_EPO', 'bio/hg38_EPO'], 'bio/DGA_DOID_8778_TSPAN8_textmining': ['bio/hg19_TSPAN8', 'bio/hg38_TSPAN8'], 'bio/DGA_DOID_8778_ELOVL2_textmining': ['bio/hg19_ELOVL2', 'bio/hg38_ELOVL2'], 'bio/DGA_DOID_8778_hsa-miR-505-5p_textmining': [], 'bio/DGA_DOID_8778_PVRL2_textmining': ['bio/hg19_PVRL2'], 'bio/DGA_DOID_8778_C5_textmining': ['bio/hg19_C5', 'bio/hg38_C5'], 'bio/DGA_DOID_8778_PINX1_textmining': ['bio/hg19_PINX1', 'bio/hg38_PINX1'], 'bio/DGA_DOID_8778_CEACAM8_textmining': ['bio/hg19_CEACAM8', 'bio/hg38_CEACAM8'], 'bio/DGA_DOID_8778_CCR7_textmining': ['bio/hg19_CCR7', 'bio/hg38_CCR7'], 'bio/DGA_DOID_8778_MEF2C_textmining': ['bio/hg19_MEF2C', 'bio/hg38_MEF2C'], 'bio/DGA_DOID_8778_F11_textmining': ['bio/hg19_F11', 'bio/hg38_F11'], 'bio/DGA_DOID_8778_hsa-miR-93-5p_textmining': [], 'bio/DGA_DOID_8778_PTK2B_textmining': ['bio/hg19_PTK2B', 'bio/hg38_PTK2B'], 'bio/DGA_DOID_8778_RIPK1_textmining': ['bio/hg19_RIPK1', 'bio/hg38_RIPK1'], 'bio/DGA_DOID_8778_NEDD4L_experiments': ['bio/hg19_NEDD4L', 'bio/hg38_NEDD4L'], 'bio/DGA_DOID_8778_FOLR2_textmining': ['bio/hg19_FOLR2', 'bio/hg38_FOLR2'], 'bio/DGA_DOID_8778_RUNX2_textmining': ['bio/hg19_RUNX2', 'bio/hg38_RUNX2'], 'bio/DGA_DOID_8778_FAM92B_textmining': ['bio/hg19_FAM92B', 'bio/hg38_FAM92B'], 'bio/DGA_DOID_8778_CLEC4E_textmining': ['bio/hg19_CLEC4E', 'bio/hg38_CLEC4E'], 'bio/DGA_DOID_8778_CLEC4A_textmining': ['bio/hg19_CLEC4A', 'bio/hg38_CLEC4A'], 'bio/DGA_DOID_8778_FRK_textmining': ['bio/hg19_FRK', 'bio/hg38_FRK'], 'bio/DGA_DOID_8778_DNM1L_textmining': ['bio/hg19_DNM1L', 'bio/hg38_DNM1L'], 'bio/DGA_DOID_8778_CPEB4_textmining': ['bio/hg19_CPEB4', 'bio/hg38_CPEB4'], 'bio/DGA_DOID_8778_GPR25_textmining': ['bio/hg19_GPR25', 'bio/hg38_GPR25'], 'bio/DGA_DOID_8778_ANKRD55_experiments': ['bio/hg19_ANKRD55', 'bio/hg38_ANKRD55'], 'bio/DGA_DOID_8778_NPY2R_textmining': ['bio/hg19_NPY2R', 'bio/hg38_NPY2R'], 'bio/DGA_DOID_8778_hsa-miR-92a-3p_textmining': [], 'bio/DGA_DOID_8778_PTPN1_textmining': ['bio/hg19_PTPN1', 'bio/hg38_PTPN1'], 'bio/DGA_DOID_8778_FABP3_textmining': ['bio/hg19_FABP3', 'bio/hg38_FABP3'], 'bio/DGA_DOID_8778_hsa-miR-142-3p_textmining': [], 'bio/DGA_DOID_8778_MUC7_textmining': ['bio/hg19_MUC7', 'bio/hg38_MUC7'], 'bio/DGA_DOID_8778_RNASE1_textmining': ['bio/hg19_RNASE1', 'bio/hg38_RNASE1'], 'bio/DGA_DOID_8778_IFNB1_textmining': ['bio/hg19_IFNB1', 'bio/hg38_IFNB1'], 'bio/DGA_DOID_8778_BRD4_textmining': ['bio/hg19_BRD4', 'bio/hg38_BRD4'], 'bio/DGA_DOID_8778_ST6GALNAC4_textmining': ['bio/hg19_ST6GALNAC4', 'bio/hg38_ST6GALNAC4'], 'bio/DGA_DOID_8778_IL1RL1_textmining': ['bio/hg19_IL1RL1', 'bio/hg38_IL1RL1'], 'bio/DGA_DOID_8778_RPS23_textmining': ['bio/hg19_RPS23', 'bio/hg38_RPS23'], 'bio/DGA_DOID_8778_CALB2_textmining': ['bio/hg19_CALB2', 'bio/hg38_CALB2'], 'bio/DGA_DOID_8778_PTPN2_experiments': ['bio/hg19_PTPN2', 'bio/hg38_PTPN2'], 'bio/DGA_DOID_8778_NFKBIA_textmining': ['bio/hg19_NFKBIA', 'bio/hg38_NFKBIA'], 'bio/DGA_DOID_8778_CD14_textmining': ['bio/hg19_CD14', 'bio/hg38_CD14'], 'bio/DGA_DOID_8778_CCDC88B_textmining': ['bio/hg19_CCDC88B', 'bio/hg38_CCDC88B'], 'bio/DGA_DOID_8778_VAV2_textmining': ['bio/hg19_VAV2', 'bio/hg38_VAV2'], 'bio/DGA_DOID_8778_IL5RA_textmining': ['bio/hg19_IL5RA', 'bio/hg38_IL5RA'], 'bio/DGA_DOID_8778_FGF4_textmining': ['bio/hg19_FGF4', 'bio/hg38_FGF4'], 'bio/DGA_DOID_8778_KCNQ1_textmining': ['bio/hg19_KCNQ1', 'bio/hg38_KCNQ1'], 'bio/DGA_DOID_8778_ZSCAN9_textmining': ['bio/hg19_ZSCAN9', 'bio/hg38_ZSCAN9'], 'bio/DGA_DOID_8778_EID1_textmining': ['bio/hg19_EID1', 'bio/hg38_EID1'], 'bio/DGA_DOID_8778_GIPC2_experiments': ['bio/hg19_GIPC2', 'bio/hg38_GIPC2'], 'bio/DGA_DOID_8778_NAMPT_textmining': ['bio/hg19_NAMPT', 'bio/hg38_NAMPT'], 'bio/DGA_DOID_8778_BIRC3_textmining': ['bio/hg19_BIRC3', 'bio/hg38_BIRC3'], 'bio/DGA_DOID_8778_NAT2_textmining': ['bio/hg19_NAT2', 'bio/hg38_NAT2'], 'bio/DGA_DOID_8778_CPQ_textmining': ['bio/hg19_CPQ', 'bio/hg38_CPQ'], 'bio/DGA_DOID_8778_CLDN1_textmining': ['bio/hg19_CLDN1', 'bio/hg38_CLDN1'], 'bio/DGA_DOID_8778_GCSAML_textmining': ['bio/hg19_GCSAML', 'bio/hg38_GCSAML'], 'bio/DGA_DOID_8778_DEFB106B_textmining': ['bio/hg19_DEFB106B', 'bio/hg38_DEFB106B'], 'bio/DGA_DOID_8778_CD209_textmining': ['bio/hg19_CD209', 'bio/hg38_CD209'], 'bio/DGA_DOID_8778_EXOC2_textmining': ['bio/hg19_EXOC2', 'bio/hg38_EXOC2'], 'bio/DGA_DOID_8778_UBE2L3_textmining': ['bio/hg19_UBE2L3', 'bio/hg38_UBE2L3'], 'bio/DGA_DOID_8778_MUC3A_textmining': ['bio/hg19_MUC3A', 'bio/hg38_MUC3A'], 'bio/DGA_DOID_8778_SMURF2_textmining': ['bio/hg19_SMURF2', 'bio/hg38_SMURF2'], 'bio/DGA_DOID_8778_FGF1_textmining': ['bio/hg19_FGF1', 'bio/hg38_FGF1'], 'bio/DGA_DOID_8778_SPHK1_textmining': ['bio/hg19_SPHK1', 'bio/hg38_SPHK1'], 'bio/DGA_DOID_8778_PGLYRP3_textmining': ['bio/hg19_PGLYRP3', 'bio/hg38_PGLYRP3'], 'bio/DGA_DOID_8778_C10orf55_experiments': ['bio/hg19_C10orf55', 'bio/hg38_C10orf55'], 'bio/DGA_DOID_8778_DCLRE1C_textmining': ['bio/hg19_DCLRE1C', 'bio/hg38_DCLRE1C'], 'bio/DGA_DOID_8778_IRX3_textmining': ['bio/hg19_IRX3', 'bio/hg38_IRX3'], 'bio/DGA_DOID_8778_CD38_textmining': ['bio/hg19_CD38', 'bio/hg38_CD38'], 'bio/DGA_DOID_8778_ADCY10_textmining': ['bio/hg19_ADCY10', 'bio/hg38_ADCY10'], 'bio/DGA_DOID_8778_PLCL1_experiments': ['bio/hg19_PLCL1', 'bio/hg38_PLCL1'], 'bio/DGA_DOID_8778_ENSP00000480609_textmining': [], 'bio/DGA_DOID_8778_YIPF4_textmining': ['bio/hg19_YIPF4', 'bio/hg38_YIPF4'], 'bio/DGA_DOID_8778_DDR1_textmining': ['bio/hg19_DDR1', 'bio/hg38_DDR1'], 'bio/DGA_DOID_8778_RNASE3_textmining': ['bio/hg19_RNASE3', 'bio/hg38_RNASE3'], 'bio/DGA_DOID_8778_GTPBP4_textmining': ['bio/hg19_GTPBP4', 'bio/hg38_GTPBP4'], 'bio/DGA_DOID_8778_SNAI1_textmining': ['bio/hg19_SNAI1', 'bio/hg38_SNAI1'], 'bio/DGA_DOID_8778_BDNF_textmining': ['bio/hg19_BDNF', 'bio/hg38_BDNF'], 'bio/DGA_DOID_8778_CLEC9A_textmining': ['bio/hg19_CLEC9A', 'bio/hg38_CLEC9A'], 'bio/DGA_DOID_8778_VDR_textmining': ['bio/hg19_VDR', 'bio/hg38_VDR'], 'bio/DGA_DOID_8778_hsa-miR-29a-3p_textmining': [], 'bio/DGA_DOID_8778_LGALS4_textmining': ['bio/hg19_LGALS4', 'bio/hg38_LGALS4'], 'bio/DGA_DOID_8778_CLPS_textmining': ['bio/hg19_CLPS', 'bio/hg38_CLPS'], 'bio/DGA_DOID_8778_NLRP13_textmining': ['bio/hg19_NLRP13', 'bio/hg38_NLRP13'], 'bio/DGA_DOID_8778_NPR3_textmining': ['bio/hg19_NPR3', 'bio/hg38_NPR3'], 'bio/DGA_DOID_8778_HMGCR_textmining': ['bio/hg19_HMGCR', 'bio/hg38_HMGCR'], 'bio/DGA_DOID_8778_HIST2H2AA_textmining': [], 'bio/DGA_DOID_8778_CHPF_textmining': ['bio/hg19_CHPF', 'bio/hg38_CHPF'], 'bio/DGA_DOID_8778_TRIP6_textmining': ['bio/hg19_TRIP6', 'bio/hg38_TRIP6'], 'bio/DGA_DOID_8778_SLC16A1_textmining': ['bio/hg19_SLC16A1', 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'bio/DGA_DOID_8778_CDKN1B_textmining': ['bio/hg19_CDKN1B', 'bio/hg38_CDKN1B'], 'bio/DGA_DOID_8778_MYH9_textmining': ['bio/hg19_MYH9', 'bio/hg38_MYH9'], 'bio/DGA_DOID_8778_KMT2A_textmining': ['bio/hg19_KMT2A', 'bio/hg38_KMT2A'], 'bio/DGA_DOID_8778_NTAN1_textmining': ['bio/hg19_NTAN1', 'bio/hg38_NTAN1'], 'bio/DGA_DOID_8778_PIK3CG_textmining': ['bio/hg19_PIK3CG', 'bio/hg38_PIK3CG'], 'bio/DGA_DOID_8778_MIS12_textmining': ['bio/hg19_MIS12', 'bio/hg38_MIS12'], 'bio/DGA_DOID_8778_hsa-miR-24-3p_textmining': [], 'bio/DGA_DOID_8778_NR1D2_textmining': ['bio/hg19_NR1D2', 'bio/hg38_NR1D2'], 'bio/DGA_DOID_8778_ABCC8_textmining': ['bio/hg19_ABCC8', 'bio/hg38_ABCC8'], 'bio/DGA_DOID_8778_hsa-miR-346_textmining': [], 'bio/DGA_DOID_8778_DENND2D_textmining': ['bio/hg19_DENND2D', 'bio/hg38_DENND2D'], 'bio/DGA_DOID_8778_ZNF629_textmining': ['bio/hg19_ZNF629', 'bio/hg38_ZNF629'], 'bio/DGA_DOID_8778_PDE6B_textmining': ['bio/hg19_PDE6B', 'bio/hg38_PDE6B'], 'bio/DGA_DOID_8778_CDH11_textmining': 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'bio/hg38_ALDH2'], 'bio/DGA_DOID_8778_SELK_textmining': ['bio/hg19_SELK'], 'bio/DGA_DOID_8778_CTRL_textmining': ['bio/hg19_CTRL', 'bio/hg38_CTRL'], 'bio/DGA_DOID_8778_OTUD1_textmining': ['bio/hg19_OTUD1', 'bio/hg38_OTUD1'], 'bio/DGA_DOID_8778_MMP3_textmining': ['bio/hg19_MMP3', 'bio/hg38_MMP3'], 'bio/DGA_DOID_8778_IL27_experiments': ['bio/hg19_IL27', 'bio/hg38_IL27'], 'bio/DGA_DOID_8778_FUT7_textmining': ['bio/hg19_FUT7', 'bio/hg38_FUT7'], 'bio/DGA_DOID_8778_DEFA4_textmining': ['bio/hg19_DEFA4', 'bio/hg38_DEFA4'], 'bio/DGA_DOID_8778_NPEPPS_textmining': ['bio/hg19_NPEPPS', 'bio/hg38_NPEPPS'], 'bio/DGA_DOID_8778_OSGIN2_experiments': ['bio/hg19_OSGIN2', 'bio/hg38_OSGIN2'], 'bio/DGA_DOID_8778_BAZ1A_textmining': ['bio/hg19_BAZ1A', 'bio/hg38_BAZ1A'], 'bio/DGA_DOID_8778_ATG2B_textmining': ['bio/hg19_ATG2B', 'bio/hg38_ATG2B'], 'bio/DGA_DOID_8778_PIN1_textmining': ['bio/hg19_PIN1', 'bio/hg38_PIN1'], 'bio/DGA_DOID_8778_SLC22A5_knowledge': ['bio/hg19_SLC22A5', 'bio/hg38_SLC22A5'], 'bio/DGA_DOID_8778_DEFA1_textmining': ['bio/hg19_DEFA1', 'bio/hg38_DEFA1'], 'bio/DGA_DOID_8778_LBP_textmining': ['bio/hg19_LBP', 'bio/hg38_LBP'], 'bio/DGA_DOID_8778_REM1_textmining': ['bio/hg19_REM1', 'bio/hg38_REM1'], 'bio/DGA_DOID_8778_PTHLH_textmining': ['bio/hg19_PTHLH', 'bio/hg38_PTHLH'], 'bio/DGA_DOID_8778_NR0B2_textmining': ['bio/hg19_NR0B2', 'bio/hg38_NR0B2'], 'bio/DGA_DOID_8778_NAA50_textmining': ['bio/hg19_NAA50', 'bio/hg38_NAA50'], 'bio/DGA_DOID_8778_HRH4_textmining': ['bio/hg19_HRH4', 'bio/hg38_HRH4'], 'bio/DGA_DOID_8778_CDX2_textmining': ['bio/hg19_CDX2', 'bio/hg38_CDX2'], 'bio/DGA_DOID_8778_CCL11_textmining': ['bio/hg19_CCL11', 'bio/hg38_CCL11'], 'bio/DGA_DOID_8778_PMP22_textmining': ['bio/hg19_PMP22', 'bio/hg38_PMP22'], 'bio/DGA_DOID_8778_PLAUR_textmining': ['bio/hg19_PLAUR', 'bio/hg38_PLAUR'], 'bio/DGA_DOID_8778_LAMP1_textmining': ['bio/hg19_LAMP1', 'bio/hg38_LAMP1'], 'bio/DGA_DOID_8778_CD74_textmining': ['bio/hg19_CD74', 'bio/hg38_CD74'], 'bio/DGA_DOID_8778_EDN3_textmining': ['bio/hg19_EDN3', 'bio/hg38_EDN3'], 'bio/DGA_DOID_8778_FGFR4_textmining': ['bio/hg19_FGFR4', 'bio/hg38_FGFR4'], 'bio/DGA_DOID_8778_ELOVL6_textmining': ['bio/hg19_ELOVL6', 'bio/hg38_ELOVL6'], 'bio/DGA_DOID_8778_DLD_textmining': ['bio/hg19_DLD', 'bio/hg38_DLD'], 'bio/DGA_DOID_8778_NKG7_textmining': ['bio/hg19_NKG7', 'bio/hg38_NKG7'], 'bio/DGA_DOID_8778_TRPV3_textmining': ['bio/hg19_TRPV3', 'bio/hg38_TRPV3'], 'bio/DGA_DOID_8778_ADM_textmining': ['bio/hg19_ADM', 'bio/hg38_ADM'], 'bio/DGA_DOID_8778_MCAM_textmining': ['bio/hg19_MCAM', 'bio/hg38_MCAM'], 'bio/DGA_DOID_8778_CD68_textmining': ['bio/hg19_CD68', 'bio/hg38_CD68'], 'bio/DGA_DOID_8778_CHRNA7_textmining': ['bio/hg19_CHRNA7', 'bio/hg38_CHRNA7'], 'bio/DGA_DOID_8778_ARPC2_textmining': ['bio/hg19_ARPC2', 'bio/hg38_ARPC2'], 'bio/DGA_DOID_8778_CXADR_textmining': ['bio/hg19_CXADR', 'bio/hg38_CXADR'], 'bio/DGA_DOID_8778_HLA-A_textmining': ['bio/hg19_HLA-A', 'bio/hg38_HLA-A'], 'bio/DGA_DOID_8778_CD7_textmining': ['bio/hg19_CD7', 'bio/hg38_CD7'], 'bio/DGA_DOID_8778_PADI2_textmining': ['bio/hg19_PADI2', 'bio/hg38_PADI2'], 'bio/DGA_DOID_8778_ULK4_textmining': ['bio/hg19_ULK4', 'bio/hg38_ULK4'], 'bio/DGA_DOID_8778_B3GNT2_textmining': ['bio/hg19_B3GNT2', 'bio/hg38_B3GNT2'], 'bio/DGA_DOID_8778_CAPN5_textmining': ['bio/hg19_CAPN5', 'bio/hg38_CAPN5'], 'bio/DGA_DOID_8778_DNASE1_textmining': ['bio/hg19_DNASE1', 'bio/hg38_DNASE1'], 'bio/DGA_DOID_8778_ASIC2_textmining': ['bio/hg19_ASIC2', 'bio/hg38_ASIC2'], 'bio/DGA_DOID_8778_CD3D_textmining': ['bio/hg19_CD3D', 'bio/hg38_CD3D'], 'bio/DGA_DOID_8778_HIST1H4F_textmining': ['bio/hg19_HIST1H4F', 'bio/hg38_HIST1H4F'], 'bio/DGA_DOID_8778_MTMR3_textmining': ['bio/hg19_MTMR3', 'bio/hg38_MTMR3'], 'bio/DGA_DOID_8778_SARM1_textmining': ['bio/hg19_SARM1', 'bio/hg38_SARM1'], 'bio/DGA_DOID_8778_UCP2_textmining': ['bio/hg19_UCP2', 'bio/hg38_UCP2'], 'bio/DGA_DOID_8778_HSPB1_textmining': ['bio/hg19_HSPB1', 'bio/hg38_HSPB1'], 'bio/DGA_DOID_8778_KIR3DL3_textmining': ['bio/hg19_KIR3DL3', 'bio/hg38_KIR3DL3'], 'bio/DGA_DOID_8778_PCSK9_textmining': ['bio/hg19_PCSK9', 'bio/hg38_PCSK9'], 'bio/DGA_DOID_8778_CBFA2T2_textmining': ['bio/hg19_CBFA2T2', 'bio/hg38_CBFA2T2'], 'bio/DGA_DOID_8778_OTULIN_textmining': ['bio/hg19_OTULIN', 'bio/hg38_OTULIN'], 'bio/DGA_DOID_8778_GDF15_textmining': ['bio/hg19_GDF15', 'bio/hg38_GDF15'], 'bio/DGA_DOID_8778_PRG2_textmining': ['bio/hg19_PRG2', 'bio/hg38_PRG2'], 'bio/DGA_DOID_8778_ARHGEF6_textmining': ['bio/hg19_ARHGEF6', 'bio/hg38_ARHGEF6'], 'bio/DGA_DOID_8778_PIK3CA_textmining': ['bio/hg19_PIK3CA', 'bio/hg38_PIK3CA'], 'bio/DGA_DOID_8778_RPS26_textmining': ['bio/hg19_RPS26', 'bio/hg38_RPS26'], 'bio/DGA_DOID_8778_EGF_textmining': ['bio/hg19_EGF', 'bio/hg38_EGF'], 'bio/DGA_DOID_8778_OTUD5_textmining': ['bio/hg19_OTUD5', 'bio/hg38_OTUD5'], 'bio/DGA_DOID_8778_EIF2AK3_textmining': ['bio/hg19_EIF2AK3', 'bio/hg38_EIF2AK3'], 'bio/DGA_DOID_8778_PANX3_textmining': ['bio/hg19_PANX3', 'bio/hg38_PANX3'], 'bio/DGA_DOID_8778_GRM7_textmining': ['bio/hg19_GRM7', 'bio/hg38_GRM7'], 'bio/DGA_DOID_8778_IMMT_textmining': ['bio/hg19_IMMT', 'bio/hg38_IMMT'], 'bio/DGA_DOID_8778_FOSL1_textmining': ['bio/hg19_FOSL1', 'bio/hg38_FOSL1'], 'bio/DGA_DOID_8778_IL1RL2_textmining': ['bio/hg19_IL1RL2', 'bio/hg38_IL1RL2'], 'bio/DGA_DOID_8778_S1PR3_textmining': ['bio/hg19_S1PR3', 'bio/hg38_S1PR3'], 'bio/DGA_DOID_8778_SEMA5A_textmining': ['bio/hg19_SEMA5A', 'bio/hg38_SEMA5A'], 'bio/DGA_DOID_8778_SLC15A3_textmining': ['bio/hg19_SLC15A3', 'bio/hg38_SLC15A3'], 'bio/DGA_DOID_8778_FCRL5_textmining': ['bio/hg19_FCRL5', 'bio/hg38_FCRL5'], 'bio/DGA_DOID_8778_SERPINB8_textmining': ['bio/hg19_SERPINB8', 'bio/hg38_SERPINB8'], 'bio/DGA_DOID_8778_LINC01194_textmining': ['bio/hg19_LINC01194', 'bio/hg38_LINC01194'], 'bio/DGA_DOID_8778_HDAC2_textmining': ['bio/hg19_HDAC2', 'bio/hg38_HDAC2'], 'bio/DGA_DOID_8778_ZMIZ1_textmining': ['bio/hg19_ZMIZ1', 'bio/hg38_ZMIZ1'], 'bio/DGA_DOID_8778_SLC7A10_experiments': 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['bio/hg19_DVL1', 'bio/hg38_DVL1'], 'bio/DGA_DOID_8778_CSNK1E_textmining': ['bio/hg19_CSNK1E', 'bio/hg38_CSNK1E'], 'bio/DGA_DOID_8778_MDFIC_textmining': ['bio/hg19_MDFIC', 'bio/hg38_MDFIC'], 'bio/DGA_DOID_8778_CTCF_textmining': ['bio/hg19_CTCF', 'bio/hg38_CTCF'], 'bio/DGA_DOID_8778_PRTN3_textmining': ['bio/hg19_PRTN3', 'bio/hg38_PRTN3'], 'bio/DGA_DOID_8778_PDLIM7_textmining': ['bio/hg19_PDLIM7', 'bio/hg38_PDLIM7'], 'bio/DGA_DOID_8778_CCL14_textmining': ['bio/hg19_CCL14', 'bio/hg38_CCL14'], 'bio/DGA_DOID_8778_CACNA1B_textmining': ['bio/hg19_CACNA1B', 'bio/hg38_CACNA1B'], 'bio/DGA_DOID_8778_DDX5_textmining': ['bio/hg19_DDX5', 'bio/hg38_DDX5'], 'bio/DGA_DOID_8778_PLA2G2E_textmining': ['bio/hg19_PLA2G2E', 'bio/hg38_PLA2G2E'], 'bio/DGA_DOID_8778_ITGA4_textmining': ['bio/hg19_ITGA4', 'bio/hg38_ITGA4'], 'bio/DGA_DOID_8778_hsa-miR-30c-5p_textmining': [], 'bio/DGA_DOID_8778_DNAL1_textmining': ['bio/hg19_DNAL1', 'bio/hg38_DNAL1'], 'bio/DGA_DOID_8778_AKR1B1_textmining': ['bio/hg19_AKR1B1', 'bio/hg38_AKR1B1'], 'bio/DGA_DOID_8778_F11R_textmining': ['bio/hg19_F11R', 'bio/hg38_F11R'], 'bio/DGA_DOID_8778_CCL7_experiments': ['bio/hg19_CCL7', 'bio/hg38_CCL7'], 'bio/DGA_DOID_8778_CYP27B1_textmining': ['bio/hg19_CYP27B1', 'bio/hg38_CYP27B1'], 'bio/DGA_DOID_8778_CLN3_experiments': ['bio/hg19_CLN3', 'bio/hg38_CLN3'], 'bio/DGA_DOID_8778_FABP2_textmining': ['bio/hg19_FABP2', 'bio/hg38_FABP2'], 'bio/DGA_DOID_8778_NCF1_textmining': ['bio/hg19_NCF1', 'bio/hg38_NCF1'], 'bio/DGA_DOID_8778_RAB13_textmining': ['bio/hg19_RAB13', 'bio/hg38_RAB13'], 'bio/DGA_DOID_8778_ORAI1_textmining': ['bio/hg19_ORAI1', 'bio/hg38_ORAI1'], 'bio/DGA_DOID_8778_CD1B_textmining': ['bio/hg19_CD1B', 'bio/hg38_CD1B'], 'bio/DGA_DOID_8778_SPNS2_textmining': ['bio/hg19_SPNS2', 'bio/hg38_SPNS2'], 'bio/DGA_DOID_8778_GGT1_textmining': ['bio/hg19_GGT1', 'bio/hg38_GGT1'], 'bio/DGA_DOID_8778_DPP8_textmining': ['bio/hg19_DPP8', 'bio/hg38_DPP8'], 'bio/DGA_DOID_8778_CRYGC_textmining': ['bio/hg19_CRYGC', 'bio/hg38_CRYGC'], 'bio/DGA_DOID_8778_IL12RB1_textmining': ['bio/hg19_IL12RB1', 'bio/hg38_IL12RB1'], 'bio/DGA_DOID_8778_DAZAP2_textmining': ['bio/hg19_DAZAP2', 'bio/hg38_DAZAP2'], 'bio/DGA_DOID_8778_PTEN_textmining': ['bio/hg19_PTEN', 'bio/hg38_PTEN'], 'bio/DGA_DOID_8778_TSPAN32_textmining': ['bio/hg19_TSPAN32', 'bio/hg38_TSPAN32'], 'bio/DGA_DOID_8778_GUCA2A_textmining': ['bio/hg19_GUCA2A', 'bio/hg38_GUCA2A'], 'bio/DGA_DOID_8778_TRPV4_textmining': ['bio/hg19_TRPV4', 'bio/hg38_TRPV4'], 'bio/DGA_DOID_8778_OGT_textmining': ['bio/hg19_OGT', 'bio/hg38_OGT'], 'bio/DGA_DOID_8778_RAB7A_textmining': ['bio/hg19_RAB7A', 'bio/hg38_RAB7A'], 'bio/DGA_DOID_8778_HSPE1_textmining': ['bio/hg19_HSPE1', 'bio/hg38_HSPE1'], 'bio/DGA_DOID_8778_LRSAM1_textmining': ['bio/hg19_LRSAM1', 'bio/hg38_LRSAM1'], 'bio/DGA_DOID_8778_SMPD2_textmining': ['bio/hg19_SMPD2', 'bio/hg38_SMPD2'], 'bio/DGA_DOID_8778_ENSP00000381231_textmining': [], 'bio/DGA_DOID_8778_ERBB2_textmining': ['bio/hg19_ERBB2', 'bio/hg38_ERBB2'], 'bio/DGA_DOID_8778_CD1E_textmining': ['bio/hg19_CD1E', 'bio/hg38_CD1E'], 'bio/DGA_DOID_8778_BAI1_textmining': ['bio/hg19_BAI1'], 'bio/DGA_DOID_8778_CYGB_textmining': ['bio/hg19_CYGB', 'bio/hg38_CYGB'], 'bio/DGA_DOID_8778_CDX1_textmining': ['bio/hg19_CDX1', 'bio/hg38_CDX1'], 'bio/DGA_DOID_8778_UCN_textmining': ['bio/hg19_UCN', 'bio/hg38_UCN'], 'bio/DGA_DOID_8778_TANK_textmining': ['bio/hg19_TANK', 'bio/hg38_TANK'], 'bio/DGA_DOID_8778_KLK11_textmining': ['bio/hg19_KLK11', 'bio/hg38_KLK11'], 'bio/DGA_DOID_8778_IRF1_textmining': ['bio/hg19_IRF1', 'bio/hg38_IRF1'], 'bio/DGA_DOID_8778_HLA-DMB_textmining': ['bio/hg19_HLA-DMB', 'bio/hg38_HLA-DMB'], 'bio/DGA_DOID_8778_LCE3D_textmining': ['bio/hg19_LCE3D', 'bio/hg38_LCE3D'], 'bio/DGA_DOID_8778_FTH1_textmining': ['bio/hg19_FTH1', 'bio/hg38_FTH1'], 'bio/DGA_DOID_8778_BIN2_textmining': ['bio/hg19_BIN2', 'bio/hg38_BIN2'], 'bio/DGA_DOID_8778_SFTPA1_textmining': ['bio/hg19_SFTPA1', 'bio/hg38_SFTPA1'], 'bio/DGA_DOID_8778_AFP_textmining': ['bio/hg19_AFP', 'bio/hg38_AFP'], 'bio/DGA_DOID_8778_WAPAL_textmining': ['bio/hg19_WAPAL'], 'bio/DGA_DOID_8778_HCAR2_textmining': ['bio/hg19_HCAR2', 'bio/hg38_HCAR2'], 'bio/DGA_DOID_8778_NCOR1_textmining': ['bio/hg19_NCOR1', 'bio/hg38_NCOR1'], 'bio/DGA_DOID_8778_SPG7_textmining': ['bio/hg19_SPG7', 'bio/hg38_SPG7'], 'bio/DGA_DOID_8778_RBM17_textmining': ['bio/hg19_RBM17', 'bio/hg38_RBM17'], 'bio/DGA_DOID_8778_PF4_textmining': ['bio/hg19_PF4', 'bio/hg38_PF4'], 'bio/DGA_DOID_8778_TCF3_textmining': ['bio/hg19_TCF3', 'bio/hg38_TCF3'], 'bio/DGA_DOID_8778_CCL16_textmining': ['bio/hg19_CCL16', 'bio/hg38_CCL16'], 'bio/DGA_DOID_8778_GHRH_textmining': ['bio/hg19_GHRH', 'bio/hg38_GHRH'], 'bio/DGA_DOID_8778_hsa-miR-595_textmining': [], 'bio/DGA_DOID_8778_RDH10_textmining': ['bio/hg19_RDH10', 'bio/hg38_RDH10'], 'bio/DGA_DOID_8778_GPR126_textmining': ['bio/hg19_GPR126'], 'bio/DGA_DOID_8778_EPHB2_textmining': ['bio/hg19_EPHB2', 'bio/hg38_EPHB2'], 'bio/DGA_DOID_8778_MANBA_textmining': ['bio/hg19_MANBA', 'bio/hg38_MANBA'], 'bio/DGA_DOID_8778_NOD2_textmining': ['bio/hg19_NOD2', 'bio/hg38_NOD2'], 'bio/DGA_DOID_8778_RTEL1_textmining': ['bio/hg19_RTEL1', 'bio/hg38_RTEL1'], 'bio/DGA_DOID_8778_PPP6C_textmining': ['bio/hg19_PPP6C', 'bio/hg38_PPP6C'], 'bio/DGA_DOID_8778_C1QTNF6_textmining': ['bio/hg19_C1QTNF6', 'bio/hg38_C1QTNF6'], 'bio/DGA_DOID_8778_HSPA8_textmining': ['bio/hg19_HSPA8', 'bio/hg38_HSPA8'], 'bio/DGA_DOID_8778_SCAMP3_experiments': ['bio/hg19_SCAMP3', 'bio/hg38_SCAMP3'], 'bio/DGA_DOID_8778_TBC1D3D_textmining': ['bio/hg19_TBC1D3D', 'bio/hg38_TBC1D3D'], 'bio/DGA_DOID_8778_IL1R2_textmining': ['bio/hg19_IL1R2', 'bio/hg38_IL1R2'], 'bio/DGA_DOID_8778_SOD3_textmining': ['bio/hg19_SOD3', 'bio/hg38_SOD3'], 'bio/DGA_DOID_8778_IL23A_textmining': ['bio/hg19_IL23A', 'bio/hg38_IL23A'], 'bio/DGA_DOID_8778_HNF4G_textmining': ['bio/hg19_HNF4G', 'bio/hg38_HNF4G'], 'bio/DGA_DOID_8778_CD24_textmining': ['bio/hg19_CD24', 'bio/hg38_CD24'], 'bio/DGA_DOID_8778_ERAP1_textmining': ['bio/hg19_ERAP1', 'bio/hg38_ERAP1'], 'bio/DGA_DOID_8778_S100A10_textmining': ['bio/hg19_S100A10', 'bio/hg38_S100A10'], 'bio/DGA_DOID_8778_IRGQ_textmining': ['bio/hg19_IRGQ', 'bio/hg38_IRGQ'], 'bio/DGA_DOID_8778_ZFP90_experiments': ['bio/hg19_ZFP90', 'bio/hg38_ZFP90'], 'bio/DGA_DOID_8778_MKL1_textmining': ['bio/hg19_MKL1'], 'bio/DGA_DOID_8778_CXCL5_experiments': ['bio/hg19_CXCL5', 'bio/hg38_CXCL5'], 'bio/DGA_DOID_8778_SFTA3_textmining': ['bio/hg19_SFTA3', 'bio/hg38_SFTA3'], 'bio/DGA_DOID_8778_CAPN9_textmining': ['bio/hg19_CAPN9', 'bio/hg38_CAPN9'], 'bio/DGA_DOID_8778_GADD45G_textmining': ['bio/hg19_GADD45G', 'bio/hg38_GADD45G'], 'bio/DGA_DOID_8778_GGT2_textmining': ['bio/hg19_GGT2', 'bio/hg38_GGT2'], 'bio/DGA_DOID_8778_IL10_textmining': ['bio/hg19_IL10', 'bio/hg38_IL10'], 'bio/DGA_DOID_8778_IBSP_textmining': ['bio/hg19_IBSP', 'bio/hg38_IBSP'], 'bio/DGA_DOID_8778_ELANE_textmining': ['bio/hg19_ELANE', 'bio/hg38_ELANE'], 'bio/DGA_DOID_8778_JUND_textmining': ['bio/hg19_JUND', 'bio/hg38_JUND'], 'bio/DGA_DOID_8778_IL3_textmining': ['bio/hg19_IL3', 'bio/hg38_IL3'], 'bio/DGA_DOID_8778_RPE_textmining': ['bio/hg19_RPE', 'bio/hg38_RPE'], 'bio/DGA_DOID_8778_DIBD1_textmining': [], 'bio/DGA_DOID_8778_SLC45A2_textmining': ['bio/hg19_SLC45A2', 'bio/hg38_SLC45A2'], 'bio/DGA_DOID_8778_FAM92B_experiments': ['bio/hg19_FAM92B', 'bio/hg38_FAM92B'], 'bio/DGA_DOID_8778_GLI1_textmining': ['bio/hg19_GLI1', 'bio/hg38_GLI1'], 'bio/DGA_DOID_8778_CTGF_textmining': ['bio/hg19_CTGF', 'bio/hg38_CTGF'], 'bio/DGA_DOID_8778_GCC1_textmining': ['bio/hg19_GCC1', 'bio/hg38_GCC1'], 'bio/DGA_DOID_8778_AQP9_textmining': ['bio/hg19_AQP9', 'bio/hg38_AQP9'], 'bio/DGA_DOID_8778_ADARB2_experiments': ['bio/hg19_ADARB2', 'bio/hg38_ADARB2'], 'bio/DGA_DOID_8778_HLA-DQB1_textmining': ['bio/hg19_HLA-DQB1', 'bio/hg38_HLA-DQB1'], 'bio/DGA_DOID_8778_ATG14_textmining': ['bio/hg19_ATG14', 'bio/hg38_ATG14'], 'bio/DGA_DOID_8778_P2RX3_textmining': ['bio/hg19_P2RX3', 'bio/hg38_P2RX3'], 'bio/DGA_DOID_8778_CSF2_textmining': ['bio/hg19_CSF2', 'bio/hg38_CSF2'], 'bio/DGA_DOID_8778_SLC35A2_textmining': ['bio/hg19_SLC35A2', 'bio/hg38_SLC35A2'], 'bio/DGA_DOID_8778_OSM_textmining': ['bio/hg19_OSM', 'bio/hg38_OSM'], 'bio/DGA_DOID_8778_MUC1_textmining': ['bio/hg19_MUC1', 'bio/hg38_MUC1'], 'bio/DGA_DOID_8778_ST8SIA2_textmining': ['bio/hg19_ST8SIA2', 'bio/hg38_ST8SIA2'], 'bio/DGA_DOID_8778_RAP1A_textmining': ['bio/hg19_RAP1A', 'bio/hg38_RAP1A'], 'bio/DGA_DOID_8778_B3GAT1_textmining': ['bio/hg19_B3GAT1', 'bio/hg38_B3GAT1'], 'bio/DGA_DOID_8778_BEST1_textmining': ['bio/hg19_BEST1', 'bio/hg38_BEST1'], 'bio/DGA_DOID_8778_ELF1_experiments': ['bio/hg19_ELF1', 'bio/hg38_ELF1'], 'bio/DGA_DOID_8778_IFNG-AS1_textmining': ['bio/hg19_IFNG-AS1', 'bio/hg38_IFNG-AS1'], 'bio/DGA_DOID_8778_SLC12A8_textmining': ['bio/hg19_SLC12A8', 'bio/hg38_SLC12A8'], 'bio/DGA_DOID_8778_ACKR4_textmining': ['bio/hg19_ACKR4', 'bio/hg38_ACKR4'], 'bio/DGA_DOID_8778_ZSWIM2_textmining': ['bio/hg19_ZSWIM2', 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'bio/DGA_DOID_8778_PDCD1LG2_textmining': ['bio/hg19_PDCD1LG2', 'bio/hg38_PDCD1LG2'], 'bio/DGA_DOID_8778_MAP3K8_experiments': ['bio/hg19_MAP3K8', 'bio/hg38_MAP3K8'], 'bio/DGA_DOID_8778_PADI6_textmining': ['bio/hg19_PADI6', 'bio/hg38_PADI6'], 'bio/DGA_DOID_8778_TGFB3_textmining': ['bio/hg19_TGFB3', 'bio/hg38_TGFB3'], 'bio/DGA_DOID_8778_ENPP7_textmining': ['bio/hg19_ENPP7', 'bio/hg38_ENPP7'], 'bio/DGA_DOID_8778_ASCL2_textmining': ['bio/hg19_ASCL2', 'bio/hg38_ASCL2'], 'bio/DGA_DOID_8778_ADRA2A_textmining': ['bio/hg19_ADRA2A', 'bio/hg38_ADRA2A'], 'bio/DGA_DOID_8778_TLR3_textmining': ['bio/hg19_TLR3', 'bio/hg38_TLR3'], 'bio/DGA_DOID_8778_EPX_textmining': ['bio/hg19_EPX', 'bio/hg38_EPX'], 'bio/DGA_DOID_8778_APOC1_textmining': ['bio/hg19_APOC1', 'bio/hg38_APOC1'], 'bio/DGA_DOID_8778_PLEKHG5_textmining': ['bio/hg19_PLEKHG5', 'bio/hg38_PLEKHG5'], 'bio/DGA_DOID_8778_EIF2AK4_textmining': ['bio/hg19_EIF2AK4', 'bio/hg38_EIF2AK4'], 'bio/DGA_DOID_8778_MEST_textmining': ['bio/hg19_MEST', 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'bio/DGA_DOID_8778_NFAT5_textmining': ['bio/hg19_NFAT5', 'bio/hg38_NFAT5'], 'bio/DGA_DOID_8778_AXIN2_textmining': ['bio/hg19_AXIN2', 'bio/hg38_AXIN2'], 'bio/DGA_DOID_8778_PHOX2B_experiments': ['bio/hg19_PHOX2B', 'bio/hg38_PHOX2B'], 'bio/DGA_DOID_8778_PSRC1_textmining': ['bio/hg19_PSRC1', 'bio/hg38_PSRC1'], 'bio/DGA_DOID_8778_WDR78_experiments': ['bio/hg19_WDR78', 'bio/hg38_WDR78'], 'bio/DGA_DOID_8778_ENO1_textmining': ['bio/hg19_ENO1', 'bio/hg38_ENO1'], 'bio/DGA_DOID_8778_TJP2_textmining': ['bio/hg19_TJP2', 'bio/hg38_TJP2'], 'bio/DGA_DOID_8778_PADI3_textmining': ['bio/hg19_PADI3', 'bio/hg38_PADI3'], 'bio/DGA_DOID_8778_IGJ_textmining': ['bio/hg19_IGJ'], 'bio/DGA_DOID_8778_RGCC_textmining': ['bio/hg19_RGCC', 'bio/hg38_RGCC'], 'bio/DGA_DOID_8778_TSG101_textmining': ['bio/hg19_TSG101', 'bio/hg38_TSG101'], 'bio/DGA_DOID_8778_FOSL2_experiments': ['bio/hg19_FOSL2', 'bio/hg38_FOSL2'], 'bio/DGA_DOID_8778_DROSHA_textmining': ['bio/hg19_DROSHA', 'bio/hg38_DROSHA'], 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'bio/DGA_DOID_8778_IKZF3_experiments': ['bio/hg19_IKZF3', 'bio/hg38_IKZF3'], 'bio/DGA_DOID_8778_CCL13_textmining': ['bio/hg19_CCL13', 'bio/hg38_CCL13'], 'bio/DGA_DOID_8778_SIK3_textmining': ['bio/hg19_SIK3', 'bio/hg38_SIK3'], 'bio/DGA_DOID_8778_NOG_textmining': ['bio/hg19_NOG', 'bio/hg38_NOG'], 'bio/DGA_DOID_8778_BHLHE22_textmining': ['bio/hg19_BHLHE22', 'bio/hg38_BHLHE22'], 'bio/DGA_DOID_8778_SLC5A1_textmining': ['bio/hg19_SLC5A1', 'bio/hg38_SLC5A1'], 'bio/DGA_DOID_8778_UBE4A_textmining': ['bio/hg19_UBE4A', 'bio/hg38_UBE4A'], 'bio/DGA_DOID_8778_MARVELD3_textmining': ['bio/hg19_MARVELD3', 'bio/hg38_MARVELD3'], 'bio/DGA_DOID_8778_IL17F_textmining': ['bio/hg19_IL17F', 'bio/hg38_IL17F'], 'bio/DGA_DOID_8778_WNT4_experiments': ['bio/hg19_WNT4', 'bio/hg38_WNT4'], 'bio/DGA_DOID_8778_NR5A2_textmining': ['bio/hg19_NR5A2', 'bio/hg38_NR5A2'], 'bio/DGA_DOID_8778_PHC3_textmining': ['bio/hg19_PHC3', 'bio/hg38_PHC3'], 'bio/DGA_DOID_8778_MEFV_textmining': ['bio/hg19_MEFV', 'bio/hg38_MEFV'], 'bio/DGA_DOID_8778_GP1BA_textmining': ['bio/hg19_GP1BA', 'bio/hg38_GP1BA'], 'bio/DGA_DOID_8778_CYP26B1_textmining': ['bio/hg19_CYP26B1', 'bio/hg38_CYP26B1'], 'bio/DGA_DOID_8778_MALRD1_textmining': ['bio/hg19_MALRD1', 'bio/hg38_MALRD1'], 'bio/DGA_DOID_8778_DEFA5_textmining': ['bio/hg19_DEFA5', 'bio/hg38_DEFA5'], 'bio/DGA_DOID_8778_RELA_textmining': ['bio/hg19_RELA', 'bio/hg38_RELA'], 'bio/DGA_DOID_8778_ADIPOQ_textmining': ['bio/hg19_ADIPOQ', 'bio/hg38_ADIPOQ'], 'bio/DGA_DOID_8778_RAVER2_textmining': ['bio/hg19_RAVER2', 'bio/hg38_RAVER2'], 'bio/DGA_DOID_8778_WIPI1_textmining': ['bio/hg19_WIPI1', 'bio/hg38_WIPI1'], 'bio/DGA_DOID_8778_DEFB104A_textmining': ['bio/hg19_DEFB104A', 'bio/hg38_DEFB104A'], 'bio/DGA_DOID_8778_ATG2A_textmining': ['bio/hg19_ATG2A', 'bio/hg38_ATG2A'], 'bio/DGA_DOID_8778_CD70_textmining': ['bio/hg19_CD70', 'bio/hg38_CD70'], 'bio/DGA_DOID_8778_MT1E_textmining': ['bio/hg19_MT1E', 'bio/hg38_MT1E'], 'bio/DGA_DOID_8778_CYSLTR2_textmining': ['bio/hg19_CYSLTR2', 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'bio/hg38_PLA2G6'], 'bio/DGA_DOID_8778_PGC_textmining': ['bio/hg19_PGC', 'bio/hg38_PGC'], 'bio/DGA_DOID_8778_PTGDS_textmining': ['bio/hg19_PTGDS', 'bio/hg38_PTGDS'], 'bio/DGA_DOID_8778_GALK1_textmining': ['bio/hg19_GALK1', 'bio/hg38_GALK1'], 'bio/DGA_DOID_8778_ATG16L1_knowledge': ['bio/hg19_ATG16L1', 'bio/hg38_ATG16L1'], 'bio/DGA_DOID_8778_CD47_textmining': ['bio/hg19_CD47', 'bio/hg38_CD47'], 'bio/DGA_DOID_8778_RHO_textmining': ['bio/hg19_RHO', 'bio/hg38_RHO'], 'bio/DGA_DOID_8778_APELA_textmining': ['bio/hg19_APELA', 'bio/hg38_APELA'], 'bio/DGA_DOID_8778_MAPK1_textmining': ['bio/hg19_MAPK1', 'bio/hg38_MAPK1'], 'bio/DGA_DOID_8778_CCL15_textmining': ['bio/hg19_CCL15', 'bio/hg38_CCL15'], 'bio/DGA_DOID_8778_DEFB112_textmining': ['bio/hg19_DEFB112', 'bio/hg38_DEFB112'], 'bio/DGA_DOID_8778_PPM1L_textmining': ['bio/hg19_PPM1L', 'bio/hg38_PPM1L'], 'bio/DGA_DOID_8778_TG_textmining': ['bio/hg19_TG', 'bio/hg38_TG'], 'bio/DGA_DOID_8778_HTR1B_textmining': ['bio/hg19_HTR1B', 'bio/hg38_HTR1B'], 'bio/DGA_DOID_8778_ACR_textmining': ['bio/hg19_ACR', 'bio/hg38_ACR'], 'bio/DGA_DOID_8778_TLR2_textmining': ['bio/hg19_TLR2', 'bio/hg38_TLR2'], 'bio/DGA_DOID_8778_VSTM4_textmining': ['bio/hg19_VSTM4', 'bio/hg38_VSTM4'], 'bio/DGA_DOID_8778_BTK_textmining': ['bio/hg19_BTK', 'bio/hg38_BTK'], 'bio/DGA_DOID_8778_SP3_textmining': ['bio/hg19_SP3', 'bio/hg38_SP3'], 'bio/DGA_DOID_8778_DBH_textmining': ['bio/hg19_DBH', 'bio/hg38_DBH'], 'bio/DGA_DOID_8778_FIGF_textmining': ['bio/hg19_FIGF'], 'bio/DGA_DOID_8778_PTH_textmining': ['bio/hg19_PTH', 'bio/hg38_PTH'], 'bio/DGA_DOID_8778_CXCL9_textmining': ['bio/hg19_CXCL9', 'bio/hg38_CXCL9'], 'bio/DGA_DOID_8778_GYPA_textmining': ['bio/hg19_GYPA', 'bio/hg38_GYPA'], 'bio/DGA_DOID_8778_NCS1_textmining': ['bio/hg19_NCS1', 'bio/hg38_NCS1'], 'bio/DGA_DOID_8778_IL21_textmining': ['bio/hg19_IL21', 'bio/hg38_IL21'], 'bio/DGA_DOID_8778_UBE2S_textmining': ['bio/hg19_UBE2S', 'bio/hg38_UBE2S'], 'bio/DGA_DOID_8778_LIG3_textmining': ['bio/hg19_LIG3', 'bio/hg38_LIG3'], 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'bio/hg38_CD48'], 'bio/DGA_DOID_8778_HDAC4_textmining': ['bio/hg19_HDAC4', 'bio/hg38_HDAC4'], 'bio/DGA_DOID_8778_MYD88_textmining': ['bio/hg19_MYD88', 'bio/hg38_MYD88'], 'bio/DGA_DOID_8778_RHD_textmining': ['bio/hg19_RHD', 'bio/hg38_RHD'], 'bio/DGA_DOID_8778_C10orf54_textmining': ['bio/hg19_C10orf54'], 'bio/DGA_DOID_8778_FAM69A_textmining': ['bio/hg19_FAM69A', 'bio/hg38_FAM69A'], 'bio/DGA_DOID_8778_CLEC6A_textmining': ['bio/hg19_CLEC6A', 'bio/hg38_CLEC6A'], 'bio/DGA_DOID_8778_DEFB115_textmining': ['bio/hg19_DEFB115', 'bio/hg38_DEFB115'], 'bio/DGA_DOID_8778_SLCO4A1_textmining': ['bio/hg19_SLCO4A1', 'bio/hg38_SLCO4A1'], 'bio/DGA_DOID_8778_JAK2_experiments': ['bio/hg19_JAK2', 'bio/hg38_JAK2'], 'bio/DGA_DOID_8778_hsa-miR-326_textmining': [], 'bio/DGA_DOID_8778_P2RY2_textmining': ['bio/hg19_P2RY2', 'bio/hg38_P2RY2'], 'bio/DGA_DOID_8778_SLC9A3R2_textmining': ['bio/hg19_SLC9A3R2', 'bio/hg38_SLC9A3R2'], 'bio/DGA_DOID_8778_OR5D13_textmining': ['bio/hg19_OR5D13', 'bio/hg38_OR5D13'], 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'bio/hg38_CYBA'], 'bio/DGA_DOID_8778_COL1A2_textmining': ['bio/hg19_COL1A2', 'bio/hg38_COL1A2'], 'bio/DGA_DOID_8778_METTL13_textmining': ['bio/hg19_METTL13', 'bio/hg38_METTL13'], 'bio/DGA_DOID_8778_CD27_textmining': ['bio/hg19_CD27', 'bio/hg38_CD27'], 'bio/DGA_DOID_8778_CD86_textmining': ['bio/hg19_CD86', 'bio/hg38_CD86'], 'bio/DGA_DOID_8778_CCT3_textmining': ['bio/hg19_CCT3', 'bio/hg38_CCT3'], 'bio/DGA_DOID_8778_FLT4_textmining': ['bio/hg19_FLT4', 'bio/hg38_FLT4'], 'bio/DGA_DOID_8778_C8orf74_textmining': ['bio/hg19_C8orf74', 'bio/hg38_C8orf74'], 'bio/DGA_DOID_8778_CYCS_textmining': ['bio/hg19_CYCS', 'bio/hg38_CYCS'], 'bio/DGA_DOID_8778_TMEM183A_textmining': ['bio/hg19_TMEM183A', 'bio/hg38_TMEM183A'], 'bio/DGA_DOID_8778_SLC30A10_textmining': ['bio/hg19_SLC30A10', 'bio/hg38_SLC30A10'], 'bio/DGA_DOID_8778_C10orf76_textmining': ['bio/hg19_C10orf76'], 'bio/DGA_DOID_8778_WDR45_textmining': ['bio/hg19_WDR45', 'bio/hg38_WDR45'], 'bio/DGA_DOID_8778_PNPLA2_textmining': ['bio/hg19_PNPLA2', 'bio/hg38_PNPLA2'], 'bio/DGA_DOID_8778_RB1_textmining': ['bio/hg19_RB1', 'bio/hg38_RB1'], 'bio/DGA_DOID_8778_DUOX1_textmining': ['bio/hg19_DUOX1', 'bio/hg38_DUOX1'], 'bio/DGA_DOID_8778_ENSP00000261789_textmining': [], 'bio/DGA_DOID_8778_KCNK16_textmining': ['bio/hg19_KCNK16', 'bio/hg38_KCNK16'], 'bio/DGA_DOID_8778_CHD7_textmining': ['bio/hg19_CHD7', 'bio/hg38_CHD7'], 'bio/DGA_DOID_8778_GPR35_experiments': ['bio/hg19_GPR35', 'bio/hg38_GPR35'], 'bio/DGA_DOID_8778_CYP4F3_textmining': ['bio/hg19_CYP4F3', 'bio/hg38_CYP4F3'], 'bio/DGA_DOID_8778_STAU1_textmining': ['bio/hg19_STAU1', 'bio/hg38_STAU1'], 'bio/DGA_DOID_8778_ENSP00000387760_textmining': [], 'bio/DGA_DOID_8778_hsa-miR-345-5p_textmining': [], 'bio/DGA_DOID_8778_MRPL19_textmining': ['bio/hg19_MRPL19', 'bio/hg38_MRPL19'], 'bio/DGA_DOID_8778_OR51F2_textmining': ['bio/hg19_OR51F2', 'bio/hg38_OR51F2'], 'bio/DGA_DOID_8778_SEPT9_textmining': ['bio/hg19_SEPT9', 'bio/hg38_SEPT9'], 'bio/DGA_DOID_8778_EDEM1_textmining': ['bio/hg19_EDEM1', 'bio/hg38_EDEM1'], 'bio/DGA_DOID_8778_hsa-miR-130a-3p_textmining': [], 'bio/DGA_DOID_8778_PTPRK_textmining': ['bio/hg19_PTPRK', 'bio/hg38_PTPRK'], 'bio/DGA_DOID_8778_NAAA_textmining': ['bio/hg19_NAAA', 'bio/hg38_NAAA'], 'bio/DGA_DOID_8778_ITLN1_experiments': ['bio/hg19_ITLN1', 'bio/hg38_ITLN1'], 'bio/DGA_DOID_8778_KPNA1_textmining': ['bio/hg19_KPNA1', 'bio/hg38_KPNA1'], 'bio/DGA_DOID_8778_AMT_experiments': ['bio/hg19_AMT', 'bio/hg38_AMT'], 'bio/DGA_DOID_8778_MB_textmining': ['bio/hg19_MB', 'bio/hg38_MB'], 'bio/DGA_DOID_8778_LUM_textmining': ['bio/hg19_LUM', 'bio/hg38_LUM'], 'bio/DGA_DOID_8778_TRU-TCA1_textmining': [], 'bio/DGA_DOID_8778_GLUL_textmining': ['bio/hg19_GLUL', 'bio/hg38_GLUL'], 'bio/DGA_DOID_8778_JAK2_textmining': ['bio/hg19_JAK2', 'bio/hg38_JAK2'], 'bio/DGA_DOID_8778_PODXL_textmining': ['bio/hg19_PODXL', 'bio/hg38_PODXL'], 'bio/DGA_DOID_8778_SMARCA4_textmining': ['bio/hg19_SMARCA4', 'bio/hg38_SMARCA4'], 'bio/DGA_DOID_8778_CREB3L4_textmining': ['bio/hg19_CREB3L4', 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'bio/DGA_DOID_8778_SLAIN2_experiments': ['bio/hg19_SLAIN2', 'bio/hg38_SLAIN2'], 'bio/DGA_DOID_8778_NGFR_textmining': ['bio/hg19_NGFR', 'bio/hg38_NGFR'], 'bio/DGA_DOID_8778_RPS6KB1_textmining': ['bio/hg19_RPS6KB1', 'bio/hg38_RPS6KB1'], 'bio/DGA_DOID_8778_TNFSF15_experiments': ['bio/hg19_TNFSF15', 'bio/hg38_TNFSF15'], 'bio/DGA_DOID_8778_NOXA1_textmining': ['bio/hg19_NOXA1', 'bio/hg38_NOXA1'], 'bio/DGA_DOID_8778_DUSP12_textmining': ['bio/hg19_DUSP12', 'bio/hg38_DUSP12'], 'bio/DGA_DOID_8778_HTT_textmining': ['bio/hg19_HTT', 'bio/hg38_HTT'], 'bio/DGA_DOID_8778_UGT1A8_textmining': ['bio/hg19_UGT1A8', 'bio/hg38_UGT1A8'], 'bio/DGA_DOID_8778_BSN_experiments': ['bio/hg19_BSN', 'bio/hg38_BSN'], 'bio/DGA_DOID_8778_S100A9_textmining': ['bio/hg19_S100A9', 'bio/hg38_S100A9'], 'bio/DGA_DOID_8778_GPR68_textmining': ['bio/hg19_GPR68', 'bio/hg38_GPR68'], 'bio/DGA_DOID_8778_CD4_textmining': ['bio/hg19_CD4', 'bio/hg38_CD4'], 'bio/DGA_DOID_8778_KDR_textmining': ['bio/hg19_KDR', 'bio/hg38_KDR'], 'bio/DGA_DOID_8778_PIP4K2C_textmining': ['bio/hg19_PIP4K2C', 'bio/hg38_PIP4K2C'], 'bio/DGA_DOID_8778_BDH1_textmining': ['bio/hg19_BDH1', 'bio/hg38_BDH1'], 'bio/DGA_DOID_8778_NUDT3_textmining': ['bio/hg19_NUDT3', 'bio/hg38_NUDT3'], 'bio/DGA_DOID_8778_TNFRSF10D_textmining': ['bio/hg19_TNFRSF10D', 'bio/hg38_TNFRSF10D'], 'bio/DGA_DOID_8778_PHACTR1_textmining': ['bio/hg19_PHACTR1', 'bio/hg38_PHACTR1'], 'bio/DGA_DOID_8778_LPA_textmining': ['bio/hg19_LPA', 'bio/hg38_LPA'], 'bio/DGA_DOID_8778_IL31_textmining': ['bio/hg19_IL31', 'bio/hg38_IL31'], 'bio/DGA_DOID_8778_ACKR1_textmining': ['bio/hg19_ACKR1', 'bio/hg38_ACKR1'], 'bio/DGA_DOID_8778_IDH1_textmining': ['bio/hg19_IDH1', 'bio/hg38_IDH1'], 'bio/DGA_DOID_8778_HNF1B_textmining': ['bio/hg19_HNF1B', 'bio/hg38_HNF1B'], 'bio/DGA_DOID_8778_VCAM1_textmining': ['bio/hg19_VCAM1', 'bio/hg38_VCAM1'], 'bio/DGA_DOID_8778_TCF7L2_textmining': ['bio/hg19_TCF7L2', 'bio/hg38_TCF7L2'], 'bio/DGA_DOID_8778_RPS13_textmining': ['bio/hg19_RPS13', 'bio/hg38_RPS13'], 'bio/DGA_DOID_8778_TES_textmining': ['bio/hg19_TES', 'bio/hg38_TES'], 'bio/DGA_DOID_8778_TNFSF4_textmining': ['bio/hg19_TNFSF4', 'bio/hg38_TNFSF4'], 'bio/DGA_DOID_8778_PROCR_textmining': ['bio/hg19_PROCR', 'bio/hg38_PROCR'], 'bio/DGA_DOID_8778_AGTR1_textmining': ['bio/hg19_AGTR1', 'bio/hg38_AGTR1'], 'bio/DGA_DOID_8778_NFE2_textmining': ['bio/hg19_NFE2', 'bio/hg38_NFE2'], 'bio/DGA_DOID_8778_TNPO3_textmining': ['bio/hg19_TNPO3', 'bio/hg38_TNPO3'], 'bio/DGA_DOID_8778_CTSA_textmining': ['bio/hg19_CTSA', 'bio/hg38_CTSA'], 'bio/DGA_DOID_8778_BRCA1_textmining': ['bio/hg19_BRCA1', 'bio/hg38_BRCA1'], 'bio/DGA_DOID_8778_DUOX2_textmining': ['bio/hg19_DUOX2', 'bio/hg38_DUOX2'], 'bio/DGA_DOID_8778_NKX2-3_experiments': ['bio/hg19_NKX2-3', 'bio/hg38_NKX2-3'], 'bio/DGA_DOID_8778_DNMT3A_textmining': ['bio/hg19_DNMT3A', 'bio/hg38_DNMT3A'], 'bio/DGA_DOID_8778_SGTA_textmining': ['bio/hg19_SGTA', 'bio/hg38_SGTA'], 'bio/DGA_DOID_8778_TMEM174_experiments': ['bio/hg19_TMEM174', 'bio/hg38_TMEM174'], 'bio/DGA_DOID_8778_IRF6_textmining': ['bio/hg19_IRF6', 'bio/hg38_IRF6'], 'bio/DGA_DOID_8778_DAPK1_textmining': ['bio/hg19_DAPK1', 'bio/hg38_DAPK1'], 'bio/DGA_DOID_8778_LPCAT3_textmining': ['bio/hg19_LPCAT3', 'bio/hg38_LPCAT3'], 'bio/DGA_DOID_8778_BIN3_textmining': ['bio/hg19_BIN3', 'bio/hg38_BIN3'], 'bio/DGA_DOID_8778_CYP19A1_textmining': ['bio/hg19_CYP19A1', 'bio/hg38_CYP19A1'], 'bio/DGA_DOID_8778_ITGA6_textmining': ['bio/hg19_ITGA6', 'bio/hg38_ITGA6'], 'bio/DGA_DOID_8778_TM9SF4_experiments': ['bio/hg19_TM9SF4', 'bio/hg38_TM9SF4'], 'bio/DGA_DOID_8778_NBR1_textmining': ['bio/hg19_NBR1', 'bio/hg38_NBR1'], 'bio/DGA_DOID_8778_BMI1_textmining': ['bio/hg19_BMI1', 'bio/hg38_BMI1'], 'bio/DGA_DOID_8778_KLF6_textmining': ['bio/hg19_KLF6', 'bio/hg38_KLF6'], 'bio/DGA_DOID_8778_EEA1_textmining': ['bio/hg19_EEA1', 'bio/hg38_EEA1'], 'bio/DGA_DOID_8778_FZD1_textmining': ['bio/hg19_FZD1', 'bio/hg38_FZD1'], 'bio/DGA_DOID_8778_IL1R1_textmining': ['bio/hg19_IL1R1', 'bio/hg38_IL1R1'], 'bio/DGA_DOID_8778_C10orf90_textmining': ['bio/hg19_C10orf90', 'bio/hg38_C10orf90'], 'bio/DGA_DOID_8778_IL12B_knowledge': ['bio/hg19_IL12B', 'bio/hg38_IL12B'], 'bio/DGA_DOID_8778_HGS_textmining': ['bio/hg19_HGS', 'bio/hg38_HGS'], 'bio/DGA_DOID_8778_KLHL6_textmining': ['bio/hg19_KLHL6', 'bio/hg38_KLHL6'], 'bio/DGA_DOID_8778_TNFRSF11B_textmining': ['bio/hg19_TNFRSF11B', 'bio/hg38_TNFRSF11B'], 'bio/DGA_DOID_8778_MALT1_textmining': ['bio/hg19_MALT1', 'bio/hg38_MALT1'], 'bio/DGA_DOID_8778_GIG25_textmining': [], 'bio/DGA_DOID_8778_PTPN2_textmining': ['bio/hg19_PTPN2', 'bio/hg38_PTPN2'], 'bio/DGA_DOID_8778_SLC38A4_textmining': ['bio/hg19_SLC38A4', 'bio/hg38_SLC38A4'], 'bio/DGA_DOID_8778_ACAP1_textmining': ['bio/hg19_ACAP1', 'bio/hg38_ACAP1'], 'bio/DGA_DOID_8778_SLC25A16_textmining': ['bio/hg19_SLC25A16', 'bio/hg38_SLC25A16'], 'bio/DGA_DOID_8778_CORO1A_textmining': ['bio/hg19_CORO1A', 'bio/hg38_CORO1A'], 'bio/DGA_DOID_8778_BAZ2A_textmining': ['bio/hg19_BAZ2A', 'bio/hg38_BAZ2A'], 'bio/DGA_DOID_8778_SIRT2_textmining': ['bio/hg19_SIRT2', 'bio/hg38_SIRT2'], 'bio/DGA_DOID_8778_OTUD3_textmining': ['bio/hg19_OTUD3', 'bio/hg38_OTUD3'], 'bio/DGA_DOID_8778_IRF7_textmining': ['bio/hg19_IRF7', 'bio/hg38_IRF7'], 'bio/DGA_DOID_8778_MYH10_textmining': ['bio/hg19_MYH10', 'bio/hg38_MYH10'], 'bio/DGA_DOID_8778_IGF1R_textmining': ['bio/hg19_IGF1R', 'bio/hg38_IGF1R'], 'bio/DGA_DOID_8778_MPZL3_textmining': ['bio/hg19_MPZL3', 'bio/hg38_MPZL3'], 'bio/DGA_DOID_8778_DPPA3_textmining': ['bio/hg19_DPPA3', 'bio/hg38_DPPA3'], 'bio/DGA_DOID_8778_USP2_textmining': ['bio/hg19_USP2', 'bio/hg38_USP2'], 'bio/DGA_DOID_8778_OPRD1_textmining': ['bio/hg19_OPRD1', 'bio/hg38_OPRD1'], 'bio/DGA_DOID_8778_CARD6_textmining': ['bio/hg19_CARD6', 'bio/hg38_CARD6'], 'bio/DGA_DOID_8778_ZPBP2_experiments': ['bio/hg19_ZPBP2', 'bio/hg38_ZPBP2'], 'bio/DGA_DOID_8778_BCL2L10_textmining': ['bio/hg19_BCL2L10', 'bio/hg38_BCL2L10'], 'bio/DGA_DOID_8778_MAP3K8_textmining': ['bio/hg19_MAP3K8', 'bio/hg38_MAP3K8'], 'bio/DGA_DOID_8778_CCL7_textmining': ['bio/hg19_CCL7', 'bio/hg38_CCL7'], 'bio/DGA_DOID_8778_MED28_textmining': ['bio/hg19_MED28', 'bio/hg38_MED28'], 'bio/DGA_DOID_8778_TXNRD1_textmining': ['bio/hg19_TXNRD1', 'bio/hg38_TXNRD1'], 'bio/DGA_DOID_8778_OPRM1_textmining': ['bio/hg19_OPRM1', 'bio/hg38_OPRM1'], 'bio/DGA_DOID_8778_EDN1_textmining': ['bio/hg19_EDN1', 'bio/hg38_EDN1'], 'bio/DGA_DOID_8778_CUL3_textmining': ['bio/hg19_CUL3', 'bio/hg38_CUL3'], 'bio/DGA_DOID_8778_ARNTL_textmining': ['bio/hg19_ARNTL', 'bio/hg38_ARNTL'], 'bio/DGA_DOID_8778_hsa-miR-196b-5p_textmining': [], 'bio/DGA_DOID_8778_ADCY3_textmining': ['bio/hg19_ADCY3', 'bio/hg38_ADCY3'], 'bio/DGA_DOID_8778_BNIP3_textmining': ['bio/hg19_BNIP3', 'bio/hg38_BNIP3'], 'bio/DGA_DOID_8778_HORMAD2_textmining': ['bio/hg19_HORMAD2', 'bio/hg38_HORMAD2'], 'bio/DGA_DOID_8778_PPBP_textmining': ['bio/hg19_PPBP', 'bio/hg38_PPBP'], 'bio/DGA_DOID_8778_CEP72_experiments': ['bio/hg19_CEP72', 'bio/hg38_CEP72'], 'bio/DGA_DOID_8778_TBC1D3A_textmining': [], 'bio/DGA_DOID_8778_CXCL12_textmining': ['bio/hg19_CXCL12', 'bio/hg38_CXCL12'], 'bio/DGA_DOID_8778_NPBWR1_textmining': ['bio/hg19_NPBWR1', 'bio/hg38_NPBWR1'], 'bio/DGA_DOID_8778_PMAIP1_textmining': ['bio/hg19_PMAIP1', 'bio/hg38_PMAIP1'], 'bio/DGA_DOID_8778_HDGF_textmining': ['bio/hg19_HDGF', 'bio/hg38_HDGF'], 'bio/DGA_DOID_8778_STX17_textmining': ['bio/hg19_STX17', 'bio/hg38_STX17'], 'bio/DGA_DOID_8778_NFIL3_textmining': ['bio/hg19_NFIL3', 'bio/hg38_NFIL3'], 'bio/DGA_DOID_8778_IFNAR2_textmining': ['bio/hg19_IFNAR2', 'bio/hg38_IFNAR2'], 'bio/DGA_DOID_8778_DLAT_textmining': ['bio/hg19_DLAT', 'bio/hg38_DLAT'], 'bio/DGA_DOID_8778_CFB_textmining': ['bio/hg19_CFB', 'bio/hg38_CFB'], 'bio/DGA_DOID_8778_STX8_textmining': ['bio/hg19_STX8', 'bio/hg38_STX8'], 'bio/DGA_DOID_8778_HPGDS_textmining': ['bio/hg19_HPGDS', 'bio/hg38_HPGDS'], 'bio/DGA_DOID_8778_SEMA3F_textmining': ['bio/hg19_SEMA3F', 'bio/hg38_SEMA3F'], 'bio/DGA_DOID_8778_PTGER2_textmining': ['bio/hg19_PTGER2', 'bio/hg38_PTGER2'], 'bio/DGA_DOID_8778_MYOCD_textmining': ['bio/hg19_MYOCD', 'bio/hg38_MYOCD'], 'bio/DGA_DOID_8778_CD163_textmining': ['bio/hg19_CD163', 'bio/hg38_CD163'], 'bio/DGA_DOID_8778_REG1B_textmining': ['bio/hg19_REG1B', 'bio/hg38_REG1B'], 'bio/DGA_DOID_8778_ASPA_textmining': ['bio/hg19_ASPA', 'bio/hg38_ASPA'], 'bio/DGA_DOID_8778_UGDH_textmining': ['bio/hg19_UGDH', 'bio/hg38_UGDH'], 'bio/DGA_DOID_8778_hsa-miR-103a-2-5p_textmining': [], 'bio/DGA_DOID_8778_CTSC_textmining': ['bio/hg19_CTSC', 'bio/hg38_CTSC'], 'bio/DGA_DOID_8778_ITIH2_textmining': ['bio/hg19_ITIH2', 'bio/hg38_ITIH2'], 'bio/DGA_DOID_8778_FIBP_experiments': ['bio/hg19_FIBP', 'bio/hg38_FIBP'], 'bio/DGA_DOID_8778_PNLIP_textmining': ['bio/hg19_PNLIP', 'bio/hg38_PNLIP'], 'bio/DGA_DOID_8778_PSMG1_textmining': ['bio/hg19_PSMG1', 'bio/hg38_PSMG1'], 'bio/DGA_DOID_8778_CPXM1_textmining': ['bio/hg19_CPXM1', 'bio/hg38_CPXM1'], 'bio/DGA_DOID_8778_GPA33_textmining': ['bio/hg19_GPA33', 'bio/hg38_GPA33'], 'bio/DGA_DOID_8778_MARCH1_textmining': ['bio/hg19_MARCH1', 'bio/hg38_MARCH1'], 'bio/DGA_DOID_8778_LYVE1_textmining': ['bio/hg19_LYVE1', 'bio/hg38_LYVE1'], 'bio/DGA_DOID_8778_NFYA_textmining': ['bio/hg19_NFYA', 'bio/hg38_NFYA'], 'bio/DGA_DOID_8778_THEMIS_textmining': ['bio/hg19_THEMIS', 'bio/hg38_THEMIS'], 'bio/DGA_DOID_8778_TMBIM6_textmining': ['bio/hg19_TMBIM6', 'bio/hg38_TMBIM6'], 'bio/DGA_DOID_8778_IRF2BP1_textmining': ['bio/hg19_IRF2BP1', 'bio/hg38_IRF2BP1'], 'bio/DGA_DOID_8778_GRB2_textmining': ['bio/hg19_GRB2', 'bio/hg38_GRB2'], 'bio/DGA_DOID_8778_FPR1_textmining': ['bio/hg19_FPR1', 'bio/hg38_FPR1'], 'bio/DGA_DOID_8778_SLTM_textmining': ['bio/hg19_SLTM', 'bio/hg38_SLTM'], 'bio/DGA_DOID_8778_GGTLC3_textmining': ['bio/hg19_GGTLC3', 'bio/hg38_GGTLC3'], 'bio/DGA_DOID_8778_LITAF_textmining': ['bio/hg19_LITAF', 'bio/hg38_LITAF'], 'bio/DGA_DOID_8778_RNF114_textmining': ['bio/hg19_RNF114', 'bio/hg38_RNF114'], 'bio/DGA_DOID_8778_IL23R_knowledge': ['bio/hg19_IL23R', 'bio/hg38_IL23R'], 'bio/DGA_DOID_8778_ADAMTS7_textmining': ['bio/hg19_ADAMTS7', 'bio/hg38_ADAMTS7'], 'bio/DGA_DOID_8778_MASP2_textmining': ['bio/hg19_MASP2', 'bio/hg38_MASP2'], 'bio/DGA_DOID_8778_RAB40AL_textmining': ['bio/hg19_RAB40AL', 'bio/hg38_RAB40AL'], 'bio/DGA_DOID_8778_TAOK3_textmining': ['bio/hg19_TAOK3', 'bio/hg38_TAOK3'], 'bio/DGA_DOID_8778_CCL20_textmining': ['bio/hg19_CCL20', 'bio/hg38_CCL20'], 'bio/DGA_DOID_8778_AREG_textmining': ['bio/hg19_AREG', 'bio/hg38_AREG'], 'bio/DGA_DOID_8778_GIMAP5_textmining': ['bio/hg19_GIMAP5', 'bio/hg38_GIMAP5'], 'bio/DGA_DOID_8778_MGLL_textmining': ['bio/hg19_MGLL', 'bio/hg38_MGLL'], 'bio/DGA_DOID_8778_NOD2_knowledge': ['bio/hg19_NOD2', 'bio/hg38_NOD2'], 'bio/DGA_DOID_8778_IRX5_textmining': ['bio/hg19_IRX5', 'bio/hg38_IRX5'], 'bio/DGA_DOID_8778_PEPD_textmining': ['bio/hg19_PEPD', 'bio/hg38_PEPD'], 'bio/DGA_DOID_8778_GBP7_textmining': ['bio/hg19_GBP7', 'bio/hg38_GBP7'], 'bio/DGA_DOID_8778_USP18_textmining': ['bio/hg19_USP18', 'bio/hg38_USP18'], 'bio/DGA_DOID_8778_NOS1AP_textmining': ['bio/hg19_NOS1AP', 'bio/hg38_NOS1AP'], 'bio/DGA_DOID_8778_MAP2K5_textmining': ['bio/hg19_MAP2K5', 'bio/hg38_MAP2K5'], 'bio/DGA_DOID_8778_COG2_textmining': ['bio/hg19_COG2', 'bio/hg38_COG2'], 'bio/DGA_DOID_8778_ADAMTS4_textmining': ['bio/hg19_ADAMTS4', 'bio/hg38_ADAMTS4'], 'bio/DGA_DOID_8778_XPNPEP1_textmining': ['bio/hg19_XPNPEP1', 'bio/hg38_XPNPEP1'], 'bio/DGA_DOID_8778_NRIP1_textmining': ['bio/hg19_NRIP1', 'bio/hg38_NRIP1'], 'bio/DGA_DOID_8778_LILRB3_textmining': ['bio/hg19_LILRB3', 'bio/hg38_LILRB3'], 'bio/DGA_DOID_8778_SCD_textmining': ['bio/hg19_SCD', 'bio/hg38_SCD'], 'bio/DGA_DOID_8778_APOBEC3G_textmining': ['bio/hg19_APOBEC3G', 'bio/hg38_APOBEC3G'], 'bio/DGA_DOID_8778_PCSK5_textmining': ['bio/hg19_PCSK5', 'bio/hg38_PCSK5'], 'bio/DGA_DOID_8778_CCND1_textmining': ['bio/hg19_CCND1', 'bio/hg38_CCND1'], 'bio/DGA_DOID_8778_NRBF2_textmining': ['bio/hg19_NRBF2', 'bio/hg38_NRBF2'], 'bio/DGA_DOID_8778_HLA-DRB1_knowledge': ['bio/hg19_HLA-DRB1', 'bio/hg38_HLA-DRB1'], 'bio/DGA_DOID_8778_CD300E_textmining': ['bio/hg19_CD300E', 'bio/hg38_CD300E'], 'bio/DGA_DOID_8778_hsa-miR-27b-3p_textmining': [], 'bio/DGA_DOID_8778_MMP13_textmining': ['bio/hg19_MMP13', 'bio/hg38_MMP13'], 'bio/DGA_DOID_8778_HAVCR2_textmining': ['bio/hg19_HAVCR2', 'bio/hg38_HAVCR2'], 'bio/DGA_DOID_8778_CXCL3_textmining': ['bio/hg19_CXCL3', 'bio/hg38_CXCL3'], 'bio/DGA_DOID_8778_IFIT3_textmining': ['bio/hg19_IFIT3', 'bio/hg38_IFIT3'], 'bio/DGA_DOID_8778_SNRNP70_textmining': ['bio/hg19_SNRNP70', 'bio/hg38_SNRNP70'], 'bio/DGA_DOID_8778_ATF6_textmining': ['bio/hg19_ATF6', 'bio/hg38_ATF6'], 'bio/DGA_DOID_8778_PLEKHH1_textmining': ['bio/hg19_PLEKHH1', 'bio/hg38_PLEKHH1'], 'bio/DGA_DOID_8778_HTR1A_textmining': ['bio/hg19_HTR1A', 'bio/hg38_HTR1A'], 'bio/DGA_DOID_8778_TTC7A_textmining': ['bio/hg19_TTC7A', 'bio/hg38_TTC7A'], 'bio/DGA_DOID_8778_MREG_textmining': ['bio/hg19_MREG', 'bio/hg38_MREG'], 'bio/DGA_DOID_8778_ST3GAL4_textmining': ['bio/hg19_ST3GAL4', 'bio/hg38_ST3GAL4'], 'bio/DGA_DOID_8778_CD247_textmining': ['bio/hg19_CD247', 'bio/hg38_CD247'], 'bio/DGA_DOID_8778_SLC10A4_textmining': ['bio/hg19_SLC10A4', 'bio/hg38_SLC10A4'], 'bio/DGA_DOID_8778_SCTR_textmining': ['bio/hg19_SCTR', 'bio/hg38_SCTR'], 'bio/DGA_DOID_8778_TNFSF15_textmining': ['bio/hg19_TNFSF15', 'bio/hg38_TNFSF15'], 'bio/DGA_DOID_8778_PSTPIP1_textmining': ['bio/hg19_PSTPIP1', 'bio/hg38_PSTPIP1'], 'bio/DGA_DOID_8778_ANG_textmining': ['bio/hg19_ANG', 'bio/hg38_ANG'], 'bio/DGA_DOID_8778_AQP11_textmining': ['bio/hg19_AQP11', 'bio/hg38_AQP11'], 'bio/DGA_DOID_8778_DEFB124_textmining': ['bio/hg19_DEFB124', 'bio/hg38_DEFB124'], 'bio/DGA_DOID_8778_LGR5_textmining': ['bio/hg19_LGR5', 'bio/hg38_LGR5'], 'bio/DGA_DOID_8778_RNF138_textmining': ['bio/hg19_RNF138', 'bio/hg38_RNF138'], 'bio/DGA_DOID_8778_S1PR5_textmining': ['bio/hg19_S1PR5', 'bio/hg38_S1PR5'], 'bio/DGA_DOID_8778_SLAMF1_textmining': ['bio/hg19_SLAMF1', 'bio/hg38_SLAMF1'], 'bio/DGA_DOID_8778_SULF1_textmining': ['bio/hg19_SULF1', 'bio/hg38_SULF1'], 'bio/DGA_DOID_8778_BMP7_textmining': ['bio/hg19_BMP7', 'bio/hg38_BMP7'], 'bio/DGA_DOID_8778_CDK6_textmining': ['bio/hg19_CDK6', 'bio/hg38_CDK6'], 'bio/DGA_DOID_8778_PECAM1_textmining': ['bio/hg19_PECAM1', 'bio/hg38_PECAM1'], 'bio/DGA_DOID_8778_B7RP1_experiments': [], 'bio/DGA_DOID_8778_PGAP3_textmining': ['bio/hg19_PGAP3', 'bio/hg38_PGAP3'], 'bio/DGA_DOID_8778_SP7_textmining': ['bio/hg19_SP7', 'bio/hg38_SP7'], 'bio/DGA_DOID_8778_MST1R_textmining': ['bio/hg19_MST1R', 'bio/hg38_MST1R'], 'bio/DGA_DOID_8778_ADIPOR2_textmining': ['bio/hg19_ADIPOR2', 'bio/hg38_ADIPOR2'], 'bio/DGA_DOID_8778_NCMAP_textmining': ['bio/hg19_NCMAP', 'bio/hg38_NCMAP'], 'bio/DGA_DOID_8778_RNF31_textmining': ['bio/hg19_RNF31', 'bio/hg38_RNF31'], 'bio/DGA_DOID_8778_RHBDF2_textmining': ['bio/hg19_RHBDF2', 'bio/hg38_RHBDF2'], 'bio/DGA_DOID_8778_NLRX1_textmining': ['bio/hg19_NLRX1', 'bio/hg38_NLRX1'], 'bio/DGA_DOID_8778_TXK_textmining': ['bio/hg19_TXK', 'bio/hg38_TXK'], 'bio/DGA_DOID_8778_LIF_textmining': ['bio/hg19_LIF', 'bio/hg38_LIF'], 'bio/DGA_DOID_8778_VAMP8_textmining': ['bio/hg19_VAMP8', 'bio/hg38_VAMP8'], 'bio/DGA_DOID_8778_C1S_textmining': ['bio/hg19_C1S', 'bio/hg38_C1S'], 'bio/DGA_DOID_8778_NKD1_experiments': ['bio/hg19_NKD1', 'bio/hg38_NKD1'], 'bio/DGA_DOID_8778_IRAK4_textmining': ['bio/hg19_IRAK4', 'bio/hg38_IRAK4'], 'bio/DGA_DOID_8778_RAB2A_textmining': ['bio/hg19_RAB2A', 'bio/hg38_RAB2A'], 'bio/DGA_DOID_8778_RORC_textmining': ['bio/hg19_RORC', 'bio/hg38_RORC'], 'bio/DGA_DOID_8778_IER3IP1_textmining': ['bio/hg19_IER3IP1', 'bio/hg38_IER3IP1'], 'bio/DGA_DOID_8778_SELP_textmining': ['bio/hg19_SELP', 'bio/hg38_SELP'], 'bio/DGA_DOID_8778_P2RX5_textmining': ['bio/hg19_P2RX5', 'bio/hg38_P2RX5'], 'bio/DGA_DOID_8778_ENSP00000478610_textmining': [], 'bio/DGA_DOID_8778_CA13_textmining': ['bio/hg19_CA13', 'bio/hg38_CA13'], 'bio/DGA_DOID_8778_CCNY_experiments': ['bio/hg19_CCNY', 'bio/hg38_CCNY'], 'bio/DGA_DOID_8778_hsa-miR-19a-3p_textmining': [], 'bio/DGA_DOID_8778_C3_textmining': ['bio/hg19_C3', 'bio/hg38_C3'], 'bio/DGA_DOID_8778_PREP_textmining': ['bio/hg19_PREP', 'bio/hg38_PREP'], 'bio/DGA_DOID_8778_NFATC3_textmining': ['bio/hg19_NFATC3', 'bio/hg38_NFATC3'], 'bio/DGA_DOID_8778_ABL1_textmining': ['bio/hg19_ABL1', 'bio/hg38_ABL1'], 'bio/DGA_DOID_8778_CLDN5_textmining': ['bio/hg19_CLDN5', 'bio/hg38_CLDN5'], 'bio/DGA_DOID_8778_ORM1_textmining': ['bio/hg19_ORM1', 'bio/hg38_ORM1'], 'bio/DGA_DOID_8778_VCL_textmining': ['bio/hg19_VCL', 'bio/hg38_VCL'], 'bio/DGA_DOID_8778_ST5_textmining': ['bio/hg19_ST5', 'bio/hg38_ST5'], 'bio/DGA_DOID_8778_SLC36A4_experiments': ['bio/hg19_SLC36A4', 'bio/hg38_SLC36A4'], 'bio/DGA_DOID_8778_BPI_textmining': ['bio/hg19_BPI', 'bio/hg38_BPI'], 'bio/DGA_DOID_8778_C5orf56_textmining': ['bio/hg19_C5orf56', 'bio/hg38_C5orf56'], 'bio/DGA_DOID_8778_ENO3_textmining': ['bio/hg19_ENO3', 'bio/hg38_ENO3'], 'bio/DGA_DOID_8778_LGALS7_textmining': ['bio/hg19_LGALS7', 'bio/hg38_LGALS7'], 'bio/DGA_DOID_8778_PPT1_textmining': ['bio/hg19_PPT1', 'bio/hg38_PPT1'], 'bio/DGA_DOID_8778_TRAF3IP2_textmining': ['bio/hg19_TRAF3IP2', 'bio/hg38_TRAF3IP2'], 'bio/DGA_DOID_8778_CX3CR1_textmining': ['bio/hg19_CX3CR1', 'bio/hg38_CX3CR1'], 'bio/DGA_DOID_8778_DRD5_textmining': ['bio/hg19_DRD5', 'bio/hg38_DRD5'], 'bio/DGA_DOID_8778_LRIG1_textmining': ['bio/hg19_LRIG1', 'bio/hg38_LRIG1'], 'bio/DGA_DOID_8778_hsa-miR-26a-5p_textmining': [], 'bio/DGA_DOID_8778_CARD8_experiments': ['bio/hg19_CARD8', 'bio/hg38_CARD8'], 'bio/DGA_DOID_8778_PAX5_textmining': ['bio/hg19_PAX5', 'bio/hg38_PAX5'], 'bio/DGA_DOID_8778_SDHB_textmining': ['bio/hg19_SDHB', 'bio/hg38_SDHB'], 'bio/DGA_DOID_8778_hsa-miR-16-5p_textmining': [], 'bio/DGA_DOID_8778_NPSR1_textmining': ['bio/hg19_NPSR1', 'bio/hg38_NPSR1'], 'bio/DGA_DOID_8778_SLC30A8_textmining': ['bio/hg19_SLC30A8', 'bio/hg38_SLC30A8'], 'bio/DGA_DOID_8778_STC1_textmining': ['bio/hg19_STC1', 'bio/hg38_STC1'], 'bio/DGA_DOID_8778_LMX1B_textmining': ['bio/hg19_LMX1B', 'bio/hg38_LMX1B'], 'bio/DGA_DOID_8778_LILRB2_textmining': ['bio/hg19_LILRB2', 'bio/hg38_LILRB2'], 'bio/DGA_DOID_8778_SLC1A7_textmining': ['bio/hg19_SLC1A7', 'bio/hg38_SLC1A7'], 'bio/DGA_DOID_8778_ZG16_textmining': ['bio/hg19_ZG16', 'bio/hg38_ZG16'], 'bio/DGA_DOID_8778_TAPBP_textmining': ['bio/hg19_TAPBP', 'bio/hg38_TAPBP'], 'bio/DGA_DOID_8778_MIB2_textmining': ['bio/hg19_MIB2', 'bio/hg38_MIB2'], 'bio/DGA_DOID_8778_HMBS_textmining': ['bio/hg19_HMBS', 'bio/hg38_HMBS'], 'bio/DGA_DOID_8778_SIRT3_textmining': ['bio/hg19_SIRT3', 'bio/hg38_SIRT3'], 'bio/DGA_DOID_8778_PRUNE_textmining': ['bio/hg19_PRUNE'], 'bio/DGA_DOID_8778_SLC22A5_textmining': ['bio/hg19_SLC22A5', 'bio/hg38_SLC22A5'], 'bio/DGA_DOID_8778_TNFSF13B_textmining': ['bio/hg19_TNFSF13B', 'bio/hg38_TNFSF13B'], 'bio/DGA_DOID_8778_hsa-miR-10a-5p_textmining': [], 'bio/DGA_DOID_8778_C1orf106_experiments': ['bio/hg19_C1orf106'], 'bio/DGA_DOID_8778_AZGP1_textmining': ['bio/hg19_AZGP1', 'bio/hg38_AZGP1'], 'bio/DGA_DOID_8778_MSH2_textmining': ['bio/hg19_MSH2', 'bio/hg38_MSH2'], 'bio/DGA_DOID_8778_PPM1G_experiments': ['bio/hg19_PPM1G', 'bio/hg38_PPM1G'], 'bio/DGA_DOID_8778_KLRD1_textmining': ['bio/hg19_KLRD1', 'bio/hg38_KLRD1'], 'bio/DGA_DOID_8778_B7RP1_textmining': [], 'bio/DGA_DOID_8778_LALBA_textmining': ['bio/hg19_LALBA', 'bio/hg38_LALBA'], 'bio/DGA_DOID_8778_GAST_textmining': ['bio/hg19_GAST', 'bio/hg38_GAST'], 'bio/DGA_DOID_8778_MSH3_textmining': ['bio/hg19_MSH3', 'bio/hg38_MSH3'], 'bio/DGA_DOID_8778_AVP_textmining': ['bio/hg19_AVP', 'bio/hg38_AVP'], 'bio/DGA_DOID_8778_PHOX2B_textmining': ['bio/hg19_PHOX2B', 'bio/hg38_PHOX2B'], 'bio/DGA_DOID_8778_MDM2_textmining': ['bio/hg19_MDM2', 'bio/hg38_MDM2'], 'bio/DGA_DOID_8778_SGSH_textmining': ['bio/hg19_SGSH', 'bio/hg38_SGSH'], 'bio/DGA_DOID_8778_MGMT_textmining': ['bio/hg19_MGMT', 'bio/hg38_MGMT'], 'bio/DGA_DOID_8778_RARA_textmining': ['bio/hg19_RARA', 'bio/hg38_RARA'], 'bio/DGA_DOID_8778_XKR6_textmining': ['bio/hg19_XKR6', 'bio/hg38_XKR6'], 'bio/DGA_DOID_8778_TF_textmining': ['bio/hg19_TF', 'bio/hg38_TF'], 'bio/DGA_DOID_8778_hsa-miR-324-3p_textmining': [], 'bio/DGA_DOID_8778_hsa-miR-193b-3p_textmining': [], 'bio/DGA_DOID_8778_CD46_textmining': ['bio/hg19_CD46', 'bio/hg38_CD46'], 'bio/DGA_DOID_8778_SIK2_textmining': ['bio/hg19_SIK2', 'bio/hg38_SIK2'], 'bio/DGA_DOID_8778_APOH_textmining': ['bio/hg19_APOH', 'bio/hg38_APOH'], 'bio/DGA_DOID_8778_CALR_textmining': ['bio/hg19_CALR', 'bio/hg38_CALR'], 'bio/DGA_DOID_8778_RPS6KA2_textmining': ['bio/hg19_RPS6KA2', 'bio/hg38_RPS6KA2'], 'bio/DGA_DOID_8778_HLA-B_textmining': ['bio/hg19_HLA-B', 'bio/hg38_HLA-B'], 'bio/DGA_DOID_8778_NOTCH4_textmining': ['bio/hg19_NOTCH4', 'bio/hg38_NOTCH4'], 'bio/DGA_DOID_8778_ST6GAL1_textmining': ['bio/hg19_ST6GAL1', 'bio/hg38_ST6GAL1'], 'bio/DGA_DOID_8778_USP7_textmining': ['bio/hg19_USP7', 'bio/hg38_USP7'], 'bio/DGA_DOID_8778_RNF125_textmining': ['bio/hg19_RNF125', 'bio/hg38_RNF125'], 'bio/DGA_DOID_8778_AGR2_textmining': ['bio/hg19_AGR2', 'bio/hg38_AGR2'], 'bio/DGA_DOID_8778_MRAP_textmining': ['bio/hg19_MRAP', 'bio/hg38_MRAP'], 'bio/DGA_DOID_8778_CASP6_textmining': ['bio/hg19_CASP6', 'bio/hg38_CASP6'], 'bio/DGA_DOID_8778_BANF1_textmining': ['bio/hg19_BANF1', 'bio/hg38_BANF1'], 'bio/DGA_DOID_8778_FERMT1_textmining': ['bio/hg19_FERMT1', 'bio/hg38_FERMT1'], 'bio/DGA_DOID_8778_GOPC_textmining': ['bio/hg19_GOPC', 'bio/hg38_GOPC'], 'bio/DGA_DOID_8778_HGF_textmining': ['bio/hg19_HGF', 'bio/hg38_HGF'], 'bio/DGA_DOID_8778_FAM107B_textmining': ['bio/hg19_FAM107B', 'bio/hg38_FAM107B'], 'bio/DGA_DOID_8778_CASP5_textmining': ['bio/hg19_CASP5', 'bio/hg38_CASP5'], 'bio/DGA_DOID_8778_hsa-miR-151a-5p_textmining': [], 'bio/DGA_DOID_8778_GRASP_textmining': ['bio/hg19_GRASP', 'bio/hg38_GRASP'], 'bio/DGA_DOID_8778_LAG3_textmining': ['bio/hg19_LAG3', 'bio/hg38_LAG3'], 'bio/DGA_DOID_8778_RAN_textmining': ['bio/hg19_RAN', 'bio/hg38_RAN'], 'bio/DGA_DOID_8778_KRTAP1-3_textmining': ['bio/hg19_KRTAP1-3', 'bio/hg38_KRTAP1-3'], 'bio/DGA_DOID_8778_ALDH7A1_textmining': ['bio/hg19_ALDH7A1', 'bio/hg38_ALDH7A1'], 'bio/DGA_DOID_8778_P2RX4_textmining': ['bio/hg19_P2RX4', 'bio/hg38_P2RX4'], 'bio/DGA_DOID_8778_ZNF683_textmining': ['bio/hg19_ZNF683', 'bio/hg38_ZNF683'], 'bio/DGA_DOID_8778_STEAP2-AS1_textmining': ['bio/hg19_STEAP2-AS1', 'bio/hg38_STEAP2-AS1'], 'bio/DGA_DOID_8778_BLOC1S3_textmining': ['bio/hg19_BLOC1S3', 'bio/hg38_BLOC1S3'], 'bio/DGA_DOID_8778_SOD1_textmining': ['bio/hg19_SOD1', 'bio/hg38_SOD1'], 'bio/DGA_DOID_8778_WNT2_textmining': ['bio/hg19_WNT2', 'bio/hg38_WNT2'], 'bio/DGA_DOID_8778_EHMT2_textmining': ['bio/hg19_EHMT2', 'bio/hg38_EHMT2'], 'bio/DGA_DOID_8778_ANO6_textmining': ['bio/hg19_ANO6', 'bio/hg38_ANO6'], 'bio/DGA_DOID_8778_PTGER1_textmining': ['bio/hg19_PTGER1', 'bio/hg38_PTGER1'], 'bio/DGA_DOID_8778_ULBP1_textmining': ['bio/hg19_ULBP1', 'bio/hg38_ULBP1'], 'bio/DGA_DOID_8778_MAPK9_textmining': ['bio/hg19_MAPK9', 'bio/hg38_MAPK9'], 'bio/DGA_DOID_8778_CD72_textmining': ['bio/hg19_CD72', 'bio/hg38_CD72'], 'bio/DGA_DOID_8778_EHD4_textmining': ['bio/hg19_EHD4', 'bio/hg38_EHD4'], 'bio/DGA_DOID_8778_GBGT1_textmining': ['bio/hg19_GBGT1', 'bio/hg38_GBGT1'], 'bio/DGA_DOID_8778_USP8_textmining': ['bio/hg19_USP8', 'bio/hg38_USP8'], 'bio/DGA_DOID_8778_SP140_textmining': ['bio/hg19_SP140', 'bio/hg38_SP140'], 'bio/DGA_DOID_8778_FCRL3_textmining': ['bio/hg19_FCRL3', 'bio/hg38_FCRL3'], 'bio/DGA_DOID_8778_TRPC4_textmining': ['bio/hg19_TRPC4', 'bio/hg38_TRPC4'], 'bio/DGA_DOID_8778_hsa-miR-1910-5p_textmining': [], 'bio/DGA_DOID_8778_RAG1_textmining': ['bio/hg19_RAG1', 'bio/hg38_RAG1'], 'bio/DGA_DOID_8778_CD200_textmining': ['bio/hg19_CD200', 'bio/hg38_CD200'], 'bio/DGA_DOID_8778_BTNL9_textmining': ['bio/hg19_BTNL9', 'bio/hg38_BTNL9'], 'bio/DGA_DOID_8778_ALOX15B_textmining': ['bio/hg19_ALOX15B', 'bio/hg38_ALOX15B'], 'bio/DGA_DOID_8778_IGF2_textmining': ['bio/hg19_IGF2', 'bio/hg38_IGF2'], 'bio/DGA_DOID_8778_ALAD_textmining': ['bio/hg19_ALAD', 'bio/hg38_ALAD'], 'bio/DGA_DOID_8778_ADAMTS12_textmining': ['bio/hg19_ADAMTS12', 'bio/hg38_ADAMTS12'], 'bio/DGA_DOID_8778_RNF43_textmining': ['bio/hg19_RNF43', 'bio/hg38_RNF43'], 'bio/DGA_DOID_8778_PARP1_textmining': ['bio/hg19_PARP1', 'bio/hg38_PARP1'], 'bio/DGA_DOID_8778_RNH1_textmining': ['bio/hg19_RNH1', 'bio/hg38_RNH1'], 'bio/DGA_DOID_8778_DNAJC17_textmining': ['bio/hg19_DNAJC17', 'bio/hg38_DNAJC17'], 'bio/DGA_DOID_8778_SULF2_textmining': ['bio/hg19_SULF2', 'bio/hg38_SULF2'], 'bio/DGA_DOID_8778_ABCG5_textmining': ['bio/hg19_ABCG5', 'bio/hg38_ABCG5'], 'bio/DGA_DOID_8778_CD2_textmining': ['bio/hg19_CD2', 'bio/hg38_CD2'], 'bio/DGA_DOID_8778_IL22RA2_textmining': ['bio/hg19_IL22RA2', 'bio/hg38_IL22RA2'], 'bio/DGA_DOID_8778_LSR_textmining': ['bio/hg19_LSR', 'bio/hg38_LSR'], 'bio/DGA_DOID_8778_NR1H2_textmining': ['bio/hg19_NR1H2', 'bio/hg38_NR1H2'], 'bio/DGA_DOID_8778_UMOD_textmining': ['bio/hg19_UMOD', 'bio/hg38_UMOD'], 'bio/DGA_DOID_8778_PIPOX_textmining': ['bio/hg19_PIPOX', 'bio/hg38_PIPOX'], 'bio/DGA_DOID_8778_PITX1_textmining': ['bio/hg19_PITX1', 'bio/hg38_PITX1'], 'bio/DGA_DOID_8778_OTUB1_textmining': ['bio/hg19_OTUB1', 'bio/hg38_OTUB1'], 'bio/DGA_DOID_8778_MSN_textmining': ['bio/hg19_MSN', 'bio/hg38_MSN'], 'bio/DGA_DOID_8778_TMEM17_textmining': ['bio/hg19_TMEM17', 'bio/hg38_TMEM17'], 'bio/DGA_DOID_8778_TEK_textmining': ['bio/hg19_TEK', 'bio/hg38_TEK'], 'bio/DGA_DOID_8778_SLC9A3R1_textmining': ['bio/hg19_SLC9A3R1', 'bio/hg38_SLC9A3R1'], 'bio/DGA_DOID_8778_EBF1_textmining': ['bio/hg19_EBF1', 'bio/hg38_EBF1'], 'bio/DGA_DOID_8778_UNC93B1_textmining': ['bio/hg19_UNC93B1', 'bio/hg38_UNC93B1'], 'bio/DGA_DOID_8778_HDAC1_textmining': ['bio/hg19_HDAC1', 'bio/hg38_HDAC1'], 'bio/DGA_DOID_8778_AQP10_textmining': ['bio/hg19_AQP10', 'bio/hg38_AQP10'], 'bio/DGA_DOID_8778_DNAJB9_textmining': ['bio/hg19_DNAJB9', 'bio/hg38_DNAJB9'], 'bio/DGA_DOID_8778_NEUROG3_textmining': ['bio/hg19_NEUROG3', 'bio/hg38_NEUROG3'], 'bio/DGA_DOID_8778_DHCR7_textmining': ['bio/hg19_DHCR7', 'bio/hg38_DHCR7'], 'bio/DGA_DOID_8778_CXCL2_textmining': ['bio/hg19_CXCL2', 'bio/hg38_CXCL2'], 'bio/DGA_DOID_8778_PER3_experiments': ['bio/hg19_PER3', 'bio/hg38_PER3'], 'bio/DGA_DOID_8778_PLEK_textmining': ['bio/hg19_PLEK', 'bio/hg38_PLEK'], 'bio/DGA_DOID_8778_AFF3_textmining': ['bio/hg19_AFF3', 'bio/hg38_AFF3'], 'bio/DGA_DOID_8778_PRKG1_textmining': ['bio/hg19_PRKG1', 'bio/hg38_PRKG1'], 'bio/DGA_DOID_8778_ACKR2_textmining': ['bio/hg19_ACKR2', 'bio/hg38_ACKR2'], 'bio/DGA_DOID_8778_hsa-miR-146b-5p_textmining': [], 'bio/DGA_DOID_8778_SGPL1_textmining': ['bio/hg19_SGPL1', 'bio/hg38_SGPL1'], 'bio/DGA_DOID_8778_GMPS_textmining': ['bio/hg19_GMPS', 'bio/hg38_GMPS'], 'bio/DGA_DOID_8778_MOCOS_textmining': ['bio/hg19_MOCOS', 'bio/hg38_MOCOS'], 'bio/DGA_DOID_8778_CSNK2B_textmining': ['bio/hg19_CSNK2B', 'bio/hg38_CSNK2B'], 'bio/DGA_DOID_8778_ID1_textmining': ['bio/hg19_ID1', 'bio/hg38_ID1'], 'bio/DGA_DOID_8778_SPINK1_textmining': ['bio/hg19_SPINK1', 'bio/hg38_SPINK1'], 'bio/DGA_DOID_8778_PRDX1_textmining': ['bio/hg19_PRDX1', 'bio/hg38_PRDX1'], 'bio/DGA_DOID_8778_ENTPD3_textmining': ['bio/hg19_ENTPD3', 'bio/hg38_ENTPD3'], 'bio/DGA_DOID_8778_CPAMD8_textmining': ['bio/hg19_CPAMD8', 'bio/hg38_CPAMD8'], 'bio/DGA_DOID_8778_ENSP00000480348_textmining': [], 'bio/DGA_DOID_8778_H2AFX_textmining': ['bio/hg19_H2AFX', 'bio/hg38_H2AFX'], 'bio/DGA_DOID_8778_CDA_textmining': ['bio/hg19_CDA', 'bio/hg38_CDA'], 'bio/DGA_DOID_8778_C1GALT1C1_textmining': ['bio/hg19_C1GALT1C1', 'bio/hg38_C1GALT1C1']}\n",
- "all associated genes: ['bio/hg19_OSMR', 'bio/hg38_OSMR', 'bio/hg19_CGNL1', 'bio/hg38_CGNL1', 'bio/hg19_NR3C1', 'bio/hg38_NR3C1', 'bio/hg19_ISG15', 'bio/hg38_ISG15', 'bio/hg19_IL36A', 'bio/hg38_IL36A', 'bio/hg19_SIRT1', 'bio/hg38_SIRT1', 'bio/hg19_MXD4', 'bio/hg38_MXD4', 'bio/hg19_PLD4', 'bio/hg38_PLD4', 'bio/hg19_CD177', 'bio/hg38_CD177', 'bio/hg19_PLG', 'bio/hg38_PLG', 'bio/hg19_LGALS7B', 'bio/hg38_LGALS7B', 'bio/hg19_TMEM232', 'bio/hg38_TMEM232', 'bio/hg19_MLKL', 'bio/hg38_MLKL', 'bio/hg19_UBE2I', 'bio/hg38_UBE2I', 'bio/hg19_GPR132', 'bio/hg38_GPR132', 'bio/hg19_ATXN2', 'bio/hg38_ATXN2', 'bio/hg19_COMP', 'bio/hg38_COMP', 'bio/hg19_EGFR', 'bio/hg38_EGFR', 'bio/hg19_SUCNR1', 'bio/hg38_SUCNR1', 'bio/hg19_CD6', 'bio/hg38_CD6', 'bio/hg19_LAT', 'bio/hg38_LAT', 'bio/hg19_ASPRV1', 'bio/hg38_ASPRV1', 'bio/hg19_MLLT4', 'bio/hg19_GNA11', 'bio/hg38_GNA11', 'bio/hg19_IL18RAP', 'bio/hg38_IL18RAP', 'bio/hg19_RGS14', 'bio/hg38_RGS14', 'bio/hg19_IFIT1', 'bio/hg38_IFIT1', 'bio/hg19_OGFR', 'bio/hg38_OGFR', 'bio/hg19_SORCS2', 'bio/hg38_SORCS2', 'bio/hg19_CSF2RB', 'bio/hg38_CSF2RB', 'bio/hg19_MAP3K11', 'bio/hg38_MAP3K11', 'bio/hg19_ITGA2', 'bio/hg38_ITGA2', 'bio/hg19_JARID2', 'bio/hg38_JARID2', 'bio/hg19_TTC37', 'bio/hg38_TTC37', 'bio/hg19_CAPN14', 'bio/hg38_CAPN14', 'bio/hg19_CYR61', 'bio/hg38_CYR61', 'bio/hg19_UBAC2', 'bio/hg38_UBAC2', 'bio/hg19_RHCE', 'bio/hg38_RHCE', 'bio/hg19_ADRB2', 'bio/hg38_ADRB2', 'bio/hg19_PIGR', 'bio/hg38_PIGR', 'bio/hg19_TCF7', 'bio/hg38_TCF7', 'bio/hg19_CGB', 'bio/hg19_TRIAP1', 'bio/hg38_TRIAP1', 'bio/hg19_SLC2A4', 'bio/hg38_SLC2A4', 'bio/hg19_TRAIP', 'bio/hg38_TRAIP', 'bio/hg19_VAMP7', 'bio/hg38_VAMP7', 'bio/hg19_CD6', 'bio/hg38_CD6', 'bio/hg19_HECA', 'bio/hg38_HECA', 'bio/hg19_MLST8', 'bio/hg38_MLST8', 'bio/hg19_RNASE6', 'bio/hg38_RNASE6', 'bio/hg19_FOXO1', 'bio/hg38_FOXO1', 'bio/hg19_SH2D1A', 'bio/hg38_SH2D1A', 'bio/hg19_TTK', 'bio/hg38_TTK', 'bio/hg19_PRKAA1', 'bio/hg38_PRKAA1', 'bio/hg19_DIABLO', 'bio/hg38_DIABLO', 'bio/hg19_NTSR1', 'bio/hg38_NTSR1', 'bio/hg19_EOMES', 'bio/hg38_EOMES', 'bio/hg19_SERPINA5', 'bio/hg38_SERPINA5', 'bio/hg19_KCNA3', 'bio/hg38_KCNA3', 'bio/hg19_NLRP10', 'bio/hg38_NLRP10', 'bio/hg19_POLB', 'bio/hg38_POLB', 'bio/hg19_C4BPA', 'bio/hg38_C4BPA', 'bio/hg19_NFKB2', 'bio/hg38_NFKB2', 'bio/hg19_HNRNPD', 'bio/hg38_HNRNPD', 'bio/hg19_CARD18', 'bio/hg38_CARD18', 'bio/hg19_TNFRSF25', 'bio/hg38_TNFRSF25', 'bio/hg19_FZD5', 'bio/hg38_FZD5', 'bio/hg19_SRGN', 'bio/hg38_SRGN', 'bio/hg19_RAB3D', 'bio/hg38_RAB3D', 'bio/hg19_SST', 'bio/hg38_SST', 'bio/hg19_FNDC5', 'bio/hg38_FNDC5', 'bio/hg19_BDKRB2', 'bio/hg38_BDKRB2', 'bio/hg19_CDC42', 'bio/hg38_CDC42', 'bio/hg19_BLK', 'bio/hg38_BLK', 'bio/hg19_ACKR3', 'bio/hg38_ACKR3', 'bio/hg19_IL18R1', 'bio/hg38_IL18R1', 'bio/hg19_CXCL8', 'bio/hg38_CXCL8', 'bio/hg19_DOK2', 'bio/hg38_DOK2', 'bio/hg19_THNSL1', 'bio/hg38_THNSL1', 'bio/hg19_SEMA3C', 'bio/hg38_SEMA3C', 'bio/hg19_DCX', 'bio/hg38_DCX', 'bio/hg19_IL20RA', 'bio/hg38_IL20RA', 'bio/hg19_ADAR', 'bio/hg38_ADAR', 'bio/hg19_PMS1', 'bio/hg38_PMS1', 'bio/hg19_PLXNB2', 'bio/hg38_PLXNB2', 'bio/hg19_SLC26A3', 'bio/hg38_SLC26A3', 'bio/hg19_HHIP', 'bio/hg38_HHIP', 'bio/hg19_PDZK1', 'bio/hg38_PDZK1', 'bio/hg19_TNFRSF17', 'bio/hg38_TNFRSF17', 'bio/hg19_XBP1', 'bio/hg38_XBP1', 'bio/hg19_COBL', 'bio/hg38_COBL', 'bio/hg19_PSMA7', 'bio/hg38_PSMA7', 'bio/hg19_IL1RAP', 'bio/hg38_IL1RAP', 'bio/hg19_TTR', 'bio/hg38_TTR', 'bio/hg19_C1GALT1', 'bio/hg38_C1GALT1', 'bio/hg19_CDKN2A', 'bio/hg38_CDKN2A', 'bio/hg19_ELOVL5', 'bio/hg38_ELOVL5', 'bio/hg19_PHTF1', 'bio/hg38_PHTF1', 'bio/hg19_JAKMIP1', 'bio/hg38_JAKMIP1', 'bio/hg19_ADSL', 'bio/hg38_ADSL', 'bio/hg19_EMR2', 'bio/hg19_SLC39A8', 'bio/hg38_SLC39A8', 'bio/hg19_CXCR1', 'bio/hg38_CXCR1', 'bio/hg19_LOR', 'bio/hg38_LOR', 'bio/hg19_GRIN2A', 'bio/hg38_GRIN2A', 'bio/hg19_KLK3', 'bio/hg38_KLK3', 'bio/hg19_ADK', 'bio/hg38_ADK', 'bio/hg19_MYB', 'bio/hg38_MYB', 'bio/hg19_DCXR', 'bio/hg38_DCXR', 'bio/hg19_IL34', 'bio/hg38_IL34', 'bio/hg19_APOL1', 'bio/hg38_APOL1', 'bio/hg19_MYO5B', 'bio/hg38_MYO5B', 'bio/hg19_ARSH', 'bio/hg38_ARSH', 'bio/hg19_MS4A2', 'bio/hg38_MS4A2', 'bio/hg19_SOCS1', 'bio/hg38_SOCS1', 'bio/hg19_DLG4', 'bio/hg38_DLG4', 'bio/hg19_TBC1D23', 'bio/hg38_TBC1D23', 'bio/hg19_KRT19', 'bio/hg38_KRT19', 'bio/hg19_GSDMC', 'bio/hg38_GSDMC', 'bio/hg19_VIP', 'bio/hg38_VIP', 'bio/hg19_GPR65', 'bio/hg38_GPR65', 'bio/hg19_FERMT2', 'bio/hg38_FERMT2', 'bio/hg19_SLC25A20', 'bio/hg38_SLC25A20', 'bio/hg19_RIT1', 'bio/hg38_RIT1', 'bio/hg19_PTGES', 'bio/hg38_PTGES', 'bio/hg19_ZSCAN2', 'bio/hg38_ZSCAN2', 'bio/hg19_SIGIRR', 'bio/hg38_SIGIRR', 'bio/hg19_GAS6', 'bio/hg38_GAS6', 'bio/hg19_CALCA', 'bio/hg38_CALCA', 'bio/hg19_HIST2H2AA3', 'bio/hg38_HIST2H2AA3', 'bio/hg19_STAT5B', 'bio/hg38_STAT5B', 'bio/hg19_RAET1L', 'bio/hg38_RAET1L', 'bio/hg19_FIS1', 'bio/hg38_FIS1', 'bio/hg19_TNFRSF21', 'bio/hg38_TNFRSF21', 'bio/hg19_TIGD1', 'bio/hg38_TIGD1', 'bio/hg19_CA3', 'bio/hg38_CA3', 'bio/hg19_FCGR2A', 'bio/hg38_FCGR2A', 'bio/hg19_HIST1H4I', 'bio/hg38_HIST1H4I', 'bio/hg19_MMP19', 'bio/hg38_MMP19', 'bio/hg19_ITGB8', 'bio/hg38_ITGB8', 'bio/hg19_SEPSECS', 'bio/hg38_SEPSECS', 'bio/hg19_CDKAL1', 'bio/hg38_CDKAL1', 'bio/hg19_AXIN1', 'bio/hg38_AXIN1', 'bio/hg19_PIAS1', 'bio/hg38_PIAS1', 'bio/hg19_POTEF', 'bio/hg38_POTEF', 'bio/hg19_TRIM31', 'bio/hg38_TRIM31', 'bio/hg19_FAS', 'bio/hg38_FAS', 'bio/hg19_LEAP2', 'bio/hg38_LEAP2', 'bio/hg19_NCF2', 'bio/hg38_NCF2', 'bio/hg19_EEF1A1', 'bio/hg38_EEF1A1', 'bio/hg19_PNKD', 'bio/hg38_PNKD', 'bio/hg19_NTS', 'bio/hg38_NTS', 'bio/hg19_IFI6', 'bio/hg38_IFI6', 'bio/hg19_DHFR', 'bio/hg38_DHFR', 'bio/hg19_NEGR1', 'bio/hg38_NEGR1', 'bio/hg19_UPK1A', 'bio/hg38_UPK1A', 'bio/hg19_IFNL2', 'bio/hg38_IFNL2', 'bio/hg19_CUX2', 'bio/hg38_CUX2', 'bio/hg19_SMAD9', 'bio/hg38_SMAD9', 'bio/hg19_PIK3R4', 'bio/hg38_PIK3R4', 'bio/hg19_S100A4', 'bio/hg38_S100A4', 'bio/hg19_LAP3', 'bio/hg38_LAP3', 'bio/hg19_S100A6', 'bio/hg38_S100A6', 'bio/hg19_DIO2', 'bio/hg38_DIO2', 'bio/hg19_NLRP4', 'bio/hg38_NLRP4', 'bio/hg19_GPBAR1', 'bio/hg38_GPBAR1', 'bio/hg19_SELL', 'bio/hg38_SELL', 'bio/hg19_LRP5', 'bio/hg38_LRP5', 'bio/hg19_RAB27A', 'bio/hg38_RAB27A', 'bio/hg19_MAP3K1', 'bio/hg38_MAP3K1', 'bio/hg19_SYNGR1', 'bio/hg38_SYNGR1', 'bio/hg19_PTGR2', 'bio/hg38_PTGR2', 'bio/hg19_CYP3A5', 'bio/hg38_CYP3A5', 'bio/hg19_TIRAP', 'bio/hg38_TIRAP', 'bio/hg19_TGM5', 'bio/hg38_TGM5', 'bio/hg19_IGHV4-38-2', 'bio/hg38_IGHV4-38-2', 'bio/hg19_GHR', 'bio/hg38_GHR', 'bio/hg19_EPRS', 'bio/hg38_EPRS', 'bio/hg19_BCL2A1', 'bio/hg38_BCL2A1', 'bio/hg19_TLR1', 'bio/hg38_TLR1', 'bio/hg19_CD40', 'bio/hg38_CD40', 'bio/hg19_DLL4', 'bio/hg38_DLL4', 'bio/hg19_TLR4', 'bio/hg38_TLR4', 'bio/hg19_MAP2K7', 'bio/hg38_MAP2K7', 'bio/hg19_GAD2', 'bio/hg38_GAD2', 'bio/hg19_GCDH', 'bio/hg38_GCDH', 'bio/hg19_HFE', 'bio/hg38_HFE', 'bio/hg19_APOB', 'bio/hg38_APOB', 'bio/hg19_MYOD1', 'bio/hg38_MYOD1', 'bio/hg19_TYMP', 'bio/hg38_TYMP', 'bio/hg19_BCAR1', 'bio/hg38_BCAR1', 'bio/hg19_MAP1LC3B', 'bio/hg38_MAP1LC3B', 'bio/hg19_FLNC', 'bio/hg38_FLNC', 'bio/hg19_USP17L4', 'bio/hg38_USP17L4', 'bio/hg19_ARF6', 'bio/hg38_ARF6', 'bio/hg19_FZD2', 'bio/hg38_FZD2', 'bio/hg19_PRSS8', 'bio/hg38_PRSS8', 'bio/hg19_ABCA12', 'bio/hg38_ABCA12', 'bio/hg19_ALPL', 'bio/hg38_ALPL', 'bio/hg19_DHODH', 'bio/hg38_DHODH', 'bio/hg19_GZMM', 'bio/hg38_GZMM', 'bio/hg19_HCP5', 'bio/hg38_HCP5', 'bio/hg19_IQCB1', 'bio/hg38_IQCB1', 'bio/hg19_PUS10', 'bio/hg38_PUS10', 'bio/hg19_SLC22A23', 'bio/hg38_SLC22A23', 'bio/hg19_ZBTB7B', 'bio/hg38_ZBTB7B', 'bio/hg19_NCF4', 'bio/hg38_NCF4', 'bio/hg19_IL17RD', 'bio/hg38_IL17RD', 'bio/hg19_RAB5A', 'bio/hg38_RAB5A', 'bio/hg19_RICTOR', 'bio/hg38_RICTOR', 'bio/hg19_IL17RA', 'bio/hg38_IL17RA', 'bio/hg19_IL6ST', 'bio/hg38_IL6ST', 'bio/hg19_REL', 'bio/hg38_REL', 'bio/hg19_SEMA6D', 'bio/hg38_SEMA6D', 'bio/hg19_KITLG', 'bio/hg38_KITLG', 'bio/hg19_MUC12', 'bio/hg38_MUC12', 'bio/hg19_UBAC2', 'bio/hg38_UBAC2', 'bio/hg19_HNF4A', 'bio/hg38_HNF4A', 'bio/hg19_PROM1', 'bio/hg38_PROM1', 'bio/hg19_HSPA1L', 'bio/hg38_HSPA1L', 'bio/hg19_KIR2DL3', 'bio/hg38_KIR2DL3', 'bio/hg19_CCL27', 'bio/hg38_CCL27', 'bio/hg19_PTGIS', 'bio/hg38_PTGIS', 'bio/hg19_GSN', 'bio/hg38_GSN', 'bio/hg19_APOA5', 'bio/hg38_APOA5', 'bio/hg19_CLN3', 'bio/hg38_CLN3', 'bio/hg19_GNAS', 'bio/hg38_GNAS', 'bio/hg19_RSPO1', 'bio/hg38_RSPO1', 'bio/hg19_TALDO1', 'bio/hg38_TALDO1', 'bio/hg19_TNFAIP3', 'bio/hg38_TNFAIP3', 'bio/hg19_RAB10', 'bio/hg38_RAB10', 'bio/hg19_DRD1', 'bio/hg38_DRD1', 'bio/hg19_S100G', 'bio/hg38_S100G', 'bio/hg19_ITGAL', 'bio/hg38_ITGAL', 'bio/hg19_ESR1', 'bio/hg38_ESR1', 'bio/hg19_YDJC', 'bio/hg38_YDJC', 'bio/hg19_CCDC174', 'bio/hg38_CCDC174', 'bio/hg19_APCS', 'bio/hg38_APCS', 'bio/hg19_PSMB10', 'bio/hg38_PSMB10', 'bio/hg19_MMP14', 'bio/hg38_MMP14', 'bio/hg19_F5', 'bio/hg38_F5', 'bio/hg19_ANXA8', 'bio/hg38_ANXA8', 'bio/hg19_UBE2E2', 'bio/hg38_UBE2E2', 'bio/hg19_ARSD', 'bio/hg38_ARSD', 'bio/hg19_KLRF1', 'bio/hg38_KLRF1', 'bio/hg19_LRRK1', 'bio/hg38_LRRK1', 'bio/hg19_SLCO6A1', 'bio/hg38_SLCO6A1', 'bio/hg19_EHBP1L1', 'bio/hg38_EHBP1L1', 'bio/hg19_FERMT3', 'bio/hg38_FERMT3', 'bio/hg19_OR6J1', 'bio/hg38_OR6J1', 'bio/hg19_TRAF1', 'bio/hg38_TRAF1', 'bio/hg19_SLCO2B1', 'bio/hg38_SLCO2B1', 'bio/hg19_DPP9', 'bio/hg38_DPP9', 'bio/hg19_ERAS', 'bio/hg38_ERAS', 'bio/hg19_CALU', 'bio/hg38_CALU', 'bio/hg19_HDAC6', 'bio/hg38_HDAC6', 'bio/hg19_CX3CL1', 'bio/hg38_CX3CL1', 'bio/hg19_SERPINB2', 'bio/hg38_SERPINB2', 'bio/hg19_TYK2', 'bio/hg38_TYK2', 'bio/hg19_HSPA1A', 'bio/hg38_HSPA1A', 'bio/hg19_AHSG', 'bio/hg38_AHSG', 'bio/hg19_SNORA75', 'bio/hg38_SNORA75', 'bio/hg19_TNFRSF10A', 'bio/hg38_TNFRSF10A', 'bio/hg19_RELB', 'bio/hg38_RELB', 'bio/hg19_TXNDC9', 'bio/hg38_TXNDC9', 'bio/hg19_NF1', 'bio/hg38_NF1', 'bio/hg19_TNFRSF13C', 'bio/hg38_TNFRSF13C', 'bio/hg19_ITIH4', 'bio/hg38_ITIH4', 'bio/hg19_ADGB', 'bio/hg38_ADGB', 'bio/hg19_SOX9', 'bio/hg38_SOX9', 'bio/hg19_VNN1', 'bio/hg38_VNN1', 'bio/hg19_SMAD4', 'bio/hg38_SMAD4', 'bio/hg19_C22orf34', 'bio/hg38_C22orf34', 'bio/hg19_ALB', 'bio/hg38_ALB', 'bio/hg19_LILRA4', 'bio/hg38_LILRA4', 'bio/hg19_ACLY', 'bio/hg38_ACLY', 'bio/hg19_CRTC3', 'bio/hg38_CRTC3', 'bio/hg19_PROK2', 'bio/hg38_PROK2', 'bio/hg19_MT1X', 'bio/hg38_MT1X', 'bio/hg19_ZXDC', 'bio/hg38_ZXDC', 'bio/hg19_GPX7', 'bio/hg38_GPX7', 'bio/hg19_GUCY1A3', 'bio/hg19_PIWIL4', 'bio/hg38_PIWIL4', 'bio/hg19_NR1H4', 'bio/hg38_NR1H4', 'bio/hg19_TRIM33', 'bio/hg38_TRIM33', 'bio/hg19_APAF1', 'bio/hg38_APAF1', 'bio/hg19_AOC3', 'bio/hg38_AOC3', 'bio/hg19_GCKR', 'bio/hg38_GCKR', 'bio/hg19_P2RX1', 'bio/hg38_P2RX1', 'bio/hg19_BDKRB1', 'bio/hg38_BDKRB1', 'bio/hg19_SEPT4', 'bio/hg38_SEPT4', 'bio/hg19_S100A12', 'bio/hg38_S100A12', 'bio/hg19_NRAS', 'bio/hg38_NRAS', 'bio/hg19_FAM156B', 'bio/hg38_FAM156B', 'bio/hg19_KIR2DL4', 'bio/hg38_KIR2DL4', 'bio/hg19_IPMK', 'bio/hg38_IPMK', 'bio/hg19_JUN', 'bio/hg38_JUN', 'bio/hg19_SHROOM2', 'bio/hg38_SHROOM2', 'bio/hg19_WNT1', 'bio/hg38_WNT1', 'bio/hg19_IFNA21', 'bio/hg38_IFNA21', 'bio/hg19_SH3GLB1', 'bio/hg38_SH3GLB1', 'bio/hg19_ITGB7', 'bio/hg38_ITGB7', 'bio/hg19_PTX3', 'bio/hg38_PTX3', 'bio/hg19_TCOF1', 'bio/hg38_TCOF1', 'bio/hg19_CSF2RA', 'bio/hg38_CSF2RA', 'bio/hg19_NEU2', 'bio/hg38_NEU2', 'bio/hg19_PSMB9', 'bio/hg38_PSMB9', 'bio/hg19_DAP', 'bio/hg38_DAP', 'bio/hg19_ICAM2', 'bio/hg38_ICAM2', 'bio/hg19_TYROBP', 'bio/hg38_TYROBP', 'bio/hg19_NXPE1', 'bio/hg38_NXPE1', 'bio/hg19_SLC26A2', 'bio/hg38_SLC26A2', 'bio/hg19_RSPO3', 'bio/hg38_RSPO3', 'bio/hg19_LINC01475', 'bio/hg38_LINC01475', 'bio/hg19_ATG7', 'bio/hg38_ATG7', 'bio/hg19_LY96', 'bio/hg38_LY96', 'bio/hg19_NR1I3', 'bio/hg38_NR1I3', 'bio/hg19_SBNO2', 'bio/hg38_SBNO2', 'bio/hg19_CLEC10A', 'bio/hg38_CLEC10A', 'bio/hg19_CUL5', 'bio/hg38_CUL5', 'bio/hg19_IFNGR2', 'bio/hg38_IFNGR2', 'bio/hg19_UBD', 'bio/hg38_UBD', 'bio/hg19_MAP3K3', 'bio/hg38_MAP3K3', 'bio/hg19_PTGER4', 'bio/hg38_PTGER4', 'bio/hg19_DNER', 'bio/hg38_DNER', 'bio/hg19_GLP2R', 'bio/hg38_GLP2R', 'bio/hg19_IRGM', 'bio/hg38_IRGM', 'bio/hg19_C2orf49', 'bio/hg38_C2orf49', 'bio/hg19_OR10A3', 'bio/hg38_OR10A3', 'bio/hg19_ODC1', 'bio/hg38_ODC1', 'bio/hg19_SCN5A', 'bio/hg38_SCN5A', 'bio/hg19_LRRIQ3', 'bio/hg38_LRRIQ3', 'bio/hg19_CD200R1', 'bio/hg38_CD200R1', 'bio/hg19_ANXA2', 'bio/hg38_ANXA2', 'bio/hg19_FYB', 'bio/hg19_KCNK2', 'bio/hg38_KCNK2', 'bio/hg19_SPNS1', 'bio/hg38_SPNS1', 'bio/hg19_MAMSTR', 'bio/hg38_MAMSTR', 'bio/hg19_TNXB', 'bio/hg38_TNXB', 'bio/hg19_TBX21', 'bio/hg38_TBX21', 'bio/hg19_ARF3', 'bio/hg38_ARF3', 'bio/hg19_RALB', 'bio/hg38_RALB', 'bio/hg19_CBL', 'bio/hg38_CBL', 'bio/hg19_CD5L', 'bio/hg38_CD5L', 'bio/hg19_DNAJC13', 'bio/hg38_DNAJC13', 'bio/hg19_ST3GAL2', 'bio/hg38_ST3GAL2', 'bio/hg19_TRAT1', 'bio/hg38_TRAT1', 'bio/hg19_SENP8', 'bio/hg38_SENP8', 'bio/hg19_PDGFB', 'bio/hg38_PDGFB', 'bio/hg19_CHAT', 'bio/hg38_CHAT', 'bio/hg19_WNT2', 'bio/hg38_WNT2', 'bio/hg19_CSF3', 'bio/hg38_CSF3', 'bio/hg19_HPSE', 'bio/hg38_HPSE', 'bio/hg19_EPHB3', 'bio/hg38_EPHB3', 'bio/hg19_ACHE', 'bio/hg38_ACHE', 'bio/hg19_CSK', 'bio/hg38_CSK', 'bio/hg19_SLCO1C1', 'bio/hg38_SLCO1C1', 'bio/hg19_SCGB1A1', 'bio/hg38_SCGB1A1', 'bio/hg19_CRLF2', 'bio/hg38_CRLF2', 'bio/hg19_SEC11A', 'bio/hg38_SEC11A', 'bio/hg19_HPX', 'bio/hg38_HPX', 'bio/hg19_HIST2H3PS2', 'bio/hg38_HIST2H3PS2', 'bio/hg19_IPP', 'bio/hg38_IPP', 'bio/hg19_ZEB1', 'bio/hg38_ZEB1', 'bio/hg19_MMP8', 'bio/hg38_MMP8', 'bio/hg19_UBLCP1', 'bio/hg38_UBLCP1', 'bio/hg19_FCGR2A', 'bio/hg38_FCGR2A', 'bio/hg19_SLC6A14', 'bio/hg38_SLC6A14', 'bio/hg19_ACE2', 'bio/hg38_ACE2', 'bio/hg19_DNAH3', 'bio/hg38_DNAH3', 'bio/hg19_CCL23', 'bio/hg38_CCL23', 'bio/hg19_HBS1L', 'bio/hg38_HBS1L', 'bio/hg19_CNTF', 'bio/hg38_CNTF', 'bio/hg19_MGAM', 'bio/hg38_MGAM', 'bio/hg19_GPR84', 'bio/hg38_GPR84', 'bio/hg19_CSHL1', 'bio/hg38_CSHL1', 'bio/hg19_ACTA2', 'bio/hg38_ACTA2', 'bio/hg19_PDLIM5', 'bio/hg38_PDLIM5', 'bio/hg19_RNF5', 'bio/hg38_RNF5', 'bio/hg19_C1orf68', 'bio/hg38_C1orf68', 'bio/hg19_CMA1', 'bio/hg38_CMA1', 'bio/hg19_CD80', 'bio/hg38_CD80', 'bio/hg19_GRP', 'bio/hg38_GRP', 'bio/hg19_DUSP16', 'bio/hg38_DUSP16', 'bio/hg19_UGT1A1', 'bio/hg38_UGT1A1', 'bio/hg19_MRPS7', 'bio/hg38_MRPS7', 'bio/hg19_MS4A4A', 'bio/hg38_MS4A4A', 'bio/hg19_SEMA3G', 'bio/hg38_SEMA3G', 'bio/hg19_GBP6', 'bio/hg38_GBP6', 'bio/hg19_TGM6', 'bio/hg38_TGM6', 'bio/hg19_KIR2DL1', 'bio/hg38_KIR2DL1', 'bio/hg19_LAT2', 'bio/hg38_LAT2', 'bio/hg19_TOR1A', 'bio/hg38_TOR1A', 'bio/hg19_PPP2R3C', 'bio/hg38_PPP2R3C', 'bio/hg19_GSDMD', 'bio/hg38_GSDMD', 'bio/hg19_BTNL2', 'bio/hg38_BTNL2', 'bio/hg19_DCT', 'bio/hg38_DCT', 'bio/hg19_CPSF3L', 'bio/hg19_HBEGF', 'bio/hg38_HBEGF', 'bio/hg19_KLF5', 'bio/hg38_KLF5', 'bio/hg19_CEBPE', 'bio/hg38_CEBPE', 'bio/hg19_FRG1B', 'bio/hg19_SPN', 'bio/hg38_SPN', 'bio/hg19_FUT4', 'bio/hg38_FUT4', 'bio/hg19_RHOB', 'bio/hg38_RHOB', 'bio/hg19_PCK1', 'bio/hg38_PCK1', 'bio/hg19_CXCL11', 'bio/hg38_CXCL11', 'bio/hg19_TAB3', 'bio/hg38_TAB3', 'bio/hg19_SNAI2', 'bio/hg38_SNAI2', 'bio/hg19_LANCL2', 'bio/hg38_LANCL2', 'bio/hg19_HBA2', 'bio/hg38_HBA2', 'bio/hg19_MGP', 'bio/hg38_MGP', 'bio/hg19_TMEM173', 'bio/hg38_TMEM173', 'bio/hg19_GPX3', 'bio/hg38_GPX3', 'bio/hg19_NUP210', 'bio/hg38_NUP210', 'bio/hg19_ORMDL3', 'bio/hg38_ORMDL3', 'bio/hg19_SRI', 'bio/hg38_SRI', 'bio/hg19_CASP7', 'bio/hg38_CASP7', 'bio/hg19_FGG', 'bio/hg38_FGG', 'bio/hg19_CPEB4', 'bio/hg38_CPEB4', 'bio/hg19_CD3G', 'bio/hg38_CD3G', 'bio/hg19_DSG1', 'bio/hg38_DSG1', 'bio/hg19_PERP', 'bio/hg38_PERP', 'bio/hg19_GLG1', 'bio/hg38_GLG1', 'bio/hg19_TIMP3', 'bio/hg38_TIMP3', 'bio/hg19_NPIPB8', 'bio/hg38_NPIPB8', 'bio/hg19_IFNAR1', 'bio/hg38_IFNAR1', 'bio/hg19_JAG1', 'bio/hg38_JAG1', 'bio/hg19_NES', 'bio/hg38_NES', 'bio/hg19_CA7', 'bio/hg38_CA7', 'bio/hg19_GSTM1', 'bio/hg38_GSTM1', 'bio/hg19_LOH12CR1', 'bio/hg19_KLKB1', 'bio/hg38_KLKB1', 'bio/hg19_PTGER3', 'bio/hg38_PTGER3', 'bio/hg19_SPESP1', 'bio/hg38_SPESP1', 'bio/hg19_CSMD1', 'bio/hg38_CSMD1', 'bio/hg19_MZF1', 'bio/hg38_MZF1', 'bio/hg19_DSC1', 'bio/hg38_DSC1', 'bio/hg19_HIST1H4H', 'bio/hg38_HIST1H4H', 'bio/hg19_PYDC1', 'bio/hg38_PYDC1', 'bio/hg19_TNFRSF14', 'bio/hg38_TNFRSF14', 'bio/hg19_TNFRSF6B', 'bio/hg38_TNFRSF6B', 'bio/hg19_CHST4', 'bio/hg38_CHST4', 'bio/hg19_FCRL4', 'bio/hg38_FCRL4', 'bio/hg19_CRHR1', 'bio/hg38_CRHR1', 'bio/hg19_CA1', 'bio/hg38_CA1', 'bio/hg19_CDKN3', 'bio/hg38_CDKN3', 'bio/hg19_SLC7A2', 'bio/hg38_SLC7A2', 'bio/hg19_THEMIS', 'bio/hg38_THEMIS', 'bio/hg19_PLA2G5', 'bio/hg38_PLA2G5', 'bio/hg19_ABHD8', 'bio/hg38_ABHD8', 'bio/hg19_TSPO', 'bio/hg38_TSPO', 'bio/hg19_RNASET2', 'bio/hg38_RNASET2', 'bio/hg19_RBFOX3', 'bio/hg38_RBFOX3', 'bio/hg19_TGM2', 'bio/hg38_TGM2', 'bio/hg19_TPI1', 'bio/hg38_TPI1', 'bio/hg19_RGS4', 'bio/hg38_RGS4', 'bio/hg19_HNMT', 'bio/hg38_HNMT', 'bio/hg19_GNA12', 'bio/hg38_GNA12', 'bio/hg19_ERBB3', 'bio/hg38_ERBB3', 'bio/hg19_IL17B', 'bio/hg38_IL17B', 'bio/hg19_SBK1', 'bio/hg38_SBK1', 'bio/hg19_LPO', 'bio/hg38_LPO', 'bio/hg19_CRTC3', 'bio/hg38_CRTC3', 'bio/hg19_RCL1', 'bio/hg38_RCL1', 'bio/hg19_MYLK3', 'bio/hg38_MYLK3', 'bio/hg19_FABP4', 'bio/hg38_FABP4', 'bio/hg19_SFTPC', 'bio/hg38_SFTPC', 'bio/hg19_BAG3', 'bio/hg38_BAG3', 'bio/hg19_UHRF1', 'bio/hg38_UHRF1', 'bio/hg19_USP17L3', 'bio/hg38_USP17L3', 'bio/hg19_TNFAIP2', 'bio/hg38_TNFAIP2', 'bio/hg19_BSN', 'bio/hg38_BSN', 'bio/hg19_CSNK2A1', 'bio/hg38_CSNK2A1', 'bio/hg19_CSF3R', 'bio/hg38_CSF3R', 'bio/hg19_UGT1A6', 'bio/hg38_UGT1A6', 'bio/hg19_CEMIP', 'bio/hg38_CEMIP', 'bio/hg19_PAH', 'bio/hg38_PAH', 'bio/hg19_HEATR3', 'bio/hg38_HEATR3', 'bio/hg19_CD207', 'bio/hg38_CD207', 'bio/hg19_GNB2L1', 'bio/hg19_ARG1', 'bio/hg38_ARG1', 'bio/hg19_CNR2', 'bio/hg38_CNR2', 'bio/hg19_MCL1', 'bio/hg38_MCL1', 'bio/hg19_IFITM1', 'bio/hg38_IFITM1', 'bio/hg19_ZPBP2', 'bio/hg38_ZPBP2', 'bio/hg19_TXNDC15', 'bio/hg38_TXNDC15', 'bio/hg19_CCL5', 'bio/hg38_CCL5', 'bio/hg19_PCSK7', 'bio/hg38_PCSK7', 'bio/hg19_SOCS7', 'bio/hg38_SOCS7', 'bio/hg19_DUSP1', 'bio/hg38_DUSP1', 'bio/hg19_IL5', 'bio/hg38_IL5', 'bio/hg19_RHOH', 'bio/hg38_RHOH', 'bio/hg19_PLA2G4B', 'bio/hg38_PLA2G4B', 'bio/hg19_YES1', 'bio/hg38_YES1', 'bio/hg19_TSPAN14', 'bio/hg38_TSPAN14', 'bio/hg19_TSC22D3', 'bio/hg38_TSC22D3', 'bio/hg19_SELE', 'bio/hg38_SELE', 'bio/hg19_GATA2', 'bio/hg38_GATA2', 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'bio/hg38_IGFBP4', 'bio/hg19_AGPS', 'bio/hg38_AGPS', 'bio/hg19_GP6', 'bio/hg38_GP6', 'bio/hg19_SIL1', 'bio/hg38_SIL1', 'bio/hg19_PGM1', 'bio/hg38_PGM1', 'bio/hg19_IMPDH2', 'bio/hg38_IMPDH2', 'bio/hg19_ELF3', 'bio/hg38_ELF3', 'bio/hg19_RXRA', 'bio/hg38_RXRA', 'bio/hg19_HIST2H4A', 'bio/hg38_HIST2H4A', 'bio/hg19_GATA1', 'bio/hg38_GATA1', 'bio/hg19_ACP5', 'bio/hg38_ACP5', 'bio/hg19_MT1F', 'bio/hg38_MT1F', 'bio/hg19_RAB8A', 'bio/hg38_RAB8A', 'bio/hg19_PMCH', 'bio/hg38_PMCH', 'bio/hg19_CD69', 'bio/hg38_CD69', 'bio/hg19_NISCH', 'bio/hg38_NISCH', 'bio/hg19_PLA2G2D', 'bio/hg38_PLA2G2D', 'bio/hg19_TFEB', 'bio/hg38_TFEB', 'bio/hg19_IFNA1', 'bio/hg38_IFNA1', 'bio/hg19_CALCOCO2', 'bio/hg38_CALCOCO2', 'bio/hg19_BTLA', 'bio/hg38_BTLA', 'bio/hg19_CXCL13', 'bio/hg38_CXCL13', 'bio/hg19_LTB', 'bio/hg38_LTB', 'bio/hg19_VMP1', 'bio/hg38_VMP1', 'bio/hg19_FFAR3', 'bio/hg38_FFAR3', 'bio/hg19_APPL1', 'bio/hg38_APPL1', 'bio/hg19_TRIM35', 'bio/hg38_TRIM35', 'bio/hg19_STAT1', 'bio/hg38_STAT1', 'bio/hg19_HNF4A-AS1', 'bio/hg38_HNF4A-AS1', 'bio/hg19_NFIC', 'bio/hg38_NFIC', 'bio/hg19_CRH', 'bio/hg38_CRH', 'bio/hg19_MUT', 'bio/hg38_MUT', 'bio/hg19_ALPI', 'bio/hg38_ALPI', 'bio/hg19_P2RX2', 'bio/hg38_P2RX2', 'bio/hg19_UTS2', 'bio/hg38_UTS2', 'bio/hg19_CDC25A', 'bio/hg38_CDC25A', 'bio/hg19_TNFRSF18', 'bio/hg38_TNFRSF18', 'bio/hg19_THADA', 'bio/hg38_THADA', 'bio/hg19_SLC1A5', 'bio/hg38_SLC1A5', 'bio/hg19_SNAPC4', 'bio/hg38_SNAPC4', 'bio/hg19_FBN1', 'bio/hg38_FBN1', 'bio/hg19_INSRR', 'bio/hg38_INSRR', 'bio/hg19_NOTCH2', 'bio/hg38_NOTCH2', 'bio/hg19_MDK', 'bio/hg38_MDK', 'bio/hg19_AIRE', 'bio/hg38_AIRE', 'bio/hg19_LILRA6', 'bio/hg38_LILRA6', 'bio/hg19_C2orf43', 'bio/hg19_UST', 'bio/hg38_UST', 'bio/hg19_F2', 'bio/hg38_F2', 'bio/hg19_RNASET2', 'bio/hg38_RNASET2', 'bio/hg19_CD83', 'bio/hg38_CD83', 'bio/hg19_CTSV', 'bio/hg38_CTSV', 'bio/hg19_PRDM1', 'bio/hg38_PRDM1', 'bio/hg19_HHEX', 'bio/hg38_HHEX', 'bio/hg19_DISC1', 'bio/hg38_DISC1', 'bio/hg19_C10orf67', 'bio/hg38_C10orf67', 'bio/hg19_HOMER1', 'bio/hg38_HOMER1', 'bio/hg19_PGAM5', 'bio/hg38_PGAM5', 'bio/hg19_COL18A1', 'bio/hg38_COL18A1', 'bio/hg19_CCL4L1', 'bio/hg38_CCL4L1', 'bio/hg19_ALYREF', 'bio/hg38_ALYREF', 'bio/hg19_C16orf45', 'bio/hg38_C16orf45', 'bio/hg19_GFI1', 'bio/hg38_GFI1', 'bio/hg19_MUC15', 'bio/hg38_MUC15', 'bio/hg19_LMNB1', 'bio/hg38_LMNB1', 'bio/hg19_P2RX7', 'bio/hg38_P2RX7', 'bio/hg19_WNT2B', 'bio/hg38_WNT2B', 'bio/hg19_VLDLR', 'bio/hg38_VLDLR', 'bio/hg19_DHRS9', 'bio/hg38_DHRS9', 'bio/hg19_KLRC2', 'bio/hg38_KLRC2', 'bio/hg19_SLC7A3', 'bio/hg38_SLC7A3', 'bio/hg19_GATA6', 'bio/hg38_GATA6', 'bio/hg19_DMXL1', 'bio/hg38_DMXL1', 'bio/hg19_IGFBP2', 'bio/hg38_IGFBP2', 'bio/hg19_CD84', 'bio/hg38_CD84', 'bio/hg19_HPRT1', 'bio/hg38_HPRT1', 'bio/hg19_OS9', 'bio/hg38_OS9', 'bio/hg19_HLA-DRA', 'bio/hg38_HLA-DRA', 'bio/hg19_SLC11A2', 'bio/hg38_SLC11A2', 'bio/hg19_CDKN1A', 'bio/hg38_CDKN1A', 'bio/hg19_VIPR2', 'bio/hg38_VIPR2', 'bio/hg19_DYNLT1', 'bio/hg38_DYNLT1', 'bio/hg19_APEX1', 'bio/hg38_APEX1', 'bio/hg19_ID2', 'bio/hg38_ID2', 'bio/hg19_TDO2', 'bio/hg38_TDO2', 'bio/hg19_TNIP3', 'bio/hg38_TNIP3', 'bio/hg19_SERPINA7', 'bio/hg38_SERPINA7', 'bio/hg19_DDIT3', 'bio/hg38_DDIT3', 'bio/hg19_FCER1G', 'bio/hg38_FCER1G', 'bio/hg19_IFI27', 'bio/hg38_IFI27', 'bio/hg19_MUC17', 'bio/hg38_MUC17', 'bio/hg19_MT3', 'bio/hg38_MT3', 'bio/hg19_MERTK', 'bio/hg38_MERTK', 'bio/hg19_ATG3', 'bio/hg38_ATG3', 'bio/hg19_NLRC4', 'bio/hg38_NLRC4', 'bio/hg19_CHUK', 'bio/hg38_CHUK', 'bio/hg19_OLR1', 'bio/hg38_OLR1', 'bio/hg19_SNX20', 'bio/hg38_SNX20', 'bio/hg19_ADORA2B', 'bio/hg38_ADORA2B', 'bio/hg19_HRAS', 'bio/hg38_HRAS', 'bio/hg19_LILRA5', 'bio/hg38_LILRA5', 'bio/hg19_PON1', 'bio/hg38_PON1', 'bio/hg19_PTBP1', 'bio/hg38_PTBP1', 'bio/hg19_MMP2', 'bio/hg38_MMP2', 'bio/hg19_KIF3A', 'bio/hg38_KIF3A', 'bio/hg19_CELA3B', 'bio/hg38_CELA3B', 'bio/hg19_CACNA1E', 'bio/hg38_CACNA1E', 'bio/hg19_HSPA2', 'bio/hg38_HSPA2', 'bio/hg19_HDAC7', 'bio/hg38_HDAC7', 'bio/hg19_PLCG2', 'bio/hg38_PLCG2', 'bio/hg19_CERK', 'bio/hg38_CERK', 'bio/hg19_DPEP1', 'bio/hg38_DPEP1', 'bio/hg19_CAPN15', 'bio/hg38_CAPN15', 'bio/hg19_SMURF1', 'bio/hg38_SMURF1', 'bio/hg19_NDUFS7', 'bio/hg38_NDUFS7', 'bio/hg19_PIKFYVE', 'bio/hg38_PIKFYVE', 'bio/hg19_BACH2', 'bio/hg38_BACH2', 'bio/hg19_CCNA2', 'bio/hg38_CCNA2', 'bio/hg19_TRPM6', 'bio/hg38_TRPM6', 'bio/hg19_NXPE1', 'bio/hg38_NXPE1', 'bio/hg19_PMM1', 'bio/hg38_PMM1', 'bio/hg19_C1R', 'bio/hg38_C1R', 'bio/hg19_CFI', 'bio/hg38_CFI', 'bio/hg19_CGB8', 'bio/hg38_CGB8', 'bio/hg19_IL2RA', 'bio/hg38_IL2RA', 'bio/hg19_SDCCAG3', 'bio/hg19_GP2', 'bio/hg38_GP2', 'bio/hg19_LRG1', 'bio/hg38_LRG1', 'bio/hg19_GBA', 'bio/hg38_GBA', 'bio/hg19_BBOX1', 'bio/hg38_BBOX1', 'bio/hg19_HGFAC', 'bio/hg38_HGFAC', 'bio/hg19_ELK1', 'bio/hg38_ELK1', 'bio/hg19_MME', 'bio/hg38_MME', 'bio/hg19_CP', 'bio/hg38_CP', 'bio/hg19_FOSB', 'bio/hg38_FOSB', 'bio/hg19_ZNF649-AS1', 'bio/hg38_ZNF649-AS1', 'bio/hg19_F13A1', 'bio/hg38_F13A1', 'bio/hg19_EFR3B', 'bio/hg38_EFR3B', 'bio/hg19_PDXK', 'bio/hg38_PDXK', 'bio/hg38_AP001057.1', 'bio/hg19_ALOX12', 'bio/hg38_ALOX12', 'bio/hg19_FGL2', 'bio/hg38_FGL2', 'bio/hg19_CFLAR', 'bio/hg38_CFLAR', 'bio/hg19_CLU', 'bio/hg38_CLU', 'bio/hg19_ARRB1', 'bio/hg38_ARRB1', 'bio/hg19_SP6', 'bio/hg38_SP6', 'bio/hg19_ADAMTS5', 'bio/hg38_ADAMTS5', 'bio/hg19_FIG4', 'bio/hg38_FIG4', 'bio/hg19_CEBPB', 'bio/hg38_CEBPB', 'bio/hg19_TEPP', 'bio/hg38_TEPP', 'bio/hg19_ATF3', 'bio/hg38_ATF3', 'bio/hg19_CHRFAM7A', 'bio/hg38_CHRFAM7A', 'bio/hg19_TNFRSF8', 'bio/hg38_TNFRSF8', 'bio/hg19_GPR183', 'bio/hg38_GPR183', 'bio/hg19_SERPINB1', 'bio/hg38_SERPINB1', 'bio/hg19_PRDX2', 'bio/hg38_PRDX2', 'bio/hg19_FSTL1', 'bio/hg38_FSTL1', 'bio/hg19_JAK2', 'bio/hg38_JAK2', 'bio/hg19_MICB', 'bio/hg38_MICB', 'bio/hg19_NCR3', 'bio/hg38_NCR3', 'bio/hg19_EBI3', 'bio/hg38_EBI3', 'bio/hg19_SLAMF6', 'bio/hg38_SLAMF6', 'bio/hg19_WNT4', 'bio/hg38_WNT4', 'bio/hg19_USP48', 'bio/hg38_USP48', 'bio/hg19_SLCO1A2', 'bio/hg38_SLCO1A2', 'bio/hg19_RIPK2', 'bio/hg38_RIPK2', 'bio/hg19_LCE3C', 'bio/hg38_LCE3C', 'bio/hg19_CCR5', 'bio/hg38_CCR5', 'bio/hg19_SOST', 'bio/hg38_SOST', 'bio/hg19_IL7', 'bio/hg38_IL7', 'bio/hg19_WDR20', 'bio/hg38_WDR20', 'bio/hg19_PARK2', 'bio/hg19_APEH', 'bio/hg38_APEH', 'bio/hg19_NOX5', 'bio/hg38_NOX5', 'bio/hg19_FAP', 'bio/hg38_FAP', 'bio/hg19_ATF6B', 'bio/hg38_ATF6B', 'bio/hg19_METTL21C', 'bio/hg38_METTL21C', 'bio/hg19_TFRC', 'bio/hg38_TFRC', 'bio/hg19_CPA4', 'bio/hg38_CPA4', 'bio/hg19_POU2AF1', 'bio/hg38_POU2AF1', 'bio/hg19_PDCD4', 'bio/hg38_PDCD4', 'bio/hg19_UCHL1', 'bio/hg38_UCHL1', 'bio/hg19_GNRH1', 'bio/hg38_GNRH1', 'bio/hg19_ANO1', 'bio/hg38_ANO1', 'bio/hg19_SLC22A4', 'bio/hg38_SLC22A4', 'bio/hg19_RBPJ', 'bio/hg38_RBPJ', 'bio/hg19_CASP3', 'bio/hg38_CASP3', 'bio/hg19_HTR3A', 'bio/hg38_HTR3A', 'bio/hg19_PLA2G4F', 'bio/hg38_PLA2G4F', 'bio/hg19_ITGB1', 'bio/hg38_ITGB1', 'bio/hg19_OR2B11', 'bio/hg38_OR2B11', 'bio/hg19_ADAM33', 'bio/hg38_ADAM33', 'bio/hg19_PRDX5', 'bio/hg38_PRDX5', 'bio/hg19_FKBP4', 'bio/hg38_FKBP4', 'bio/hg19_ATP4A', 'bio/hg38_ATP4A', 'bio/hg19_YIPF6', 'bio/hg38_YIPF6', 'bio/hg19_SERPINH1', 'bio/hg38_SERPINH1', 'bio/hg19_IGSF5', 'bio/hg38_IGSF5', 'bio/hg19_PPARG', 'bio/hg38_PPARG', 'bio/hg19_AMBRA1', 'bio/hg38_AMBRA1', 'bio/hg19_STK39', 'bio/hg38_STK39', 'bio/hg19_KIF21B', 'bio/hg38_KIF21B', 'bio/hg19_DRAM1', 'bio/hg38_DRAM1', 'bio/hg19_MRGPRE', 'bio/hg38_MRGPRE', 'bio/hg19_TPSG1', 'bio/hg38_TPSG1', 'bio/hg19_CREBBP', 'bio/hg38_CREBBP', 'bio/hg19_UST', 'bio/hg38_UST', 'bio/hg19_NLRC5', 'bio/hg38_NLRC5', 'bio/hg19_C6orf47', 'bio/hg38_C6orf47', 'bio/hg19_CSTB', 'bio/hg38_CSTB', 'bio/hg19_NTN1', 'bio/hg38_NTN1', 'bio/hg19_KAT5', 'bio/hg38_KAT5', 'bio/hg19_GNA15', 'bio/hg38_GNA15', 'bio/hg19_HLA-DQA2', 'bio/hg38_HLA-DQA2', 'bio/hg19_RAD51', 'bio/hg38_RAD51', 'bio/hg19_ENG', 'bio/hg38_ENG', 'bio/hg19_ZBTB16', 'bio/hg38_ZBTB16', 'bio/hg19_WNT9B', 'bio/hg38_WNT9B', 'bio/hg19_PSMC6', 'bio/hg38_PSMC6', 'bio/hg19_CASP2', 'bio/hg38_CASP2', 'bio/hg19_FOXO3', 'bio/hg38_FOXO3', 'bio/hg19_GSK3B', 'bio/hg38_GSK3B', 'bio/hg19_ACD', 'bio/hg38_ACD', 'bio/hg19_P2RY4', 'bio/hg38_P2RY4', 'bio/hg19_GIP', 'bio/hg38_GIP', 'bio/hg19_VIMP', 'bio/hg19_IFI44', 'bio/hg38_IFI44', 'bio/hg19_JAZF1', 'bio/hg38_JAZF1', 'bio/hg19_AP3S2', 'bio/hg38_AP3S2', 'bio/hg19_F8', 'bio/hg38_F8', 'bio/hg19_FCGR3B', 'bio/hg38_FCGR3B', 'bio/hg19_MAML2', 'bio/hg38_MAML2', 'bio/hg19_DEFB119', 'bio/hg38_DEFB119', 'bio/hg19_PAX6', 'bio/hg38_PAX6', 'bio/hg19_TNFAIP6', 'bio/hg38_TNFAIP6', 'bio/hg19_CLEC16A', 'bio/hg38_CLEC16A', 'bio/hg19_ABCB11', 'bio/hg38_ABCB11', 'bio/hg19_EFNB1', 'bio/hg38_EFNB1', 'bio/hg19_RNF39', 'bio/hg38_RNF39', 'bio/hg19_ESAM', 'bio/hg38_ESAM', 'bio/hg19_ST8SIA5', 'bio/hg38_ST8SIA5', 'bio/hg19_ADAM17', 'bio/hg38_ADAM17', 'bio/hg19_CEL', 'bio/hg38_CEL', 'bio/hg19_SERPINB4', 'bio/hg38_SERPINB4', 'bio/hg19_LAMC2', 'bio/hg38_LAMC2', 'bio/hg19_T', 'bio/hg19_WNT10B', 'bio/hg38_WNT10B', 'bio/hg19_ABCB6', 'bio/hg38_ABCB6', 'bio/hg19_SORBS1', 'bio/hg38_SORBS1', 'bio/hg19_SPI1', 'bio/hg38_SPI1', 'bio/hg19_EPAS1', 'bio/hg38_EPAS1', 'bio/hg19_TLR5', 'bio/hg38_TLR5', 'bio/hg19_SYP', 'bio/hg38_SYP', 'bio/hg19_CD52', 'bio/hg38_CD52', 'bio/hg19_CD97', 'bio/hg19_TAB1', 'bio/hg38_TAB1', 'bio/hg19_HBB', 'bio/hg38_HBB', 'bio/hg19_ULK1', 'bio/hg38_ULK1', 'bio/hg19_LILRA2', 'bio/hg38_LILRA2', 'bio/hg19_NXPE4', 'bio/hg38_NXPE4', 'bio/hg19_WLS', 'bio/hg38_WLS', 'bio/hg19_MTR', 'bio/hg38_MTR', 'bio/hg19_STK11', 'bio/hg38_STK11', 'bio/hg19_IL12RB2', 'bio/hg38_IL12RB2', 'bio/hg19_PSORS1C3', 'bio/hg38_PSORS1C3', 'bio/hg19_ITGAD', 'bio/hg38_ITGAD', 'bio/hg19_GUCA2B', 'bio/hg38_GUCA2B', 'bio/hg19_TRIB3', 'bio/hg38_TRIB3', 'bio/hg19_UBE2E3', 'bio/hg38_UBE2E3', 'bio/hg19_STAT3', 'bio/hg38_STAT3', 'bio/hg19_G6PC2', 'bio/hg38_G6PC2', 'bio/hg19_RAPGEF6', 'bio/hg38_RAPGEF6', 'bio/hg19_CD200R1L', 'bio/hg38_CD200R1L', 'bio/hg19_DEFB103A', 'bio/hg38_DEFB103A', 'bio/hg19_FCHSD2', 'bio/hg38_FCHSD2', 'bio/hg19_SPON2', 'bio/hg38_SPON2', 'bio/hg19_MYO10', 'bio/hg38_MYO10', 'bio/hg19_IFI30', 'bio/hg38_IFI30', 'bio/hg19_EEF2', 'bio/hg38_EEF2', 'bio/hg19_C1orf106', 'bio/hg19_ABCG1', 'bio/hg38_ABCG1', 'bio/hg19_CARD10', 'bio/hg38_CARD10', 'bio/hg19_CTNND2', 'bio/hg38_CTNND2', 'bio/hg19_PTCHD3', 'bio/hg38_PTCHD3', 'bio/hg19_SOX18', 'bio/hg38_SOX18', 'bio/hg19_UNC5A', 'bio/hg38_UNC5A', 'bio/hg19_FLG', 'bio/hg38_FLG', 'bio/hg19_GLIS3', 'bio/hg38_GLIS3', 'bio/hg19_NCR1', 'bio/hg38_NCR1', 'bio/hg19_FNDC3A', 'bio/hg38_FNDC3A', 'bio/hg19_CRY1', 'bio/hg38_CRY1', 'bio/hg19_SCG2', 'bio/hg38_SCG2', 'bio/hg19_MAVS', 'bio/hg38_MAVS', 'bio/hg19_NR4A2', 'bio/hg38_NR4A2', 'bio/hg19_ERAP2', 'bio/hg38_ERAP2', 'bio/hg19_CTSH', 'bio/hg38_CTSH', 'bio/hg19_HTR2B', 'bio/hg38_HTR2B', 'bio/hg19_LAMB1', 'bio/hg38_LAMB1', 'bio/hg19_GZMK', 'bio/hg38_GZMK', 'bio/hg19_RSBN1', 'bio/hg38_RSBN1', 'bio/hg19_DUOXA2', 'bio/hg38_DUOXA2', 'bio/hg19_SH3BP5', 'bio/hg38_SH3BP5', 'bio/hg19_AFTPH', 'bio/hg38_AFTPH', 'bio/hg19_TBX1', 'bio/hg38_TBX1', 'bio/hg19_OPRK1', 'bio/hg38_OPRK1', 'bio/hg19_ACSL6', 'bio/hg38_ACSL6', 'bio/hg19_PSMB10', 'bio/hg38_PSMB10', 'bio/hg19_PCSK1', 'bio/hg38_PCSK1', 'bio/hg19_TTC7B', 'bio/hg38_TTC7B', 'bio/hg19_DNMT3B', 'bio/hg38_DNMT3B', 'bio/hg19_CHIT1', 'bio/hg38_CHIT1', 'bio/hg19_CNR1', 'bio/hg38_CNR1', 'bio/hg19_PPIG', 'bio/hg38_PPIG', 'bio/hg19_F9', 'bio/hg38_F9', 'bio/hg19_ANGPTL4', 'bio/hg38_ANGPTL4', 'bio/hg19_PIK3C3', 'bio/hg38_PIK3C3', 'bio/hg19_SLC9A1', 'bio/hg38_SLC9A1', 'bio/hg19_NTF3', 'bio/hg38_NTF3', 'bio/hg19_PTMS', 'bio/hg38_PTMS', 'bio/hg19_MMEL1', 'bio/hg38_MMEL1', 'bio/hg19_GBP2', 'bio/hg38_GBP2', 'bio/hg19_TRAF6', 'bio/hg38_TRAF6', 'bio/hg19_SERPINA6', 'bio/hg38_SERPINA6', 'bio/hg19_SKIL', 'bio/hg38_SKIL', 'bio/hg19_GPR35', 'bio/hg38_GPR35', 'bio/hg19_BCL11A', 'bio/hg38_BCL11A', 'bio/hg19_PHACTR2', 'bio/hg38_PHACTR2', 'bio/hg19_IAPP', 'bio/hg38_IAPP', 'bio/hg19_ATP12A', 'bio/hg38_ATP12A', 'bio/hg19_ZNF365', 'bio/hg38_ZNF365', 'bio/hg19_PSMB1', 'bio/hg38_PSMB1', 'bio/hg19_PCDH1', 'bio/hg38_PCDH1', 'bio/hg19_IL13RA1', 'bio/hg38_IL13RA1', 'bio/hg19_CYP2R1', 'bio/hg38_CYP2R1', 'bio/hg19_PSORS1C1', 'bio/hg38_PSORS1C1', 'bio/hg19_GRN', 'bio/hg38_GRN', 'bio/hg19_HFE2', 'bio/hg19_TNFSF12', 'bio/hg38_TNFSF12', 'bio/hg19_TPM3', 'bio/hg38_TPM3', 'bio/hg19_UBE2L6', 'bio/hg38_UBE2L6', 'bio/hg19_PDGFD', 'bio/hg38_PDGFD', 'bio/hg19_ANXA11', 'bio/hg38_ANXA11', 'bio/hg19_RABGEF1', 'bio/hg38_RABGEF1', 'bio/hg19_CTSS', 'bio/hg38_CTSS', 'bio/hg19_ALCAM', 'bio/hg38_ALCAM', 'bio/hg19_OLIG3', 'bio/hg38_OLIG3', 'bio/hg19_PRKCD', 'bio/hg38_PRKCD', 'bio/hg19_DUSP10', 'bio/hg38_DUSP10', 'bio/hg19_LGALS3BP', 'bio/hg38_LGALS3BP', 'bio/hg19_SEPT2', 'bio/hg38_SEPT2', 'bio/hg19_AGT', 'bio/hg38_AGT', 'bio/hg19_GOLPH3', 'bio/hg38_GOLPH3', 'bio/hg19_PTPRC', 'bio/hg38_PTPRC', 'bio/hg19_CREB5', 'bio/hg38_CREB5', 'bio/hg19_AP3B1', 'bio/hg38_AP3B1', 'bio/hg19_CHEK2', 'bio/hg38_CHEK2', 'bio/hg19_EZR', 'bio/hg38_EZR', 'bio/hg19_AOC1', 'bio/hg38_AOC1', 'bio/hg19_MAPK7', 'bio/hg38_MAPK7', 'bio/hg19_TNIP1', 'bio/hg38_TNIP1', 'bio/hg19_ASAH2', 'bio/hg38_ASAH2', 'bio/hg19_DAG1', 'bio/hg38_DAG1', 'bio/hg19_AMH', 'bio/hg38_AMH', 'bio/hg19_STX1A', 'bio/hg38_STX1A', 'bio/hg19_TRPA1', 'bio/hg38_TRPA1', 'bio/hg19_ZAP70', 'bio/hg38_ZAP70', 'bio/hg19_KIR3DL2', 'bio/hg38_KIR3DL2', 'bio/hg19_CD79A', 'bio/hg38_CD79A', 'bio/hg19_ARID5B', 'bio/hg38_ARID5B', 'bio/hg19_ID3', 'bio/hg38_ID3', 'bio/hg19_PTPRJ', 'bio/hg38_PTPRJ', 'bio/hg19_C1orf210', 'bio/hg38_C1orf210', 'bio/hg19_IL10', 'bio/hg38_IL10', 'bio/hg19_CXCL6', 'bio/hg38_CXCL6', 'bio/hg19_ERBB2IP', 'bio/hg19_CD40', 'bio/hg38_CD40', 'bio/hg19_MT1M', 'bio/hg38_MT1M', 'bio/hg19_CD5', 'bio/hg38_CD5', 'bio/hg19_PRR16', 'bio/hg38_PRR16', 'bio/hg19_TRIM5', 'bio/hg38_TRIM5', 'bio/hg19_RAPGEF1', 'bio/hg38_RAPGEF1', 'bio/hg19_FBXL19', 'bio/hg38_FBXL19', 'bio/hg19_PELI3', 'bio/hg38_PELI3', 'bio/hg19_BMP3', 'bio/hg38_BMP3', 'bio/hg19_SMAD3', 'bio/hg38_SMAD3', 'bio/hg19_CLCA4', 'bio/hg38_CLCA4', 'bio/hg19_IDO1', 'bio/hg38_IDO1', 'bio/hg19_OR13C3', 'bio/hg38_OR13C3', 'bio/hg19_TACR3', 'bio/hg38_TACR3', 'bio/hg19_KYNU', 'bio/hg38_KYNU', 'bio/hg19_CFL1', 'bio/hg38_CFL1', 'bio/hg19_RNF11', 'bio/hg38_RNF11', 'bio/hg19_CST3', 'bio/hg38_CST3', 'bio/hg19_LRP1', 'bio/hg38_LRP1', 'bio/hg19_GRK5', 'bio/hg38_GRK5', 'bio/hg19_STRA13', 'bio/hg19_NELL1', 'bio/hg38_NELL1', 'bio/hg19_AKT1', 'bio/hg38_AKT1', 'bio/hg19_SERPINF2', 'bio/hg38_SERPINF2', 'bio/hg19_PDIA4', 'bio/hg38_PDIA4', 'bio/hg19_PLCL1', 'bio/hg38_PLCL1', 'bio/hg19_AGAP1', 'bio/hg38_AGAP1', 'bio/hg19_TNFSF9', 'bio/hg38_TNFSF9', 'bio/hg19_CD82', 'bio/hg38_CD82', 'bio/hg19_PGLYRP1', 'bio/hg38_PGLYRP1', 'bio/hg19_MLN', 'bio/hg38_MLN', 'bio/hg19_FKBP1A', 'bio/hg38_FKBP1A', 'bio/hg19_SLC11A1', 'bio/hg38_SLC11A1', 'bio/hg19_TAGAP', 'bio/hg38_TAGAP', 'bio/hg19_CD93', 'bio/hg38_CD93', 'bio/hg19_CYP1B1', 'bio/hg38_CYP1B1', 'bio/hg19_GPR39', 'bio/hg38_GPR39', 'bio/hg19_RGS18', 'bio/hg38_RGS18', 'bio/hg19_PTGDR2', 'bio/hg38_PTGDR2', 'bio/hg19_SERPINB5', 'bio/hg38_SERPINB5', 'bio/hg19_CPE', 'bio/hg38_CPE', 'bio/hg19_PRF1', 'bio/hg38_PRF1', 'bio/hg19_ICAM3', 'bio/hg38_ICAM3', 'bio/hg19_BMP6', 'bio/hg38_BMP6', 'bio/hg19_ENPP3', 'bio/hg38_ENPP3', 'bio/hg19_CELSR2', 'bio/hg38_CELSR2', 'bio/hg19_P2RX6', 'bio/hg38_P2RX6', 'bio/hg19_FHL2', 'bio/hg38_FHL2', 'bio/hg19_IL2RG', 'bio/hg38_IL2RG', 'bio/hg19_IL6', 'bio/hg38_IL6', 'bio/hg19_SERPINA4', 'bio/hg38_SERPINA4', 'bio/hg19_CLDN8', 'bio/hg38_CLDN8', 'bio/hg19_FCGBP', 'bio/hg38_FCGBP', 'bio/hg19_SFTPD', 'bio/hg38_SFTPD', 'bio/hg19_IL1F10', 'bio/hg38_IL1F10', 'bio/hg19_DEFA3', 'bio/hg38_DEFA3', 'bio/hg19_PHGDH', 'bio/hg38_PHGDH', 'bio/hg19_SLC26A6', 'bio/hg38_SLC26A6', 'bio/hg19_LPL', 'bio/hg38_LPL', 'bio/hg19_TAGLN', 'bio/hg38_TAGLN', 'bio/hg19_CLDN4', 'bio/hg38_CLDN4', 'bio/hg19_PRKCQ', 'bio/hg38_PRKCQ', 'bio/hg19_NQO1', 'bio/hg38_NQO1', 'bio/hg19_TRAF7', 'bio/hg38_TRAF7', 'bio/hg19_NPFFR2', 'bio/hg38_NPFFR2', 'bio/hg19_USP4', 'bio/hg38_USP4', 'bio/hg19_USP45', 'bio/hg38_USP45', 'bio/hg19_KAT2B', 'bio/hg38_KAT2B', 'bio/hg19_PPY', 'bio/hg38_PPY', 'bio/hg19_STAT3', 'bio/hg38_STAT3', 'bio/hg19_FLT3LG', 'bio/hg38_FLT3LG', 'bio/hg19_SORT1', 'bio/hg38_SORT1', 'bio/hg19_SLC39A11', 'bio/hg38_SLC39A11', 'bio/hg19_C22orf29', 'bio/hg19_PTGES2', 'bio/hg38_PTGES2', 'bio/hg19_IL24', 'bio/hg38_IL24', 'bio/hg19_RPS6KA4', 'bio/hg38_RPS6KA4', 'bio/hg19_EPO', 'bio/hg38_EPO', 'bio/hg19_ITIH3', 'bio/hg38_ITIH3', 'bio/hg19_LMNA', 'bio/hg38_LMNA', 'bio/hg19_COLEC12', 'bio/hg38_COLEC12', 'bio/hg19_EIF3C', 'bio/hg38_EIF3C', 'bio/hg19_NUPR1', 'bio/hg38_NUPR1', 'bio/hg19_HNF1A', 'bio/hg38_HNF1A', 'bio/hg19_HSPA4', 'bio/hg38_HSPA4', 'bio/hg19_CDK1', 'bio/hg38_CDK1', 'bio/hg19_MC4R', 'bio/hg38_MC4R', 'bio/hg19_PSMD4', 'bio/hg38_PSMD4', 'bio/hg19_PTPN1', 'bio/hg38_PTPN1', 'bio/hg19_ADCY8', 'bio/hg38_ADCY8', 'bio/hg19_CYSLTR1', 'bio/hg38_CYSLTR1', 'bio/hg19_ESX1', 'bio/hg38_ESX1', 'bio/hg19_DLG5', 'bio/hg38_DLG5', 'bio/hg19_HIST1H4C', 'bio/hg38_HIST1H4C', 'bio/hg19_BAK1', 'bio/hg38_BAK1', 'bio/hg19_SND1-IT1', 'bio/hg38_SND1-IT1', 'bio/hg19_TSC2', 'bio/hg38_TSC2', 'bio/hg19_RERE', 'bio/hg38_RERE', 'bio/hg19_IL36B', 'bio/hg38_IL36B', 'bio/hg19_APEH', 'bio/hg38_APEH', 'bio/hg19_CTSK', 'bio/hg38_CTSK', 'bio/hg19_AIM2', 'bio/hg38_AIM2', 'bio/hg19_RET', 'bio/hg38_RET', 'bio/hg19_DUSP4', 'bio/hg38_DUSP4', 'bio/hg19_ERBB4', 'bio/hg38_ERBB4', 'bio/hg19_TCHP', 'bio/hg38_TCHP', 'bio/hg19_MUC13', 'bio/hg38_MUC13', 'bio/hg19_EPHX2', 'bio/hg38_EPHX2', 'bio/hg19_PSMD3', 'bio/hg38_PSMD3', 'bio/hg19_XPO5', 'bio/hg38_XPO5', 'bio/hg19_FCN3', 'bio/hg38_FCN3', 'bio/hg19_DNAJC3', 'bio/hg38_DNAJC3', 'bio/hg19_TLR9', 'bio/hg38_TLR9', 'bio/hg19_TBXAS1', 'bio/hg38_TBXAS1', 'bio/hg19_IL3RA', 'bio/hg38_IL3RA', 'bio/hg19_SLC6A3', 'bio/hg38_SLC6A3', 'bio/hg19_CYP8B1', 'bio/hg38_CYP8B1', 'bio/hg19_LTF', 'bio/hg38_LTF', 'bio/hg19_DDT', 'bio/hg38_DDT', 'bio/hg19_BCL2L1', 'bio/hg38_BCL2L1', 'bio/hg19_TRPM8', 'bio/hg38_TRPM8', 'bio/hg19_RAC1', 'bio/hg38_RAC1', 'bio/hg19_PPARA', 'bio/hg38_PPARA', 'bio/hg19_PPARGC1A', 'bio/hg38_PPARGC1A', 'bio/hg19_NFATC1', 'bio/hg38_NFATC1', 'bio/hg19_RAB33A', 'bio/hg38_RAB33A', 'bio/hg19_MIF', 'bio/hg38_MIF', 'bio/hg19_TICAM1', 'bio/hg38_TICAM1', 'bio/hg19_TRIM21', 'bio/hg38_TRIM21', 'bio/hg19_PPP1R14B', 'bio/hg38_PPP1R14B', 'bio/hg19_PRKCA', 'bio/hg38_PRKCA', 'bio/hg19_LY9', 'bio/hg38_LY9', 'bio/hg19_F2R', 'bio/hg38_F2R', 'bio/hg19_SNX21', 'bio/hg38_SNX21', 'bio/hg19_HNRNPH3', 'bio/hg38_HNRNPH3', 'bio/hg19_DARS', 'bio/hg38_DARS', 'bio/hg19_IL1B', 'bio/hg38_IL1B', 'bio/hg19_RHAG', 'bio/hg38_RHAG', 'bio/hg19_KLRG1', 'bio/hg38_KLRG1', 'bio/hg19_SOCS3', 'bio/hg38_SOCS3', 'bio/hg19_NPIPB6', 'bio/hg38_NPIPB6', 'bio/hg19_BST2', 'bio/hg38_BST2', 'bio/hg19_ITGAE', 'bio/hg38_ITGAE', 'bio/hg19_PTRF', 'bio/hg19_CNOT1', 'bio/hg38_CNOT1', 'bio/hg19_ULK2', 'bio/hg38_ULK2', 'bio/hg19_ZNF365', 'bio/hg38_ZNF365', 'bio/hg19_ZGPAT', 'bio/hg38_ZGPAT', 'bio/hg19_NLRP11', 'bio/hg38_NLRP11', 'bio/hg19_HIST4H4', 'bio/hg38_HIST4H4', 'bio/hg19_ATG16L1', 'bio/hg38_ATG16L1', 'bio/hg19_ATF2', 'bio/hg38_ATF2', 'bio/hg19_HIST2H4B', 'bio/hg38_HIST2H4B', 'bio/hg19_SEPP1', 'bio/hg19_CD180', 'bio/hg38_CD180', 'bio/hg19_KNG1', 'bio/hg38_KNG1', 'bio/hg19_PYHIN1', 'bio/hg38_PYHIN1', 'bio/hg19_ACAT1', 'bio/hg38_ACAT1', 'bio/hg19_SLC25A15', 'bio/hg38_SLC25A15', 'bio/hg19_REG4', 'bio/hg38_REG4', 'bio/hg19_SPRED2', 'bio/hg38_SPRED2', 'bio/hg19_CBX8', 'bio/hg38_CBX8', 'bio/hg19_OPRL1', 'bio/hg38_OPRL1', 'bio/hg19_ST6GALNAC1', 'bio/hg38_ST6GALNAC1', 'bio/hg19_IL16', 'bio/hg38_IL16', 'bio/hg19_TUBB6', 'bio/hg38_TUBB6', 'bio/hg19_DEFB1', 'bio/hg38_DEFB1', 'bio/hg19_ATG9A', 'bio/hg38_ATG9A', 'bio/hg19_ITPR1', 'bio/hg38_ITPR1', 'bio/hg19_SPDEF', 'bio/hg38_SPDEF', 'bio/hg19_AOX1', 'bio/hg38_AOX1', 'bio/hg19_PRL', 'bio/hg38_PRL', 'bio/hg19_BMPER', 'bio/hg38_BMPER', 'bio/hg19_LINC01193', 'bio/hg38_LINC01193', 'bio/hg19_AQP4', 'bio/hg38_AQP4', 'bio/hg19_PYROXD2', 'bio/hg38_PYROXD2', 'bio/hg19_HCRT', 'bio/hg38_HCRT', 'bio/hg19_BRD2', 'bio/hg38_BRD2', 'bio/hg19_ARHGAP31', 'bio/hg38_ARHGAP31', 'bio/hg19_GCKR', 'bio/hg38_GCKR', 'bio/hg19_IRS2', 'bio/hg38_IRS2', 'bio/hg19_BID', 'bio/hg38_BID', 'bio/hg19_TNF', 'bio/hg38_TNF', 'bio/hg19_LAMP2', 'bio/hg38_LAMP2', 'bio/hg19_KLK4', 'bio/hg38_KLK4', 'bio/hg19_S1PR1', 'bio/hg38_S1PR1', 'bio/hg19_HGD', 'bio/hg38_HGD', 'bio/hg19_CCL4', 'bio/hg38_CCL4', 'bio/hg19_BNIP3L', 'bio/hg38_BNIP3L', 'bio/hg19_GATA4', 'bio/hg38_GATA4', 'bio/hg19_SLC40A1', 'bio/hg38_SLC40A1', 'bio/hg19_TGFA', 'bio/hg38_TGFA', 'bio/hg19_ABCB1', 'bio/hg38_ABCB1', 'bio/hg19_MIER1', 'bio/hg38_MIER1', 'bio/hg19_GRHPR', 'bio/hg38_GRHPR', 'bio/hg19_STAT6', 'bio/hg38_STAT6', 'bio/hg19_DEFB103B', 'bio/hg38_DEFB103B', 'bio/hg19_MICA', 'bio/hg38_MICA', 'bio/hg19_MAPKBP1', 'bio/hg38_MAPKBP1', 'bio/hg19_NLRP6', 'bio/hg38_NLRP6', 'bio/hg19_HDC', 'bio/hg38_HDC', 'bio/hg19_CCKAR', 'bio/hg38_CCKAR', 'bio/hg19_TMEM258', 'bio/hg38_TMEM258', 'bio/hg19_DSG3', 'bio/hg38_DSG3', 'bio/hg19_DEFB105B', 'bio/hg38_DEFB105B', 'bio/hg19_SNX25', 'bio/hg38_SNX25', 'bio/hg19_PARK7', 'bio/hg38_PARK7', 'bio/hg19_F7', 'bio/hg38_F7', 'bio/hg19_KRT18', 'bio/hg38_KRT18', 'bio/hg19_GSDMB', 'bio/hg38_GSDMB', 'bio/hg19_HTRA1', 'bio/hg38_HTRA1', 'bio/hg19_LOXL2', 'bio/hg38_LOXL2', 'bio/hg19_SIAE', 'bio/hg38_SIAE', 'bio/hg19_GTPBP3', 'bio/hg38_GTPBP3', 'bio/hg19_KCNN4', 'bio/hg38_KCNN4', 'bio/hg19_TCTA', 'bio/hg38_TCTA', 'bio/hg19_LRRC32', 'bio/hg38_LRRC32', 'bio/hg19_CCR9', 'bio/hg38_CCR9', 'bio/hg19_ALOX15', 'bio/hg38_ALOX15', 'bio/hg19_ALPPL2', 'bio/hg19_IDO2', 'bio/hg38_IDO2', 'bio/hg19_LAMA5', 'bio/hg38_LAMA5', 'bio/hg19_DDX58', 'bio/hg38_DDX58', 'bio/hg19_PARK7', 'bio/hg38_PARK7', 'bio/hg19_ADAMDEC1', 'bio/hg38_ADAMDEC1', 'bio/hg19_HSPB3', 'bio/hg38_HSPB3', 'bio/hg19_PGF', 'bio/hg38_PGF', 'bio/hg19_TXNIP', 'bio/hg38_TXNIP', 'bio/hg19_CCRL2', 'bio/hg38_CCRL2', 'bio/hg19_CUZD1', 'bio/hg38_CUZD1', 'bio/hg19_PTPRN', 'bio/hg38_PTPRN', 'bio/hg19_CYP1A2', 'bio/hg38_CYP1A2', 'bio/hg19_IKBKG', 'bio/hg38_IKBKG', 'bio/hg19_PTAFR', 'bio/hg38_PTAFR', 'bio/hg19_ATN1', 'bio/hg38_ATN1', 'bio/hg19_SAG', 'bio/hg38_SAG', 'bio/hg19_MAP1LC3C', 'bio/hg38_MAP1LC3C', 'bio/hg19_ENTPD2', 'bio/hg38_ENTPD2', 'bio/hg19_NAPEPLD', 'bio/hg38_NAPEPLD', 'bio/hg19_PZP', 'bio/hg38_PZP', 'bio/hg19_MRO', 'bio/hg38_MRO', 'bio/hg19_STX2', 'bio/hg38_STX2', 'bio/hg19_SLC37A4', 'bio/hg38_SLC37A4', 'bio/hg19_CCNY', 'bio/hg38_CCNY', 'bio/hg19_INSL6', 'bio/hg38_INSL6', 'bio/hg19_MYO9B', 'bio/hg38_MYO9B', 'bio/hg19_IL1RN', 'bio/hg38_IL1RN', 'bio/hg19_C11orf30', 'bio/hg19_DRD4', 'bio/hg38_DRD4', 'bio/hg19_KIDINS220', 'bio/hg38_KIDINS220', 'bio/hg19_COL17A1', 'bio/hg38_COL17A1', 'bio/hg19_IL27RA', 'bio/hg38_IL27RA', 'bio/hg19_FFAR2', 'bio/hg38_FFAR2', 'bio/hg19_ARFRP1', 'bio/hg38_ARFRP1', 'bio/hg19_MET', 'bio/hg38_MET', 'bio/hg19_TRIM39', 'bio/hg38_TRIM39', 'bio/hg19_RAET1G', 'bio/hg38_RAET1G', 'bio/hg19_WNT3', 'bio/hg38_WNT3', 'bio/hg19_ABCC1', 'bio/hg38_ABCC1', 'bio/hg19_MEP1B', 'bio/hg38_MEP1B', 'bio/hg19_SHC1', 'bio/hg38_SHC1', 'bio/hg19_DPYD', 'bio/hg38_DPYD', 'bio/hg19_CYP24A1', 'bio/hg38_CYP24A1', 'bio/hg19_XCL1', 'bio/hg38_XCL1', 'bio/hg19_TERT', 'bio/hg38_TERT', 'bio/hg19_THBS1', 'bio/hg38_THBS1', 'bio/hg19_DEF8', 'bio/hg38_DEF8', 'bio/hg19_HHEX', 'bio/hg38_HHEX', 'bio/hg19_HP', 'bio/hg38_HP', 'bio/hg19_NPY', 'bio/hg38_NPY', 'bio/hg19_HLA-DPB1', 'bio/hg38_HLA-DPB1', 'bio/hg19_THADA', 'bio/hg38_THADA', 'bio/hg19_CFHR3', 'bio/hg38_CFHR3', 'bio/hg19_CLEC2L', 'bio/hg38_CLEC2L', 'bio/hg19_CANX', 'bio/hg38_CANX', 'bio/hg19_TRAF3IP2', 'bio/hg38_TRAF3IP2', 'bio/hg19_SLA', 'bio/hg38_SLA', 'bio/hg19_FCER2', 'bio/hg38_FCER2', 'bio/hg19_ERICD', 'bio/hg38_ERICD', 'bio/hg19_ADAM30', 'bio/hg38_ADAM30', 'bio/hg19_CTNND1', 'bio/hg38_CTNND1', 'bio/hg19_ARID3B', 'bio/hg38_ARID3B', 'bio/hg19_PPARD', 'bio/hg38_PPARD', 'bio/hg19_CA2', 'bio/hg38_CA2', 'bio/hg19_IFNA17', 'bio/hg38_IFNA17', 'bio/hg19_RAP1GAP2', 'bio/hg38_RAP1GAP2', 'bio/hg19_CLCA1', 'bio/hg38_CLCA1', 'bio/hg19_SSTR5', 'bio/hg38_SSTR5', 'bio/hg19_SPON1', 'bio/hg38_SPON1', 'bio/hg19_GRB10', 'bio/hg38_GRB10', 'bio/hg19_CALB1', 'bio/hg38_CALB1', 'bio/hg19_CAPN10', 'bio/hg38_CAPN10', 'bio/hg19_PLP1', 'bio/hg38_PLP1', 'bio/hg19_BECN1', 'bio/hg38_BECN1', 'bio/hg19_GML', 'bio/hg38_GML', 'bio/hg19_HPS6', 'bio/hg38_HPS6', 'bio/hg19_CASP1', 'bio/hg38_CASP1', 'bio/hg19_CHP1', 'bio/hg38_CHP1', 'bio/hg19_TFAM', 'bio/hg38_TFAM', 'bio/hg19_RAG2', 'bio/hg38_RAG2', 'bio/hg19_SHFM1', 'bio/hg19_CARD8', 'bio/hg38_CARD8', 'bio/hg19_RASGRP1', 'bio/hg38_RASGRP1', 'bio/hg19_NFKB1', 'bio/hg38_NFKB1', 'bio/hg19_PDZD3', 'bio/hg38_PDZD3', 'bio/hg19_GLRX', 'bio/hg38_GLRX', 'bio/hg19_NKRF', 'bio/hg38_NKRF', 'bio/hg19_PGLYRP2', 'bio/hg38_PGLYRP2', 'bio/hg19_FOLH1', 'bio/hg38_FOLH1', 'bio/hg19_FGFR1', 'bio/hg38_FGFR1', 'bio/hg19_CARD9', 'bio/hg38_CARD9', 'bio/hg19_FOSL2', 'bio/hg38_FOSL2', 'bio/hg19_F11', 'bio/hg38_F11', 'bio/hg19_TRIM22', 'bio/hg38_TRIM22', 'bio/hg19_CDH1', 'bio/hg38_CDH1', 'bio/hg19_TNFRSF14', 'bio/hg38_TNFRSF14', 'bio/hg19_WDTC1', 'bio/hg38_WDTC1', 'bio/hg19_COLCA2', 'bio/hg38_COLCA2', 'bio/hg19_CAPN1', 'bio/hg38_CAPN1', 'bio/hg19_IL13RA2', 'bio/hg38_IL13RA2', 'bio/hg19_CD300C', 'bio/hg38_CD300C', 'bio/hg19_HNRNPA1', 'bio/hg38_HNRNPA1', 'bio/hg19_PCDHB16', 'bio/hg38_PCDHB16', 'bio/hg19_P2RY1', 'bio/hg38_P2RY1', 'bio/hg19_IFNL1', 'bio/hg38_IFNL1', 'bio/hg19_SOCS5', 'bio/hg38_SOCS5', 'bio/hg19_ANK3', 'bio/hg38_ANK3', 'bio/hg19_GFAP', 'bio/hg38_GFAP', 'bio/hg19_SMIM3', 'bio/hg38_SMIM3', 'bio/hg19_ATF4', 'bio/hg38_ATF4', 'bio/hg19_NLRC3', 'bio/hg38_NLRC3', 'bio/hg19_TET2', 'bio/hg38_TET2', 'bio/hg19_NFATC4', 'bio/hg38_NFATC4', 'bio/hg19_TIMD4', 'bio/hg38_TIMD4', 'bio/hg19_PSEN1', 'bio/hg38_PSEN1', 'bio/hg19_PLAU', 'bio/hg38_PLAU', 'bio/hg19_TRAF3', 'bio/hg38_TRAF3', 'bio/hg19_CHL1', 'bio/hg38_CHL1', 'bio/hg19_H1F0', 'bio/hg38_H1F0', 'bio/hg19_PHF20', 'bio/hg38_PHF20', 'bio/hg19_FAM131A', 'bio/hg38_FAM131A', 'bio/hg19_GPR18', 'bio/hg38_GPR18', 'bio/hg19_P4HA2', 'bio/hg38_P4HA2', 'bio/hg19_CCL28', 'bio/hg38_CCL28', 'bio/hg19_TPMT', 'bio/hg38_TPMT', 'bio/hg19_GBP5', 'bio/hg38_GBP5', 'bio/hg19_NDFIP1', 'bio/hg38_NDFIP1', 'bio/hg19_OGDH', 'bio/hg38_OGDH', 'bio/hg19_FAM26F', 'bio/hg19_HPS3', 'bio/hg38_HPS3', 'bio/hg19_B4GALNT2', 'bio/hg38_B4GALNT2', 'bio/hg19_TRAF5', 'bio/hg38_TRAF5', 'bio/hg19_BSG', 'bio/hg38_BSG', 'bio/hg19_FCGR3A', 'bio/hg38_FCGR3A', 'bio/hg19_CCL26', 'bio/hg38_CCL26', 'bio/hg19_FASLG', 'bio/hg38_FASLG', 'bio/hg19_METRNL', 'bio/hg38_METRNL', 'bio/hg19_SIRPB1', 'bio/hg38_SIRPB1', 'bio/hg19_LGALS3', 'bio/hg38_LGALS3', 'bio/hg19_DDX41', 'bio/hg38_DDX41', 'bio/hg19_PRPS1', 'bio/hg38_PRPS1', 'bio/hg19_MYL2', 'bio/hg38_MYL2', 'bio/hg19_TRIM38', 'bio/hg38_TRIM38', 'bio/hg19_PRSS1', 'bio/hg38_PRSS1', 'bio/hg19_FUS', 'bio/hg38_FUS', 'bio/hg19_CSF1R', 'bio/hg38_CSF1R', 'bio/hg19_PPARGC1B', 'bio/hg38_PPARGC1B', 'bio/hg19_PNMA2', 'bio/hg38_PNMA2', 'bio/hg19_RPL19', 'bio/hg38_RPL19', 'bio/hg19_FAM53B', 'bio/hg38_FAM53B', 'bio/hg19_CLEC4D', 'bio/hg38_CLEC4D', 'bio/hg19_INS', 'bio/hg38_INS', 'bio/hg19_SYNE1', 'bio/hg38_SYNE1', 'bio/hg19_RGS14', 'bio/hg38_RGS14', 'bio/hg19_CUL1', 'bio/hg38_CUL1', 'bio/hg19_ACAA1', 'bio/hg38_ACAA1', 'bio/hg19_FN1', 'bio/hg38_FN1', 'bio/hg19_ATRX', 'bio/hg38_ATRX', 'bio/hg19_NPY5R', 'bio/hg38_NPY5R', 'bio/hg19_MFN2', 'bio/hg38_MFN2', 'bio/hg19_ACTC1', 'bio/hg38_ACTC1', 'bio/hg19_FADS1', 'bio/hg38_FADS1', 'bio/hg19_MLH1', 'bio/hg38_MLH1', 'bio/hg19_HDAC11', 'bio/hg38_HDAC11', 'bio/hg19_SLC22A1', 'bio/hg38_SLC22A1', 'bio/hg19_ULBP2', 'bio/hg38_ULBP2', 'bio/hg19_TAC3', 'bio/hg38_TAC3', 'bio/hg19_GGCT', 'bio/hg38_GGCT', 'bio/hg19_C5AR1', 'bio/hg38_C5AR1', 'bio/hg19_CES2', 'bio/hg38_CES2', 'bio/hg19_SMAD5', 'bio/hg38_SMAD5', 'bio/hg19_SAA1', 'bio/hg38_SAA1', 'bio/hg19_MYH6', 'bio/hg38_MYH6', 'bio/hg19_CDK4', 'bio/hg38_CDK4', 'bio/hg19_MAP2K4', 'bio/hg38_MAP2K4', 'bio/hg19_SBSPON', 'bio/hg38_SBSPON', 'bio/hg19_KSR1', 'bio/hg38_KSR1', 'bio/hg19_IREB2', 'bio/hg38_IREB2', 'bio/hg19_WIPI2', 'bio/hg38_WIPI2', 'bio/hg19_CTSW', 'bio/hg38_CTSW', 'bio/hg19_ARSF', 'bio/hg38_ARSF', 'bio/hg19_SDC4', 'bio/hg38_SDC4', 'bio/hg19_SPRED2', 'bio/hg38_SPRED2', 'bio/hg19_COL1A1', 'bio/hg38_COL1A1', 'bio/hg19_SPINK14', 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'bio/hg38_IRF9', 'bio/hg19_CDC37', 'bio/hg38_CDC37', 'bio/hg19_CAMKV', 'bio/hg38_CAMKV', 'bio/hg19_HLTF', 'bio/hg38_HLTF', 'bio/hg19_IGFBP3', 'bio/hg38_IGFBP3', 'bio/hg19_IL4R', 'bio/hg38_IL4R', 'bio/hg19_SERPING1', 'bio/hg38_SERPING1', 'bio/hg19_FLT3', 'bio/hg38_FLT3', 'bio/hg19_KIAA1109', 'bio/hg38_KIAA1109', 'bio/hg19_CIITA', 'bio/hg38_CIITA', 'bio/hg19_BCAS3', 'bio/hg38_BCAS3', 'bio/hg19_FAT1', 'bio/hg38_FAT1', 'bio/hg19_TACR1', 'bio/hg38_TACR1', 'bio/hg19_PADI4', 'bio/hg38_PADI4', 'bio/hg19_TCTA', 'bio/hg38_TCTA', 'bio/hg19_NDUFA13', 'bio/hg38_NDUFA13', 'bio/hg19_APOE', 'bio/hg38_APOE', 'bio/hg19_KRT14', 'bio/hg38_KRT14', 'bio/hg19_BCL2L15', 'bio/hg38_BCL2L15', 'bio/hg19_RBCK1', 'bio/hg38_RBCK1', 'bio/hg19_HIST2H2BE', 'bio/hg38_HIST2H2BE', 'bio/hg19_GPR183', 'bio/hg38_GPR183', 'bio/hg19_IRF3', 'bio/hg38_IRF3', 'bio/hg19_LRRK2', 'bio/hg38_LRRK2', 'bio/hg19_FOXP3', 'bio/hg38_FOXP3', 'bio/hg19_MSH6', 'bio/hg38_MSH6', 'bio/hg19_TMEM258', 'bio/hg38_TMEM258', 'bio/hg19_CAPN12', 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'bio/hg19_FOXO4', 'bio/hg38_FOXO4', 'bio/hg19_IL12B', 'bio/hg38_IL12B', 'bio/hg19_SAMD14', 'bio/hg38_SAMD14', 'bio/hg19_P4HB', 'bio/hg38_P4HB', 'bio/hg19_CLPB', 'bio/hg38_CLPB', 'bio/hg19_ETS1', 'bio/hg38_ETS1', 'bio/hg19_GAPDH', 'bio/hg38_GAPDH', 'bio/hg19_CCL2', 'bio/hg38_CCL2', 'bio/hg19_ERN1', 'bio/hg38_ERN1', 'bio/hg19_VTN', 'bio/hg38_VTN', 'bio/hg19_HPS5', 'bio/hg38_HPS5', 'bio/hg19_RAF1', 'bio/hg38_RAF1', 'bio/hg19_DPP4', 'bio/hg38_DPP4', 'bio/hg19_MAPK8', 'bio/hg38_MAPK8', 'bio/hg19_FOXA1', 'bio/hg38_FOXA1', 'bio/hg19_TAF1', 'bio/hg38_TAF1', 'bio/hg19_NRXN1', 'bio/hg38_NRXN1', 'bio/hg19_VPS16', 'bio/hg38_VPS16', 'bio/hg19_SCT', 'bio/hg38_SCT', 'bio/hg19_SPATA6', 'bio/hg38_SPATA6', 'bio/hg19_USE1', 'bio/hg38_USE1', 'bio/hg19_SH2B3', 'bio/hg38_SH2B3', 'bio/hg19_SHMT1', 'bio/hg38_SHMT1', 'bio/hg19_ELN', 'bio/hg38_ELN', 'bio/hg19_HIST1H4E', 'bio/hg38_HIST1H4E', 'bio/hg19_UGT2B17', 'bio/hg38_UGT2B17', 'bio/hg19_SEMA6C', 'bio/hg38_SEMA6C', 'bio/hg19_PML', 'bio/hg38_PML', 'bio/hg19_SFMBT1', 'bio/hg38_SFMBT1', 'bio/hg19_PRKCE', 'bio/hg38_PRKCE', 'bio/hg19_INSC', 'bio/hg38_INSC', 'bio/hg19_TRPM7', 'bio/hg38_TRPM7', 'bio/hg19_ADAMTSL5', 'bio/hg38_ADAMTSL5', 'bio/hg19_BRINP3', 'bio/hg38_BRINP3', 'bio/hg19_C1QBP', 'bio/hg38_C1QBP', 'bio/hg19_UBE2K', 'bio/hg38_UBE2K', 'bio/hg19_TFG', 'bio/hg38_TFG', 'bio/hg19_NOX3', 'bio/hg38_NOX3', 'bio/hg19_IL17REL', 'bio/hg38_IL17REL', 'bio/hg19_NFIA', 'bio/hg38_NFIA', 'bio/hg19_RPTOR', 'bio/hg38_RPTOR', 'bio/hg19_CXCR4', 'bio/hg38_CXCR4', 'bio/hg19_HSH2D', 'bio/hg38_HSH2D', 'bio/hg19_STAT4', 'bio/hg38_STAT4', 'bio/hg19_CCR8', 'bio/hg38_CCR8', 'bio/hg19_FUT3', 'bio/hg38_FUT3', 'bio/hg19_DENND1B', 'bio/hg38_DENND1B', 'bio/hg19_HTR2A', 'bio/hg38_HTR2A', 'bio/hg19_AMBP', 'bio/hg38_AMBP', 'bio/hg19_NCAM1', 'bio/hg38_NCAM1', 'bio/hg19_HSPB2', 'bio/hg38_HSPB2', 'bio/hg19_AOAH', 'bio/hg38_AOAH', 'bio/hg19_UBE2J1', 'bio/hg38_UBE2J1', 'bio/hg19_LCE2C', 'bio/hg38_LCE2C', 'bio/hg19_MAF', 'bio/hg38_MAF', 'bio/hg19_KRAS', 'bio/hg38_KRAS', 'bio/hg19_IKBKE', 'bio/hg38_IKBKE', 'bio/hg19_ST8SIA6', 'bio/hg38_ST8SIA6', 'bio/hg19_PRKCB', 'bio/hg38_PRKCB', 'bio/hg19_SEL1L', 'bio/hg38_SEL1L', 'bio/hg19_MAF1', 'bio/hg38_MAF1', 'bio/hg19_TNFSF8', 'bio/hg38_TNFSF8', 'bio/hg19_SLC12A2', 'bio/hg38_SLC12A2', 'bio/hg19_SLC25A46', 'bio/hg38_SLC25A46', 'bio/hg19_FOXP2', 'bio/hg38_FOXP2', 'bio/hg19_ARIH1', 'bio/hg38_ARIH1', 'bio/hg19_SLC30A4', 'bio/hg38_SLC30A4', 'bio/hg19_CAV1', 'bio/hg38_CAV1', 'bio/hg19_PSMB8', 'bio/hg38_PSMB8', 'bio/hg19_NDUFB9', 'bio/hg38_NDUFB9', 'bio/hg19_CD8A', 'bio/hg38_CD8A', 'bio/hg19_SCN11A', 'bio/hg38_SCN11A', 'bio/hg19_HBA1', 'bio/hg38_HBA1', 'bio/hg19_RAD51B', 'bio/hg38_RAD51B', 'bio/hg19_TECPR1', 'bio/hg38_TECPR1', 'bio/hg19_ALDH1A1', 'bio/hg38_ALDH1A1', 'bio/hg19_IFRD1', 'bio/hg38_IFRD1', 'bio/hg19_SGPP2', 'bio/hg38_SGPP2', 'bio/hg19_RAB32', 'bio/hg38_RAB32', 'bio/hg19_C5orf56', 'bio/hg38_C5orf56', 'bio/hg19_MAST3', 'bio/hg38_MAST3', 'bio/hg19_ADORA3', 'bio/hg38_ADORA3', 'bio/hg19_SLC22A7', 'bio/hg38_SLC22A7', 'bio/hg19_ALLC', 'bio/hg38_ALLC', 'bio/hg19_ZNF300', 'bio/hg38_ZNF300', 'bio/hg19_TUBB', 'bio/hg38_TUBB', 'bio/hg19_GNLY', 'bio/hg38_GNLY', 'bio/hg19_ZNF649', 'bio/hg38_ZNF649', 'bio/hg19_HIST2H2AC', 'bio/hg38_HIST2H2AC', 'bio/hg19_PDZD2', 'bio/hg38_PDZD2', 'bio/hg19_MOXD1', 'bio/hg38_MOXD1', 'bio/hg19_MRPL49', 'bio/hg38_MRPL49', 'bio/hg19_CR1', 'bio/hg38_CR1', 'bio/hg19_AHR', 'bio/hg38_AHR', 'bio/hg19_EPHX1', 'bio/hg38_EPHX1', 'bio/hg19_IL17C', 'bio/hg38_IL17C', 'bio/hg19_MAPKAPK2', 'bio/hg38_MAPKAPK2', 'bio/hg19_FADS3', 'bio/hg38_FADS3', 'bio/hg19_B2M', 'bio/hg38_B2M', 'bio/hg19_RGS10', 'bio/hg38_RGS10', 'bio/hg19_MASP1', 'bio/hg38_MASP1', 'bio/hg19_FAM118A', 'bio/hg38_FAM118A', 'bio/hg19_P2RY6', 'bio/hg38_P2RY6', 'bio/hg19_ITGB3', 'bio/hg38_ITGB3', 'bio/hg19_GFM2', 'bio/hg38_GFM2', 'bio/hg19_DUSP5', 'bio/hg38_DUSP5', 'bio/hg19_NOS3', 'bio/hg38_NOS3', 'bio/hg19_ST6GALNAC6', 'bio/hg38_ST6GALNAC6', 'bio/hg19_NRON', 'bio/hg38_NRON', 'bio/hg19_TMEM135', 'bio/hg38_TMEM135', 'bio/hg19_IL25', 'bio/hg38_IL25', 'bio/hg19_TIMP1', 'bio/hg38_TIMP1', 'bio/hg19_DNMT3A', 'bio/hg38_DNMT3A', 'bio/hg19_BTC', 'bio/hg38_BTC', 'bio/hg19_CD300A', 'bio/hg38_CD300A', 'bio/hg19_CYP3A4', 'bio/hg38_CYP3A4', 'bio/hg19_MAPT', 'bio/hg38_MAPT', 'bio/hg19_TYRO3', 'bio/hg38_TYRO3', 'bio/hg19_MT1G', 'bio/hg38_MT1G', 'bio/hg19_DCD', 'bio/hg38_DCD', 'bio/hg19_MAP2K1', 'bio/hg38_MAP2K1', 'bio/hg19_TMEM201', 'bio/hg38_TMEM201', 'bio/hg19_DEFB134', 'bio/hg38_DEFB134', 'bio/hg19_MYLK', 'bio/hg38_MYLK', 'bio/hg19_DSC2', 'bio/hg38_DSC2', 'bio/hg19_ALG10', 'bio/hg38_ALG10', 'bio/hg19_CDK5', 'bio/hg38_CDK5', 'bio/hg19_TEX9', 'bio/hg38_TEX9', 'bio/hg19_MMP24', 'bio/hg38_MMP24', 'bio/hg19_TRAF4', 'bio/hg38_TRAF4', 'bio/hg19_EGR3', 'bio/hg38_EGR3', 'bio/hg19_IKZF3', 'bio/hg38_IKZF3', 'bio/hg19_ALPP', 'bio/hg38_ALPP', 'bio/hg19_BACE1', 'bio/hg38_BACE1', 'bio/hg19_LIN9', 'bio/hg38_LIN9', 'bio/hg19_HMGCS2', 'bio/hg38_HMGCS2', 'bio/hg19_PPIA', 'bio/hg38_PPIA', 'bio/hg19_ULBP3', 'bio/hg38_ULBP3', 'bio/hg19_SERPINB6', 'bio/hg38_SERPINB6', 'bio/hg19_STX3', 'bio/hg38_STX3', 'bio/hg19_MARVELD2', 'bio/hg38_MARVELD2', 'bio/hg19_TOP3A', 'bio/hg38_TOP3A', 'bio/hg19_PLIN1', 'bio/hg38_PLIN1', 'bio/hg19_IFITM3', 'bio/hg38_IFITM3', 'bio/hg19_MTFMT', 'bio/hg38_MTFMT', 'bio/hg19_FRZB', 'bio/hg38_FRZB', 'bio/hg19_ERAP2', 'bio/hg38_ERAP2', 'bio/hg19_GSTA1', 'bio/hg38_GSTA1', 'bio/hg19_STX7', 'bio/hg38_STX7', 'bio/hg19_WFS1', 'bio/hg38_WFS1', 'bio/hg19_YWHAZ', 'bio/hg38_YWHAZ', 'bio/hg19_SEPHS1', 'bio/hg38_SEPHS1', 'bio/hg19_IQGAP2', 'bio/hg38_IQGAP2', 'bio/hg19_FAM189A1', 'bio/hg38_FAM189A1', 'bio/hg19_EHD1', 'bio/hg38_EHD1', 'bio/hg19_RPL32', 'bio/hg38_RPL32', 'bio/hg19_CD3E', 'bio/hg38_CD3E', 'bio/hg19_FAM167A', 'bio/hg38_FAM167A', 'bio/hg19_LSM5', 'bio/hg38_LSM5', 'bio/hg19_CLK3', 'bio/hg38_CLK3', 'bio/hg19_PIDD1', 'bio/hg38_PIDD1', 'bio/hg19_PTBP2', 'bio/hg38_PTBP2', 'bio/hg19_OAS1', 'bio/hg38_OAS1', 'bio/hg19_WBP4', 'bio/hg38_WBP4', 'bio/hg19_IL18', 'bio/hg38_IL18', 'bio/hg19_TRDN', 'bio/hg38_TRDN', 'bio/hg19_IFIH1', 'bio/hg38_IFIH1', 'bio/hg19_SLCO2A1', 'bio/hg38_SLCO2A1', 'bio/hg19_MORN2', 'bio/hg38_MORN2', 'bio/hg19_BCKDHA', 'bio/hg38_BCKDHA', 'bio/hg19_RAB4A', 'bio/hg38_RAB4A', 'bio/hg19_ADIPOR1', 'bio/hg38_ADIPOR1', 'bio/hg19_ITGA1', 'bio/hg38_ITGA1', 'bio/hg19_SPIB', 'bio/hg38_SPIB', 'bio/hg19_FURIN', 'bio/hg38_FURIN', 'bio/hg19_NPFFR1', 'bio/hg38_NPFFR1', 'bio/hg19_THBD', 'bio/hg38_THBD', 'bio/hg19_AKAP13', 'bio/hg38_AKAP13', 'bio/hg19_SOD2', 'bio/hg38_SOD2', 'bio/hg19_WNT3A', 'bio/hg38_WNT3A', 'bio/hg19_DR1', 'bio/hg38_DR1', 'bio/hg19_LOX', 'bio/hg38_LOX', 'bio/hg19_HCG9', 'bio/hg38_HCG9', 'bio/hg19_BMPR1A', 'bio/hg38_BMPR1A', 'bio/hg19_PARVB', 'bio/hg38_PARVB', 'bio/hg19_CCL18', 'bio/hg38_CCL18', 'bio/hg19_CARD9', 'bio/hg38_CARD9', 'bio/hg19_RHOA', 'bio/hg38_RHOA', 'bio/hg19_LNPEP', 'bio/hg38_LNPEP', 'bio/hg19_ANXA3', 'bio/hg38_ANXA3', 'bio/hg19_ENPP2', 'bio/hg38_ENPP2', 'bio/hg19_TET2', 'bio/hg38_TET2', 'bio/hg19_CHRNA4', 'bio/hg38_CHRNA4', 'bio/hg19_AP5B1', 'bio/hg38_AP5B1', 'bio/hg19_IGFBP5', 'bio/hg38_IGFBP5', 'bio/hg19_ENO2', 'bio/hg38_ENO2', 'bio/hg19_ZGPAT', 'bio/hg38_ZGPAT', 'bio/hg19_TPM2', 'bio/hg38_TPM2', 'bio/hg19_CAT', 'bio/hg38_CAT', 'bio/hg19_FAAH', 'bio/hg38_FAAH', 'bio/hg19_NEDD8', 'bio/hg38_NEDD8', 'bio/hg19_MPP1', 'bio/hg38_MPP1', 'bio/hg19_FGR', 'bio/hg38_FGR', 'bio/hg19_SIRT5', 'bio/hg38_SIRT5', 'bio/hg19_IL9R', 'bio/hg38_IL9R', 'bio/hg19_MAGI2', 'bio/hg38_MAGI2', 'bio/hg19_POU5F1', 'bio/hg38_POU5F1', 'bio/hg19_HPS4', 'bio/hg38_HPS4', 'bio/hg19_GPI', 'bio/hg38_GPI', 'bio/hg19_APOA4', 'bio/hg38_APOA4', 'bio/hg19_IKZF1', 'bio/hg38_IKZF1', 'bio/hg19_PYY', 'bio/hg38_PYY', 'bio/hg19_SNAPIN', 'bio/hg38_SNAPIN', 'bio/hg19_RETN', 'bio/hg38_RETN', 'bio/hg19_NT5C', 'bio/hg38_NT5C', 'bio/hg19_CXCR2', 'bio/hg38_CXCR2', 'bio/hg19_ANXA1', 'bio/hg38_ANXA1', 'bio/hg19_PSMD5', 'bio/hg38_PSMD5', 'bio/hg19_FEN1', 'bio/hg38_FEN1', 'bio/hg19_TICAM2', 'bio/hg38_TICAM2', 'bio/hg19_ECM1', 'bio/hg38_ECM1', 'bio/hg19_BTNL8', 'bio/hg38_BTNL8', 'bio/hg19_SEMA3A', 'bio/hg38_SEMA3A', 'bio/hg19_DEFB104B', 'bio/hg38_DEFB104B', 'bio/hg19_ARSK', 'bio/hg38_ARSK', 'bio/hg19_MAP3K4', 'bio/hg38_MAP3K4', 'bio/hg19_NCOR2', 'bio/hg38_NCOR2', 'bio/hg19_UBA7', 'bio/hg38_UBA7', 'bio/hg19_PHB', 'bio/hg38_PHB', 'bio/hg19_BIN1', 'bio/hg38_BIN1', 'bio/hg19_CD226', 'bio/hg38_CD226', 'bio/hg19_COG6', 'bio/hg38_COG6', 'bio/hg19_MAPK3', 'bio/hg38_MAPK3', 'bio/hg19_CLDN10', 'bio/hg38_CLDN10', 'bio/hg19_ACTL9', 'bio/hg38_ACTL9', 'bio/hg19_HLA-DMA', 'bio/hg38_HLA-DMA', 'bio/hg19_WIF1', 'bio/hg38_WIF1', 'bio/hg19_PPP1R15A', 'bio/hg38_PPP1R15A', 'bio/hg19_GAL', 'bio/hg38_GAL', 'bio/hg19_PTGS2', 'bio/hg38_PTGS2', 'bio/hg19_ELAVL1', 'bio/hg38_ELAVL1', 'bio/hg19_MICALL2', 'bio/hg38_MICALL2', 'bio/hg19_GABBR2', 'bio/hg38_GABBR2', 'bio/hg19_PHF11', 'bio/hg38_PHF11', 'bio/hg19_PTPN12', 'bio/hg38_PTPN12', 'bio/hg19_LYST', 'bio/hg38_LYST', 'bio/hg19_LYN', 'bio/hg38_LYN', 'bio/hg19_SDHA', 'bio/hg38_SDHA', 'bio/hg19_TNFRSF1A', 'bio/hg38_TNFRSF1A', 'bio/hg19_HIST1H4D', 'bio/hg38_HIST1H4D', 'bio/hg19_INSM2', 'bio/hg38_INSM2', 'bio/hg19_PVR', 'bio/hg38_PVR', 'bio/hg19_FZD8', 'bio/hg38_FZD8', 'bio/hg19_GADD45B', 'bio/hg38_GADD45B', 'bio/hg19_MT1HL1', 'bio/hg38_MT1HL1', 'bio/hg19_MIR17HG', 'bio/hg38_MIR17HG', 'bio/hg19_NAA25', 'bio/hg38_NAA25', 'bio/hg19_DSC3', 'bio/hg38_DSC3', 'bio/hg19_ZNF569', 'bio/hg38_ZNF569', 'bio/hg19_SOCS6', 'bio/hg38_SOCS6', 'bio/hg19_BAG4', 'bio/hg38_BAG4', 'bio/hg19_SPINK4', 'bio/hg38_SPINK4', 'bio/hg19_GOT2', 'bio/hg38_GOT2', 'bio/hg19_ARSG', 'bio/hg38_ARSG', 'bio/hg19_CCL19', 'bio/hg38_CCL19', 'bio/hg19_CDIP1', 'bio/hg38_CDIP1', 'bio/hg19_HCCS', 'bio/hg38_HCCS', 'bio/hg19_SOX10', 'bio/hg38_SOX10', 'bio/hg19_FOXA2', 'bio/hg38_FOXA2', 'bio/hg19_ANTXR2', 'bio/hg38_ANTXR2', 'bio/hg19_RAB24', 'bio/hg38_RAB24', 'bio/hg19_YWHAZ', 'bio/hg38_YWHAZ', 'bio/hg19_ABO', 'bio/hg38_ABO', 'bio/hg19_SGK1', 'bio/hg38_SGK1', 'bio/hg19_RNF151', 'bio/hg38_RNF151', 'bio/hg19_CCK', 'bio/hg38_CCK', 'bio/hg19_ATG4A', 'bio/hg38_ATG4A', 'bio/hg19_SPAG9', 'bio/hg38_SPAG9', 'bio/hg19_BMP2', 'bio/hg38_BMP2', 'bio/hg19_IL1RAPL1', 'bio/hg38_IL1RAPL1', 'bio/hg19_SLC26A5', 'bio/hg38_SLC26A5', 'bio/hg19_KIR3DL1', 'bio/hg38_KIR3DL1', 'bio/hg19_CYLD', 'bio/hg38_CYLD', 'bio/hg19_MITF', 'bio/hg38_MITF', 'bio/hg19_IL12A', 'bio/hg38_IL12A', 'bio/hg19_SCN9A', 'bio/hg38_SCN9A', 'bio/hg19_DOCK2', 'bio/hg38_DOCK2', 'bio/hg19_HSP90AB1', 'bio/hg38_HSP90AB1', 'bio/hg19_IL9', 'bio/hg38_IL9', 'bio/hg19_CTSG', 'bio/hg38_CTSG', 'bio/hg19_MAP1A', 'bio/hg38_MAP1A', 'bio/hg19_ITGAL', 'bio/hg38_ITGAL', 'bio/hg19_SUCLA2', 'bio/hg38_SUCLA2', 'bio/hg19_IL6R', 'bio/hg38_IL6R', 'bio/hg19_DHX58', 'bio/hg38_DHX58', 'bio/hg19_GPR55', 'bio/hg38_GPR55', 'bio/hg19_RARRES2', 'bio/hg38_RARRES2', 'bio/hg19_TCF21', 'bio/hg38_TCF21', 'bio/hg19_HSPG2', 'bio/hg38_HSPG2', 'bio/hg19_ANKRD27', 'bio/hg38_ANKRD27', 'bio/hg19_NAIP', 'bio/hg38_NAIP', 'bio/hg19_TPO', 'bio/hg38_TPO', 'bio/hg19_VKORC1', 'bio/hg38_VKORC1', 'bio/hg19_RNASE7', 'bio/hg38_RNASE7', 'bio/hg19_IDS', 'bio/hg38_IDS', 'bio/hg19_IGF2R', 'bio/hg38_IGF2R', 'bio/hg19_TYR', 'bio/hg38_TYR', 'bio/hg19_RNASE2', 'bio/hg38_RNASE2', 'bio/hg19_ADRBK2', 'bio/hg19_CYP26C1', 'bio/hg38_CYP26C1', 'bio/hg19_LCE3B', 'bio/hg38_LCE3B', 'bio/hg19_GSR', 'bio/hg38_GSR', 'bio/hg19_CSNK2A2', 'bio/hg38_CSNK2A2', 'bio/hg19_ABHD16B', 'bio/hg38_ABHD16B', 'bio/hg19_CD58', 'bio/hg38_CD58', 'bio/hg19_SHARPIN', 'bio/hg38_SHARPIN', 'bio/hg19_IRF8', 'bio/hg38_IRF8', 'bio/hg19_FASTK', 'bio/hg38_FASTK', 'bio/hg19_EEF1A2', 'bio/hg38_EEF1A2', 'bio/hg19_RPS6KA1', 'bio/hg38_RPS6KA1', 'bio/hg19_PROS1', 'bio/hg38_PROS1', 'bio/hg19_CYBB', 'bio/hg38_CYBB', 'bio/hg19_HIST1H4A', 'bio/hg38_HIST1H4A', 'bio/hg19_TNS1', 'bio/hg38_TNS1', 'bio/hg19_LRP2', 'bio/hg38_LRP2', 'bio/hg19_SLC22A23', 'bio/hg38_SLC22A23', 'bio/hg19_PINK1', 'bio/hg38_PINK1', 'bio/hg19_VIM', 'bio/hg38_VIM', 'bio/hg19_OTUB2', 'bio/hg38_OTUB2', 'bio/hg19_GHSR', 'bio/hg38_GHSR', 'bio/hg19_TST', 'bio/hg38_TST', 'bio/hg19_ANK1', 'bio/hg38_ANK1', 'bio/hg19_RAB33B', 'bio/hg38_RAB33B', 'bio/hg19_G6PD', 'bio/hg38_G6PD', 'bio/hg19_ATP7A', 'bio/hg38_ATP7A', 'bio/hg19_VAV1', 'bio/hg38_VAV1', 'bio/hg19_AATF', 'bio/hg38_AATF', 'bio/hg19_DDX6', 'bio/hg38_DDX6', 'bio/hg19_PDLIM4', 'bio/hg38_PDLIM4', 'bio/hg19_PARD3', 'bio/hg38_PARD3', 'bio/hg19_CFD', 'bio/hg38_CFD', 'bio/hg19_POMC', 'bio/hg38_POMC', 'bio/hg19_EGLN1', 'bio/hg38_EGLN1', 'bio/hg19_GJA1', 'bio/hg38_GJA1', 'bio/hg19_NRG1', 'bio/hg38_NRG1', 'bio/hg19_A1BG', 'bio/hg38_A1BG', 'bio/hg19_LY75', 'bio/hg38_LY75', 'bio/hg19_GBP1', 'bio/hg38_GBP1', 'bio/hg19_TMEM59', 'bio/hg38_TMEM59', 'bio/hg19_MAOA', 'bio/hg38_MAOA', 'bio/hg19_TCHH', 'bio/hg38_TCHH', 'bio/hg19_TUFM', 'bio/hg38_TUFM', 'bio/hg19_ERVW-1', 'bio/hg38_ERVW-1', 'bio/hg19_MCHR1', 'bio/hg38_MCHR1', 'bio/hg19_SLC28A2', 'bio/hg38_SLC28A2', 'bio/hg19_DST', 'bio/hg38_DST', 'bio/hg19_BMP4', 'bio/hg38_BMP4', 'bio/hg19_CUL2', 'bio/hg38_CUL2', 'bio/hg19_VTI1B', 'bio/hg38_VTI1B', 'bio/hg19_SLC39A5', 'bio/hg38_SLC39A5', 'bio/hg19_IL17RB', 'bio/hg38_IL17RB', 'bio/hg19_IL22', 'bio/hg38_IL22', 'bio/hg19_HLA-DRB5', 'bio/hg38_HLA-DRB5', 'bio/hg19_VEGFA', 'bio/hg38_VEGFA', 'bio/hg19_CCR4', 'bio/hg38_CCR4', 'bio/hg19_CLEC12A', 'bio/hg38_CLEC12A', 'bio/hg19_HK1', 'bio/hg38_HK1', 'bio/hg19_PGM2L1', 'bio/hg38_PGM2L1', 'bio/hg19_MYOM2', 'bio/hg38_MYOM2', 'bio/hg19_PIAS3', 'bio/hg38_PIAS3', 'bio/hg19_RBP4', 'bio/hg38_RBP4', 'bio/hg19_FCHSD2', 'bio/hg38_FCHSD2', 'bio/hg19_TCN2', 'bio/hg38_TCN2', 'bio/hg19_PTGS1', 'bio/hg38_PTGS1', 'bio/hg19_SLC4A8', 'bio/hg38_SLC4A8', 'bio/hg19_SLC22A4', 'bio/hg38_SLC22A4', 'bio/hg19_C1orf141', 'bio/hg38_C1orf141', 'bio/hg19_PYDC2', 'bio/hg38_PYDC2', 'bio/hg19_MAEA', 'bio/hg38_MAEA', 'bio/hg19_AR', 'bio/hg38_AR', 'bio/hg19_KLRC1', 'bio/hg38_KLRC1', 'bio/hg19_ESR2', 'bio/hg38_ESR2', 'bio/hg19_TYRP1', 'bio/hg38_TYRP1', 'bio/hg19_SP100', 'bio/hg38_SP100', 'bio/hg19_LILRB1', 'bio/hg38_LILRB1', 'bio/hg19_IL10RA', 'bio/hg38_IL10RA', 'bio/hg19_TOP2A', 'bio/hg38_TOP2A', 'bio/hg19_BATF', 'bio/hg38_BATF', 'bio/hg19_LSM4', 'bio/hg38_LSM4', 'bio/hg19_ZBP1', 'bio/hg38_ZBP1', 'bio/hg19_IL4', 'bio/hg38_IL4', 'bio/hg19_THRIL', 'bio/hg38_THRIL', 'bio/hg19_MYH11', 'bio/hg38_MYH11', 'bio/hg19_ABCC3', 'bio/hg38_ABCC3', 'bio/hg19_SLC6A4', 'bio/hg38_SLC6A4', 'bio/hg19_OVOL1', 'bio/hg38_OVOL1', 'bio/hg19_WAS', 'bio/hg38_WAS', 'bio/hg19_PIGA', 'bio/hg38_PIGA', 'bio/hg19_RAC2', 'bio/hg38_RAC2', 'bio/hg19_COL6A5', 'bio/hg38_COL6A5', 'bio/hg19_APOC3', 'bio/hg38_APOC3', 'bio/hg19_CLDN12', 'bio/hg38_CLDN12', 'bio/hg19_CPN1', 'bio/hg38_CPN1', 'bio/hg19_ATG4C', 'bio/hg38_ATG4C', 'bio/hg19_KIAA1109', 'bio/hg38_KIAA1109', 'bio/hg19_CHRM3', 'bio/hg38_CHRM3', 'bio/hg19_SLC23A1', 'bio/hg38_SLC23A1', 'bio/hg19_HSPA6', 'bio/hg38_HSPA6', 'bio/hg19_HTRA2', 'bio/hg38_HTRA2', 'bio/hg19_TCERG1L', 'bio/hg38_TCERG1L', 'bio/hg19_ARRB2', 'bio/hg38_ARRB2', 'bio/hg19_MT1A', 'bio/hg38_MT1A', 'bio/hg19_IL10', 'bio/hg38_IL10', 'bio/hg19_SFRP5', 'bio/hg38_SFRP5', 'bio/hg19_ELAVL3', 'bio/hg38_ELAVL3', 'bio/hg19_FAM213B', 'bio/hg19_FABP5', 'bio/hg38_FABP5', 'bio/hg19_TOX', 'bio/hg38_TOX', 'bio/hg19_IRF1', 'bio/hg38_IRF1', 'bio/hg19_IL33', 'bio/hg38_IL33', 'bio/hg19_C7orf72', 'bio/hg19_VDAC1', 'bio/hg38_VDAC1', 'bio/hg19_NFKBIL1', 'bio/hg38_NFKBIL1', 'bio/hg19_BAZ2B', 'bio/hg38_BAZ2B', 'bio/hg19_RRM1', 'bio/hg38_RRM1', 'bio/hg19_PPP1R14A', 'bio/hg38_PPP1R14A', 'bio/hg19_TNFRSF11A', 'bio/hg38_TNFRSF11A', 'bio/hg19_CREB3L1', 'bio/hg38_CREB3L1', 'bio/hg19_NPIPB9', 'bio/hg38_NPIPB9', 'bio/hg19_FABP6', 'bio/hg38_FABP6', 'bio/hg19_SLC5A8', 'bio/hg38_SLC5A8', 'bio/hg19_SPRR2A', 'bio/hg38_SPRR2A', 'bio/hg19_CGB7', 'bio/hg38_CGB7', 'bio/hg19_BRCA2', 'bio/hg38_BRCA2', 'bio/hg19_SEMA4F', 'bio/hg38_SEMA4F', 'bio/hg19_ACAN', 'bio/hg38_ACAN', 'bio/hg19_IGFBP1', 'bio/hg38_IGFBP1', 'bio/hg19_SLC24A5', 'bio/hg38_SLC24A5', 'bio/hg19_COL3A1', 'bio/hg38_COL3A1', 'bio/hg19_RNF135', 'bio/hg38_RNF135', 'bio/hg19_ENTPD1', 'bio/hg38_ENTPD1', 'bio/hg19_BTNL3', 'bio/hg38_BTNL3', 'bio/hg19_ATG16L1', 'bio/hg38_ATG16L1', 'bio/hg19_SLPI', 'bio/hg38_SLPI', 'bio/hg19_HCST', 'bio/hg38_HCST', 'bio/hg19_CSF1', 'bio/hg38_CSF1', 'bio/hg19_ILK', 'bio/hg38_ILK', 'bio/hg19_IFIT2', 'bio/hg38_IFIT2', 'bio/hg19_FYN', 'bio/hg38_FYN', 'bio/hg19_INPP5D', 'bio/hg38_INPP5D', 'bio/hg19_DDX39B', 'bio/hg38_DDX39B', 'bio/hg19_SLC7A5', 'bio/hg38_SLC7A5', 'bio/hg19_GYPC', 'bio/hg38_GYPC', 'bio/hg19_NDUFS4', 'bio/hg38_NDUFS4', 'bio/hg19_COMT', 'bio/hg38_COMT', 'bio/hg19_MST1', 'bio/hg38_MST1', 'bio/hg19_TOR1B', 'bio/hg38_TOR1B', 'bio/hg19_DCLK3', 'bio/hg38_DCLK3', 'bio/hg19_NLRP12', 'bio/hg38_NLRP12', 'bio/hg19_CASP4', 'bio/hg38_CASP4', 'bio/hg19_VIPR1', 'bio/hg38_VIPR1', 'bio/hg19_SIRT4', 'bio/hg38_SIRT4', 'bio/hg19_TMEM55B', 'bio/hg19_TRIM25', 'bio/hg38_TRIM25', 'bio/hg19_AMELX', 'bio/hg38_AMELX', 'bio/hg19_CDKN2B-AS1', 'bio/hg38_CDKN2B-AS1', 'bio/hg19_SEMA4D', 'bio/hg38_SEMA4D', 'bio/hg19_FFAR1', 'bio/hg38_FFAR1', 'bio/hg19_HIST1H4K', 'bio/hg38_HIST1H4K', 'bio/hg19_NFKB1', 'bio/hg38_NFKB1', 'bio/hg19_TBK1', 'bio/hg38_TBK1', 'bio/hg19_RAET1E', 'bio/hg38_RAET1E', 'bio/hg19_SLC28A3', 'bio/hg38_SLC28A3', 'bio/hg19_RNF166', 'bio/hg38_RNF166', 'bio/hg19_DUSP6', 'bio/hg38_DUSP6', 'bio/hg19_DRD3', 'bio/hg38_DRD3', 'bio/hg19_KCNJ11', 'bio/hg38_KCNJ11', 'bio/hg19_DLD', 'bio/hg38_DLD', 'bio/hg19_FAM156A', 'bio/hg38_FAM156A', 'bio/hg19_ZNF438', 'bio/hg38_ZNF438', 'bio/hg19_ZNF300', 'bio/hg38_ZNF300', 'bio/hg19_SBDS', 'bio/hg38_SBDS', 'bio/hg19_DEFA6', 'bio/hg38_DEFA6', 'bio/hg19_PSMB6', 'bio/hg38_PSMB6', 'bio/hg19_GRP', 'bio/hg38_GRP', 'bio/hg19_SULT2A1', 'bio/hg38_SULT2A1', 'bio/hg19_NID1', 'bio/hg38_NID1', 'bio/hg19_PIK3C2A', 'bio/hg38_PIK3C2A', 'bio/hg19_MUL1', 'bio/hg38_MUL1', 'bio/hg19_GKN1', 'bio/hg38_GKN1', 'bio/hg19_PTGIR', 'bio/hg38_PTGIR', 'bio/hg19_LYPD8', 'bio/hg38_LYPD8', 'bio/hg19_TH', 'bio/hg38_TH', 'bio/hg19_NFE2L2', 'bio/hg38_NFE2L2', 'bio/hg19_CD81', 'bio/hg38_CD81', 'bio/hg19_PI3', 'bio/hg38_PI3', 'bio/hg19_TIMP4', 'bio/hg38_TIMP4', 'bio/hg19_AICDA', 'bio/hg38_AICDA', 'bio/hg19_PTGER3', 'bio/hg38_PTGER3', 'bio/hg19_S100A7', 'bio/hg38_S100A7', 'bio/hg19_SLC3A2', 'bio/hg38_SLC3A2', 'bio/hg19_PNMA1', 'bio/hg38_PNMA1', 'bio/hg19_CYP11B1', 'bio/hg38_CYP11B1', 'bio/hg19_MAPK14', 'bio/hg38_MAPK14', 'bio/hg19_CEACAM1', 'bio/hg38_CEACAM1', 'bio/hg19_SLC22A4', 'bio/hg38_SLC22A4', 'bio/hg19_TIGIT', 'bio/hg38_TIGIT', 'bio/hg19_SAGE1', 'bio/hg38_SAGE1', 'bio/hg19_SLC38A5', 'bio/hg38_SLC38A5', 'bio/hg19_FAP', 'bio/hg38_FAP', 'bio/hg19_CD226', 'bio/hg38_CD226', 'bio/hg19_GPX4', 'bio/hg38_GPX4', 'bio/hg19_ATG10', 'bio/hg38_ATG10', 'bio/hg19_CD33', 'bio/hg38_CD33', 'bio/hg19_NOX1', 'bio/hg38_NOX1', 'bio/hg19_BGN', 'bio/hg38_BGN', 'bio/hg19_EPGN', 'bio/hg38_EPGN', 'bio/hg19_BLOC1S6', 'bio/hg38_BLOC1S6', 'bio/hg19_AMZ1', 'bio/hg38_AMZ1', 'bio/hg19_BCKDHB', 'bio/hg38_BCKDHB', 'bio/hg19_SLC22A15', 'bio/hg38_SLC22A15', 'bio/hg19_NR1D1', 'bio/hg38_NR1D1', 'bio/hg19_LEP', 'bio/hg38_LEP', 'bio/hg19_CD244', 'bio/hg38_CD244', 'bio/hg19_NT5E', 'bio/hg38_NT5E', 'bio/hg19_MSTN', 'bio/hg38_MSTN', 'bio/hg19_HAMP', 'bio/hg38_HAMP', 'bio/hg19_PDX1', 'bio/hg38_PDX1', 'bio/hg19_NLRP2', 'bio/hg38_NLRP2', 'bio/hg19_C4B', 'bio/hg38_C4B', 'bio/hg19_ACACA', 'bio/hg38_ACACA', 'bio/hg19_RBP2', 'bio/hg38_RBP2', 'bio/hg19_NR5A2', 'bio/hg38_NR5A2', 'bio/hg19_SP1', 'bio/hg38_SP1', 'bio/hg19_GZMB', 'bio/hg38_GZMB', 'bio/hg19_PFKFB3', 'bio/hg38_PFKFB3', 'bio/hg19_BATF3', 'bio/hg38_BATF3', 'bio/hg19_ABCC4', 'bio/hg38_ABCC4', 'bio/hg19_REEP5', 'bio/hg38_REEP5', 'bio/hg19_COL4A2', 'bio/hg38_COL4A2', 'bio/hg19_TTC4', 'bio/hg38_TTC4', 'bio/hg19_IL11', 'bio/hg38_IL11', 'bio/hg19_HTR3E', 'bio/hg38_HTR3E', 'bio/hg19_RNF216', 'bio/hg38_RNF216', 'bio/hg19_PGLYRP4', 'bio/hg38_PGLYRP4', 'bio/hg19_ZFP36L1', 'bio/hg38_ZFP36L1', 'bio/hg19_TJP1', 'bio/hg38_TJP1', 'bio/hg19_TGFB1', 'bio/hg38_TGFB1', 'bio/hg19_YBX1', 'bio/hg38_YBX1', 'bio/hg19_FOXD3', 'bio/hg38_FOXD3', 'bio/hg19_DKK1', 'bio/hg38_DKK1', 'bio/hg19_ADRBK1', 'bio/hg19_MAATS1', 'bio/hg38_MAATS1', 'bio/hg19_CLEC4C', 'bio/hg38_CLEC4C', 'bio/hg19_IL23R', 'bio/hg38_IL23R', 'bio/hg19_PPP5C', 'bio/hg38_PPP5C', 'bio/hg19_MOG', 'bio/hg38_MOG', 'bio/hg19_FNBP1L', 'bio/hg38_FNBP1L', 'bio/hg19_SLC35D1', 'bio/hg38_SLC35D1', 'bio/hg19_MMP10', 'bio/hg38_MMP10', 'bio/hg19_LGALS1', 'bio/hg38_LGALS1', 'bio/hg19_PLCB2', 'bio/hg38_PLCB2', 'bio/hg19_IPMK', 'bio/hg38_IPMK', 'bio/hg19_GUCY2C', 'bio/hg38_GUCY2C', 'bio/hg19_SUMO4', 'bio/hg38_SUMO4', 'bio/hg19_PBOV1', 'bio/hg38_PBOV1', 'bio/hg19_RAB11A', 'bio/hg38_RAB11A', 'bio/hg19_INPPL1', 'bio/hg38_INPPL1', 'bio/hg19_NTRK1', 'bio/hg38_NTRK1', 'bio/hg19_FANCC', 'bio/hg38_FANCC', 'bio/hg19_ITGA2B', 'bio/hg38_ITGA2B', 'bio/hg19_TXNL4A', 'bio/hg38_TXNL4A', 'bio/hg19_NOS1', 'bio/hg38_NOS1', 'bio/hg19_PLA2G2A', 'bio/hg38_PLA2G2A', 'bio/hg19_CXCL14', 'bio/hg38_CXCL14', 'bio/hg19_RPS3A', 'bio/hg38_RPS3A', 'bio/hg19_PRDX5', 'bio/hg38_PRDX5', 'bio/hg19_IRGM', 'bio/hg38_IRGM', 'bio/hg19_AQP5', 'bio/hg38_AQP5', 'bio/hg19_SHISA4', 'bio/hg38_SHISA4', 'bio/hg19_ABRACL', 'bio/hg38_ABRACL', 'bio/hg19_CISD1', 'bio/hg38_CISD1', 'bio/hg19_HSPA1B', 'bio/hg38_HSPA1B', 'bio/hg19_CLEC1A', 'bio/hg38_CLEC1A', 'bio/hg19_TNFRSF12A', 'bio/hg38_TNFRSF12A', 'bio/hg19_CD28', 'bio/hg38_CD28', 'bio/hg19_SNORA26', 'bio/hg38_SNORA26', 'bio/hg19_PDE4D', 'bio/hg38_PDE4D', 'bio/hg19_MTHFR', 'bio/hg38_MTHFR', 'bio/hg19_RHOG', 'bio/hg38_RHOG', 'bio/hg19_NTF4', 'bio/hg38_NTF4', 'bio/hg19_SULT1A1', 'bio/hg38_SULT1A1', 'bio/hg19_HMOX2', 'bio/hg38_HMOX2', 'bio/hg19_NDUFA5', 'bio/hg38_NDUFA5', 'bio/hg19_ENTPD8', 'bio/hg38_ENTPD8', 'bio/hg19_CTIF', 'bio/hg38_CTIF', 'bio/hg19_EPCAM', 'bio/hg38_EPCAM', 'bio/hg19_THY1', 'bio/hg38_THY1', 'bio/hg19_ETV5', 'bio/hg38_ETV5', 'bio/hg19_ADCYAP1R1', 'bio/hg38_ADCYAP1R1', 'bio/hg19_ANGPT1', 'bio/hg38_ANGPT1', 'bio/hg19_ZNF804A', 'bio/hg38_ZNF804A', 'bio/hg19_PDGFRB', 'bio/hg38_PDGFRB', 'bio/hg19_GCK', 'bio/hg38_GCK', 'bio/hg19_FBLIM1', 'bio/hg38_FBLIM1', 'bio/hg19_EP300', 'bio/hg38_EP300', 'bio/hg19_DNM2', 'bio/hg38_DNM2', 'bio/hg19_ACSL1', 'bio/hg38_ACSL1', 'bio/hg19_HLA-DOA', 'bio/hg38_HLA-DOA', 'bio/hg19_CLDN15', 'bio/hg38_CLDN15', 'bio/hg19_LRRC15', 'bio/hg38_LRRC15', 'bio/hg19_EDAR', 'bio/hg38_EDAR', 'bio/hg19_SYVN1', 'bio/hg38_SYVN1', 'bio/hg19_PRDX6', 'bio/hg38_PRDX6', 'bio/hg19_PDGFA', 'bio/hg38_PDGFA', 'bio/hg19_NPBWR2', 'bio/hg38_NPBWR2', 'bio/hg19_ERF', 'bio/hg38_ERF', 'bio/hg19_MSH5', 'bio/hg38_MSH5', 'bio/hg19_ACTG1', 'bio/hg38_ACTG1', 'bio/hg19_HLA-G', 'bio/hg38_HLA-G', 'bio/hg19_MUC5B', 'bio/hg38_MUC5B', 'bio/hg19_MSR1', 'bio/hg38_MSR1', 'bio/hg19_CDC42SE2', 'bio/hg38_CDC42SE2', 'bio/hg19_WDFY3', 'bio/hg38_WDFY3', 'bio/hg19_MUTYH', 'bio/hg38_MUTYH', 'bio/hg19_ELMO1', 'bio/hg38_ELMO1', 'bio/hg19_LCT', 'bio/hg38_LCT', 'bio/hg19_CAPN11', 'bio/hg38_CAPN11', 'bio/hg19_ITGAM', 'bio/hg38_ITGAM', 'bio/hg19_GIF', 'bio/hg38_GIF', 'bio/hg19_PPP3R1', 'bio/hg38_PPP3R1', 'bio/hg19_DCN', 'bio/hg38_DCN', 'bio/hg19_ECHDC1', 'bio/hg38_ECHDC1', 'bio/hg19_RB1CC1', 'bio/hg38_RB1CC1', 'bio/hg19_MT1B', 'bio/hg38_MT1B', 'bio/hg19_BCL3', 'bio/hg38_BCL3', 'bio/hg19_GUSB', 'bio/hg38_GUSB', 'bio/hg19_ADCY3', 'bio/hg38_ADCY3', 'bio/hg19_SLC4A4', 'bio/hg38_SLC4A4', 'bio/hg19_SLC9A4', 'bio/hg38_SLC9A4', 'bio/hg19_EDA', 'bio/hg38_EDA', 'bio/hg19_P2RY12', 'bio/hg38_P2RY12', 'bio/hg19_DNASE2', 'bio/hg38_DNASE2', 'bio/hg19_NCR2', 'bio/hg38_NCR2', 'bio/hg19_MRPS22', 'bio/hg38_MRPS22', 'bio/hg19_UHRF1BP1', 'bio/hg38_UHRF1BP1', 'bio/hg19_AQP7', 'bio/hg38_AQP7', 'bio/hg19_MECP2', 'bio/hg38_MECP2', 'bio/hg19_TNFRSF9', 'bio/hg38_TNFRSF9', 'bio/hg19_LRRC3C', 'bio/hg38_LRRC3C', 'bio/hg19_HTR7', 'bio/hg38_HTR7', 'bio/hg19_SDHC', 'bio/hg38_SDHC', 'bio/hg19_PGR', 'bio/hg38_PGR', 'bio/hg19_NLRP3', 'bio/hg38_NLRP3', 'bio/hg19_MYO9A', 'bio/hg38_MYO9A', 'bio/hg19_CD55', 'bio/hg38_CD55', 'bio/hg19_SIGLEC1', 'bio/hg38_SIGLEC1', 'bio/hg19_FIBP', 'bio/hg38_FIBP', 'bio/hg19_GNS', 'bio/hg38_GNS', 'bio/hg19_ZFYVE1', 'bio/hg38_ZFYVE1', 'bio/hg19_ENPP1', 'bio/hg38_ENPP1', 'bio/hg19_CAPN8', 'bio/hg38_CAPN8', 'bio/hg19_SERPINA12', 'bio/hg38_SERPINA12', 'bio/hg19_NDUFS3', 'bio/hg38_NDUFS3', 'bio/hg19_CD2AP', 'bio/hg38_CD2AP', 'bio/hg19_IL7R', 'bio/hg38_IL7R', 'bio/hg19_HSD11B1', 'bio/hg38_HSD11B1', 'bio/hg19_NPS', 'bio/hg38_NPS', 'bio/hg19_FFAR4', 'bio/hg38_FFAR4', 'bio/hg19_SELPLG', 'bio/hg38_SELPLG', 'bio/hg19_IRF2', 'bio/hg38_IRF2', 'bio/hg19_HAS2', 'bio/hg38_HAS2', 'bio/hg19_BLNK', 'bio/hg38_BLNK', 'bio/hg19_CTNNB1', 'bio/hg38_CTNNB1', 'bio/hg19_RPS6KA4', 'bio/hg38_RPS6KA4', 'bio/hg19_PMEL', 'bio/hg38_PMEL', 'bio/hg19_KIF21B', 'bio/hg38_KIF21B', 'bio/hg19_RAPGEF4', 'bio/hg38_RAPGEF4', 'bio/hg19_ZFAND3', 'bio/hg38_ZFAND3', 'bio/hg19_FADD', 'bio/hg38_FADD', 'bio/hg19_JAM2', 'bio/hg38_JAM2', 'bio/hg19_PLA2G10', 'bio/hg38_PLA2G10', 'bio/hg19_LRRC19', 'bio/hg38_LRRC19', 'bio/hg19_PTGDR', 'bio/hg38_PTGDR', 'bio/hg19_CD1D', 'bio/hg38_CD1D', 'bio/hg19_SPICE1', 'bio/hg38_SPICE1', 'bio/hg19_SLC24A4', 'bio/hg38_SLC24A4', 'bio/hg19_RPL13A', 'bio/hg38_RPL13A', 'bio/hg19_VTCN1', 'bio/hg38_VTCN1', 'bio/hg19_NLRP14', 'bio/hg38_NLRP14', 'bio/hg19_TNFSF11', 'bio/hg38_TNFSF11', 'bio/hg19_C14orf177', 'bio/hg38_C14orf177', 'bio/hg19_MIP', 'bio/hg38_MIP', 'bio/hg19_WNT5A', 'bio/hg38_WNT5A', 'bio/hg19_SETD1A', 'bio/hg38_SETD1A', 'bio/hg19_POSTN', 'bio/hg38_POSTN', 'bio/hg19_ARHGEF3', 'bio/hg38_ARHGEF3', 'bio/hg19_VAMP2', 'bio/hg38_VAMP2', 'bio/hg19_LTA', 'bio/hg38_LTA', 'bio/hg19_CD9', 'bio/hg38_CD9', 'bio/hg19_ITGA5', 'bio/hg38_ITGA5', 'bio/hg19_ASGR1', 'bio/hg38_ASGR1', 'bio/hg19_FRMPD2', 'bio/hg38_FRMPD2', 'bio/hg19_SLC6A19', 'bio/hg38_SLC6A19', 'bio/hg19_BCL2L12', 'bio/hg38_BCL2L12', 'bio/hg19_SLC2A4RG', 'bio/hg38_SLC2A4RG', 'bio/hg19_SFRP1', 'bio/hg38_SFRP1', 'bio/hg19_UNC13D', 'bio/hg38_UNC13D', 'bio/hg19_KSR1', 'bio/hg38_KSR1', 'bio/hg19_CHGA', 'bio/hg38_CHGA', 'bio/hg19_DEFB107B', 'bio/hg38_DEFB107B', 'bio/hg19_CYP1A1', 'bio/hg38_CYP1A1', 'bio/hg19_PDGFRA', 'bio/hg38_PDGFRA', 'bio/hg19_PXK', 'bio/hg38_PXK', 'bio/hg19_SUCO', 'bio/hg38_SUCO', 'bio/hg19_MAZ', 'bio/hg38_MAZ', 'bio/hg19_IL18BP', 'bio/hg38_IL18BP', 'bio/hg19_LPIN2', 'bio/hg38_LPIN2', 'bio/hg19_SCN10A', 'bio/hg38_SCN10A', 'bio/hg19_SCUBE3', 'bio/hg38_SCUBE3', 'bio/hg19_MST1', 'bio/hg38_MST1', 'bio/hg19_GNA12', 'bio/hg38_GNA12', 'bio/hg19_REG3A', 'bio/hg38_REG3A', 'bio/hg19_TGFB2', 'bio/hg38_TGFB2', 'bio/hg19_VASP', 'bio/hg38_VASP', 'bio/hg19_ANXA6', 'bio/hg38_ANXA6', 'bio/hg19_LACC1', 'bio/hg38_LACC1', 'bio/hg19_EGR2', 'bio/hg38_EGR2', 'bio/hg19_TNFSF10', 'bio/hg38_TNFSF10', 'bio/hg19_SMAD2', 'bio/hg38_SMAD2', 'bio/hg19_NADSYN1', 'bio/hg38_NADSYN1', 'bio/hg19_KIF5A', 'bio/hg38_KIF5A', 'bio/hg19_GH1', 'bio/hg38_GH1', 'bio/hg19_CAPSL', 'bio/hg38_CAPSL', 'bio/hg19_KRT7', 'bio/hg38_KRT7', 'bio/hg19_ST3GAL6', 'bio/hg38_ST3GAL6', 'bio/hg19_LINC01556', 'bio/hg38_LINC01556', 'bio/hg19_SETD2', 'bio/hg38_SETD2', 'bio/hg19_FAM213A', 'bio/hg19_SLC22A12', 'bio/hg38_SLC22A12', 'bio/hg19_CEACAM6', 'bio/hg38_CEACAM6', 'bio/hg19_TBP', 'bio/hg38_TBP', 'bio/hg19_AGER', 'bio/hg38_AGER', 'bio/hg19_EIF2AK2', 'bio/hg38_EIF2AK2', 'bio/hg19_RNF186', 'bio/hg38_RNF186', 'bio/hg19_GRAP2', 'bio/hg38_GRAP2', 'bio/hg19_SRCIN1', 'bio/hg38_SRCIN1', 'bio/hg19_DEXI', 'bio/hg38_DEXI', 'bio/hg19_STAT2', 'bio/hg38_STAT2', 'bio/hg19_DMBT1', 'bio/hg38_DMBT1', 'bio/hg19_ERC1', 'bio/hg38_ERC1', 'bio/hg19_PYCARD', 'bio/hg38_PYCARD', 'bio/hg19_EPHA3', 'bio/hg38_EPHA3', 'bio/hg19_UCP1', 'bio/hg38_UCP1', 'bio/hg19_CCL22', 'bio/hg38_CCL22', 'bio/hg19_CCL21', 'bio/hg38_CCL21', 'bio/hg19_MED19', 'bio/hg38_MED19', 'bio/hg19_SECISBP2L', 'bio/hg38_SECISBP2L', 'bio/hg19_UNC50', 'bio/hg38_UNC50', 'bio/hg19_MPL', 'bio/hg38_MPL', 'bio/hg19_OR10P1', 'bio/hg38_OR10P1', 'bio/hg19_MBP', 'bio/hg38_MBP', 'bio/hg19_BAX', 'bio/hg38_BAX', 'bio/hg19_DFFB', 'bio/hg38_DFFB', 'bio/hg19_SERPINE1', 'bio/hg38_SERPINE1', 'bio/hg19_NELFCD', 'bio/hg38_NELFCD', 'bio/hg19_CDKN1C', 'bio/hg38_CDKN1C', 'bio/hg19_SHH', 'bio/hg38_SHH', 'bio/hg19_NAALADL1', 'bio/hg38_NAALADL1', 'bio/hg19_PYCR1', 'bio/hg38_PYCR1', 'bio/hg19_BTBD8', 'bio/hg38_BTBD8', 'bio/hg19_CLEC1B', 'bio/hg38_CLEC1B', 'bio/hg19_CAPN7', 'bio/hg38_CAPN7', 'bio/hg19_TRADD', 'bio/hg38_TRADD', 'bio/hg19_CCR3', 'bio/hg38_CCR3', 'bio/hg19_S1PR4', 'bio/hg38_S1PR4', 'bio/hg19_REEP3', 'bio/hg38_REEP3', 'bio/hg19_SNX20', 'bio/hg38_SNX20', 'bio/hg19_SULT1A3', 'bio/hg38_SULT1A3', 'bio/hg19_HIST1H4J', 'bio/hg38_HIST1H4J', 'bio/hg19_SIRT6', 'bio/hg38_SIRT6', 'bio/hg19_SLC39A4', 'bio/hg38_SLC39A4', 'bio/hg19_DLL1', 'bio/hg38_DLL1', 'bio/hg19_SNCA', 'bio/hg38_SNCA', 'bio/hg19_ZNF436', 'bio/hg38_ZNF436', 'bio/hg19_TLR10', 'bio/hg38_TLR10', 'bio/hg19_BCHE', 'bio/hg38_BCHE', 'bio/hg19_RBX1', 'bio/hg38_RBX1', 'bio/hg19_KRT20', 'bio/hg38_KRT20', 'bio/hg19_UBE3A', 'bio/hg38_UBE3A', 'bio/hg19_ST6GALNAC2', 'bio/hg38_ST6GALNAC2', 'bio/hg19_FOXP1', 'bio/hg38_FOXP1', 'bio/hg19_PKM', 'bio/hg38_PKM', 'bio/hg19_MEG8', 'bio/hg38_MEG8', 'bio/hg19_SYMPK', 'bio/hg38_SYMPK', 'bio/hg19_CXCL10', 'bio/hg38_CXCL10', 'bio/hg19_IKZF1', 'bio/hg38_IKZF1', 'bio/hg19_TSPAN4', 'bio/hg38_TSPAN4', 'bio/hg19_MAP2K3', 'bio/hg38_MAP2K3', 'bio/hg19_LBR', 'bio/hg38_LBR', 'bio/hg19_LSP1', 'bio/hg38_LSP1', 'bio/hg19_WASL', 'bio/hg38_WASL', 'bio/hg19_KLRB1', 'bio/hg38_KLRB1', 'bio/hg19_PDPN', 'bio/hg38_PDPN', 'bio/hg19_SLC9A3', 'bio/hg38_SLC9A3', 'bio/hg19_ZBTB46', 'bio/hg38_ZBTB46', 'bio/hg19_CD160', 'bio/hg38_CD160', 'bio/hg19_SEMA4A', 'bio/hg38_SEMA4A', 'bio/hg19_C2orf69', 'bio/hg38_C2orf69', 'bio/hg19_CCHCR1', 'bio/hg38_CCHCR1', 'bio/hg19_SOX2', 'bio/hg38_SOX2', 'bio/hg19_GALNT2', 'bio/hg38_GALNT2', 'bio/hg19_ACSM2A', 'bio/hg38_ACSM2A', 'bio/hg19_KLRC4', 'bio/hg38_KLRC4', 'bio/hg19_ITPA', 'bio/hg38_ITPA', 'bio/hg19_ADIRF', 'bio/hg38_ADIRF', 'bio/hg19_PRKCB', 'bio/hg38_PRKCB', 'bio/hg19_NR4A1', 'bio/hg38_NR4A1', 'bio/hg19_C5orf66', 'bio/hg38_C5orf66', 'bio/hg19_PLET1', 'bio/hg38_PLET1', 'bio/hg19_IL2RA', 'bio/hg38_IL2RA', 'bio/hg19_RAB29', 'bio/hg38_RAB29', 'bio/hg19_EIF5B', 'bio/hg38_EIF5B', 'bio/hg19_KCNG4', 'bio/hg38_KCNG4', 'bio/hg19_BRD1', 'bio/hg38_BRD1', 'bio/hg19_AQP1', 'bio/hg38_AQP1', 'bio/hg19_LPP', 'bio/hg38_LPP', 'bio/hg19_TLR6', 'bio/hg38_TLR6', 'bio/hg19_DENND1B', 'bio/hg38_DENND1B', 'bio/hg19_KRT16', 'bio/hg38_KRT16', 'bio/hg19_KLF13', 'bio/hg38_KLF13', 'bio/hg19_CENPW', 'bio/hg38_CENPW', 'bio/hg19_SLC43A3', 'bio/hg38_SLC43A3', 'bio/hg19_ADAM10', 'bio/hg38_ADAM10', 'bio/hg19_SLC29A3', 'bio/hg38_SLC29A3', 'bio/hg19_SCARB1', 'bio/hg38_SCARB1', 'bio/hg19_CARTPT', 'bio/hg38_CARTPT', 'bio/hg19_PIEZO1', 'bio/hg38_PIEZO1', 'bio/hg19_IKZF2', 'bio/hg38_IKZF2', 'bio/hg19_MUC6', 'bio/hg38_MUC6', 'bio/hg19_IL36RN', 'bio/hg38_IL36RN', 'bio/hg19_HAPLN1', 'bio/hg38_HAPLN1', 'bio/hg19_OR13C4', 'bio/hg38_OR13C4', 'bio/hg19_MLNR', 'bio/hg38_MLNR', 'bio/hg19_KIAA1614', 'bio/hg38_KIAA1614', 'bio/hg19_EDIL3', 'bio/hg38_EDIL3', 'bio/hg19_AXL', 'bio/hg38_AXL', 'bio/hg19_CD276', 'bio/hg38_CD276', 'bio/hg19_STARD13', 'bio/hg38_STARD13', 'bio/hg19_CD44', 'bio/hg38_CD44', 'bio/hg19_HECTD4', 'bio/hg38_HECTD4', 'bio/hg19_PTPRN2', 'bio/hg38_PTPRN2', 'bio/hg19_OR5V1', 'bio/hg38_OR5V1', 'bio/hg19_THPO', 'bio/hg38_THPO', 'bio/hg19_CPB2', 'bio/hg38_CPB2', 'bio/hg19_ZNF174', 'bio/hg38_ZNF174', 'bio/hg19_OAS3', 'bio/hg38_OAS3', 'bio/hg19_AHSP', 'bio/hg38_AHSP', 'bio/hg19_ALDH9A1', 'bio/hg38_ALDH9A1', 'bio/hg19_YY1', 'bio/hg38_YY1', 'bio/hg19_PBX2', 'bio/hg38_PBX2', 'bio/hg19_CISH', 'bio/hg38_CISH', 'bio/hg19_CDR2', 'bio/hg38_CDR2', 'bio/hg19_GCG', 'bio/hg38_GCG', 'bio/hg19_SCAMP3', 'bio/hg38_SCAMP3', 'bio/hg19_AGRP', 'bio/hg38_AGRP', 'bio/hg19_G6PC', 'bio/hg38_G6PC', 'bio/hg19_MBL2', 'bio/hg38_MBL2', 'bio/hg19_MEP1A', 'bio/hg38_MEP1A', 'bio/hg19_DUOXA1', 'bio/hg38_DUOXA1', 'bio/hg19_SYK', 'bio/hg38_SYK', 'bio/hg19_ATG16L2', 'bio/hg38_ATG16L2', 'bio/hg19_IL2RB', 'bio/hg38_IL2RB', 'bio/hg19_KIF9-AS1', 'bio/hg38_KIF9-AS1', 'bio/hg19_FLG2', 'bio/hg38_FLG2', 'bio/hg19_LRPAP1', 'bio/hg38_LRPAP1', 'bio/hg19_VEGFB', 'bio/hg38_VEGFB', 'bio/hg19_CTNNA3', 'bio/hg38_CTNNA3', 'bio/hg19_TLR8', 'bio/hg38_TLR8', 'bio/hg19_ORMDL1', 'bio/hg38_ORMDL1', 'bio/hg19_TOP3B', 'bio/hg38_TOP3B', 'bio/hg19_ST3GAL3', 'bio/hg38_ST3GAL3', 'bio/hg19_PTPN6', 'bio/hg38_PTPN6', 'bio/hg19_GPR83', 'bio/hg38_GPR83', 'bio/hg19_CORT', 'bio/hg38_CORT', 'bio/hg19_IRF5', 'bio/hg38_IRF5', 'bio/hg19_CDK2', 'bio/hg38_CDK2', 'bio/hg19_RAPGEF3', 'bio/hg38_RAPGEF3', 'bio/hg19_IFNG', 'bio/hg38_IFNG', 'bio/hg19_AK3', 'bio/hg38_AK3', 'bio/hg19_XCR1', 'bio/hg38_XCR1', 'bio/hg19_HMOX1', 'bio/hg38_HMOX1', 'bio/hg19_TAF1L', 'bio/hg38_TAF1L', 'bio/hg19_VAV3', 'bio/hg38_VAV3', 'bio/hg19_MRPL20', 'bio/hg38_MRPL20', 'bio/hg19_ZNF133', 'bio/hg38_ZNF133', 'bio/hg19_LGR4', 'bio/hg38_LGR4', 'bio/hg19_GPX1', 'bio/hg38_GPX1', 'bio/hg19_MAP3K14', 'bio/hg38_MAP3K14', 'bio/hg19_STUB1', 'bio/hg38_STUB1', 'bio/hg19_NPC1', 'bio/hg38_NPC1', 'bio/hg19_CELA1', 'bio/hg38_CELA1', 'bio/hg19_TRPV5', 'bio/hg38_TRPV5', 'bio/hg19_RBP3', 'bio/hg38_RBP3', 'bio/hg19_CCL25', 'bio/hg38_CCL25', 'bio/hg19_ITLN1', 'bio/hg38_ITLN1', 'bio/hg19_UBA1', 'bio/hg38_UBA1', 'bio/hg19_RHOD', 'bio/hg38_RHOD', 'bio/hg19_ABCA1', 'bio/hg38_ABCA1', 'bio/hg19_SKAP2', 'bio/hg38_SKAP2', 'bio/hg19_IFNA2', 'bio/hg38_IFNA2', 'bio/hg19_TMEM39A', 'bio/hg38_TMEM39A', 'bio/hg19_DEFB106A', 'bio/hg38_DEFB106A', 'bio/hg19_VWA5B2', 'bio/hg38_VWA5B2', 'bio/hg19_ACO1', 'bio/hg38_ACO1', 'bio/hg19_KLK1', 'bio/hg38_KLK1', 'bio/hg19_MT4', 'bio/hg38_MT4', 'bio/hg19_GPR1', 'bio/hg38_GPR1', 'bio/hg19_NKX6-2', 'bio/hg38_NKX6-2', 'bio/hg19_LILRB4', 'bio/hg38_LILRB4', 'bio/hg19_ARHGEF7', 'bio/hg38_ARHGEF7', 'bio/hg19_STAT5A', 'bio/hg38_STAT5A', 'bio/hg19_CFHR1', 'bio/hg38_CFHR1', 'bio/hg19_PAX4', 'bio/hg38_PAX4', 'bio/hg19_UBE2N', 'bio/hg38_UBE2N', 'bio/hg19_SMAD3', 'bio/hg38_SMAD3', 'bio/hg19_CYP2C19', 'bio/hg38_CYP2C19', 'bio/hg19_USP40', 'bio/hg38_USP40', 'bio/hg19_BAAT', 'bio/hg38_BAAT', 'bio/hg19_DEFB4B', 'bio/hg38_DEFB4B', 'bio/hg19_NEDD4L', 'bio/hg38_NEDD4L', 'bio/hg19_SKAP2', 'bio/hg38_SKAP2', 'bio/hg19_TGM1', 'bio/hg38_TGM1', 'bio/hg19_NOTCH1', 'bio/hg38_NOTCH1', 'bio/hg19_CKAP5', 'bio/hg38_CKAP5', 'bio/hg19_HLA-E', 'bio/hg38_HLA-E', 'bio/hg19_FGF7', 'bio/hg38_FGF7', 'bio/hg19_KLHL7', 'bio/hg38_KLHL7', 'bio/hg19_RUNX3', 'bio/hg38_RUNX3', 'bio/hg19_CCL8', 'bio/hg38_CCL8', 'bio/hg19_CYBRD1', 'bio/hg38_CYBRD1', 'bio/hg19_EHBP1', 'bio/hg38_EHBP1', 'bio/hg19_SIRT7', 'bio/hg38_SIRT7', 'bio/hg19_DEFB4A', 'bio/hg38_DEFB4A', 'bio/hg19_SLC16A9', 'bio/hg38_SLC16A9', 'bio/hg19_NELL1', 'bio/hg38_NELL1', 'bio/hg19_RCHY1', 'bio/hg38_RCHY1', 'bio/hg19_OAS2', 'bio/hg38_OAS2', 'bio/hg19_AGFG1', 'bio/hg38_AGFG1', 'bio/hg19_UBE2D2', 'bio/hg38_UBE2D2', 'bio/hg19_LRRC6', 'bio/hg38_LRRC6', 'bio/hg19_RASIP1', 'bio/hg38_RASIP1', 'bio/hg19_RORC', 'bio/hg38_RORC', 'bio/hg19_STIM1', 'bio/hg38_STIM1', 'bio/hg19_CR2', 'bio/hg38_CR2', 'bio/hg19_PTK2', 'bio/hg38_PTK2', 'bio/hg19_HSP90AA1', 'bio/hg38_HSP90AA1', 'bio/hg19_MTX1', 'bio/hg38_MTX1', 'bio/hg19_ZC3H12A', 'bio/hg38_ZC3H12A', 'bio/hg19_TNFSF8', 'bio/hg38_TNFSF8', 'bio/hg19_SRL', 'bio/hg38_SRL', 'bio/hg19_ATP5SL', 'bio/hg19_CYP2E1', 'bio/hg38_CYP2E1', 'bio/hg19_GSTP1', 'bio/hg38_GSTP1', 'bio/hg19_UCN2', 'bio/hg38_UCN2', 'bio/hg19_MIA3', 'bio/hg38_MIA3', 'bio/hg19_HDAC9', 'bio/hg38_HDAC9', 'bio/hg19_BCL11B', 'bio/hg38_BCL11B', 'bio/hg19_IL17RE', 'bio/hg38_IL17RE', 'bio/hg19_WDR36', 'bio/hg38_WDR36', 'bio/hg19_NOS2', 'bio/hg38_NOS2', 'bio/hg19_TIA1', 'bio/hg38_TIA1', 'bio/hg19_JAK1', 'bio/hg38_JAK1', 'bio/hg19_MUC21', 'bio/hg38_MUC21', 'bio/hg19_IHH', 'bio/hg38_IHH', 'bio/hg19_HSPD1', 'bio/hg38_HSPD1', 'bio/hg19_NLRP7', 'bio/hg38_NLRP7', 'bio/hg19_BMP1', 'bio/hg38_BMP1', 'bio/hg19_GABARAP', 'bio/hg38_GABARAP', 'bio/hg19_GPX2', 'bio/hg38_GPX2', 'bio/hg19_GJB2', 'bio/hg38_GJB2', 'bio/hg19_SP8', 'bio/hg38_SP8', 'bio/hg19_TBL1X', 'bio/hg38_TBL1X', 'bio/hg19_ITK', 'bio/hg38_ITK', 'bio/hg19_DHPS', 'bio/hg38_DHPS', 'bio/hg19_MMD2', 'bio/hg38_MMD2', 'bio/hg19_MVK', 'bio/hg38_MVK', 'bio/hg19_FASN', 'bio/hg38_FASN', 'bio/hg19_AKT2', 'bio/hg38_AKT2', 'bio/hg19_SAMD12', 'bio/hg38_SAMD12', 'bio/hg19_CD59', 'bio/hg38_CD59', 'bio/hg19_CYP2B6', 'bio/hg38_CYP2B6', 'bio/hg19_PXN', 'bio/hg38_PXN', 'bio/hg19_TROVE2', 'bio/hg38_TROVE2', 'bio/hg19_CD19', 'bio/hg38_CD19', 'bio/hg19_SLC5A6', 'bio/hg38_SLC5A6', 'bio/hg19_HSP90B1', 'bio/hg38_HSP90B1', 'bio/hg19_IKZF4', 'bio/hg38_IKZF4', 'bio/hg19_MUC4', 'bio/hg38_MUC4', 'bio/hg19_TAB2', 'bio/hg38_TAB2', 'bio/hg19_BCL2L13', 'bio/hg38_BCL2L13', 'bio/hg19_SLC29A4', 'bio/hg38_SLC29A4', 'bio/hg19_FGF20', 'bio/hg38_FGF20', 'bio/hg19_EGLN3', 'bio/hg38_EGLN3', 'bio/hg19_DUSP22', 'bio/hg38_DUSP22', 'bio/hg19_RAB38', 'bio/hg38_RAB38', 'bio/hg19_DEPTOR', 'bio/hg38_DEPTOR', 'bio/hg19_MMP7', 'bio/hg38_MMP7', 'bio/hg19_TRPV6', 'bio/hg38_TRPV6', 'bio/hg19_NR1I2', 'bio/hg38_NR1I2', 'bio/hg19_AVPR2', 'bio/hg38_AVPR2', 'bio/hg19_NSL1', 'bio/hg38_NSL1', 'bio/hg19_SLC46A1', 'bio/hg38_SLC46A1', 'bio/hg19_SMAD7', 'bio/hg38_SMAD7', 'bio/hg19_FBXO8', 'bio/hg38_FBXO8', 'bio/hg19_USP4', 'bio/hg38_USP4', 'bio/hg19_SLC15A1', 'bio/hg38_SLC15A1', 'bio/hg19_DPP10', 'bio/hg38_DPP10', 'bio/hg19_ECE1', 'bio/hg38_ECE1', 'bio/hg19_SLC9A2', 'bio/hg38_SLC9A2', 'bio/hg19_AMICA1', 'bio/hg19_DOLPP1', 'bio/hg38_DOLPP1', 'bio/hg19_DEFB108B', 'bio/hg38_DEFB108B', 'bio/hg19_ACSS2', 'bio/hg38_ACSS2', 'bio/hg19_PRDM10', 'bio/hg38_PRDM10', 'bio/hg19_FYCO1', 'bio/hg38_FYCO1', 'bio/hg19_CALCR', 'bio/hg38_CALCR', 'bio/hg19_CARD17', 'bio/hg38_CARD17', 'bio/hg19_SMOC2', 'bio/hg38_SMOC2', 'bio/hg19_DRD2', 'bio/hg38_DRD2', 'bio/hg19_SOCS2', 'bio/hg38_SOCS2', 'bio/hg19_CYLD', 'bio/hg38_CYLD', 'bio/hg19_XDH', 'bio/hg38_XDH', 'bio/hg19_CHGB', 'bio/hg38_CHGB', 'bio/hg19_HOXA13', 'bio/hg38_HOXA13', 'bio/hg19_MT1H', 'bio/hg38_MT1H', 'bio/hg19_TAGAP', 'bio/hg38_TAGAP', 'bio/hg19_EDNRB', 'bio/hg38_EDNRB', 'bio/hg19_EPHA1', 'bio/hg38_EPHA1', 'bio/hg19_SSTR2', 'bio/hg38_SSTR2', 'bio/hg19_KIAA0101', 'bio/hg19_FCN1', 'bio/hg38_FCN1', 'bio/hg19_DSP', 'bio/hg38_DSP', 'bio/hg19_APLNR', 'bio/hg38_APLNR', 'bio/hg19_CASR', 'bio/hg38_CASR', 'bio/hg19_HMG20A', 'bio/hg38_HMG20A', 'bio/hg19_JMJD6', 'bio/hg38_JMJD6', 'bio/hg19_MUC20', 'bio/hg38_MUC20', 'bio/hg19_CLEC7A', 'bio/hg38_CLEC7A', 'bio/hg19_DSG2', 'bio/hg38_DSG2', 'bio/hg19_NUCB1', 'bio/hg38_NUCB1', 'bio/hg19_ADRA1D', 'bio/hg38_ADRA1D', 'bio/hg19_MT-CYB', 'bio/hg38_MT-CYB', 'bio/hg19_BACH2', 'bio/hg38_BACH2', 'bio/hg19_LEPREL2', 'bio/hg19_RSPO3', 'bio/hg38_RSPO3', 'bio/hg19_LDLR', 'bio/hg38_LDLR', 'bio/hg19_SPINK13', 'bio/hg38_SPINK13', 'bio/hg19_PPA2', 'bio/hg38_PPA2', 'bio/hg19_CPA3', 'bio/hg38_CPA3', 'bio/hg19_CD1A', 'bio/hg38_CD1A', 'bio/hg19_APBA2', 'bio/hg38_APBA2', 'bio/hg19_PMS2', 'bio/hg38_PMS2', 'bio/hg19_LRP6', 'bio/hg38_LRP6', 'bio/hg19_CAPN13', 'bio/hg38_CAPN13', 'bio/hg19_PTPN22', 'bio/hg38_PTPN22', 'bio/hg19_CXCR5', 'bio/hg38_CXCR5', 'bio/hg19_TWIST1', 'bio/hg38_TWIST1', 'bio/hg19_LRRK2', 'bio/hg38_LRRK2', 'bio/hg19_MT-CO2', 'bio/hg38_MT-CO2', 'bio/hg19_ANGPT2', 'bio/hg38_ANGPT2', 'bio/hg19_SDF4', 'bio/hg38_SDF4', 'bio/hg19_SLC6A20', 'bio/hg38_SLC6A20', 'bio/hg19_NKX2-3', 'bio/hg38_NKX2-3', 'bio/hg19_NPL', 'bio/hg38_NPL', 'bio/hg19_LAMP3', 'bio/hg38_LAMP3', 'bio/hg19_SRF', 'bio/hg38_SRF', 'bio/hg19_ENKUR', 'bio/hg38_ENKUR', 'bio/hg19_NR3C2', 'bio/hg38_NR3C2', 'bio/hg19_IL32', 'bio/hg38_IL32', 'bio/hg19_GBP3', 'bio/hg38_GBP3', 'bio/hg19_CCR1', 'bio/hg38_CCR1', 'bio/hg19_NDFIP1', 'bio/hg38_NDFIP1', 'bio/hg19_C3AR1', 'bio/hg38_C3AR1', 'bio/hg19_EPO', 'bio/hg38_EPO', 'bio/hg19_TSPAN8', 'bio/hg38_TSPAN8', 'bio/hg19_ELOVL2', 'bio/hg38_ELOVL2', 'bio/hg19_PVRL2', 'bio/hg19_C5', 'bio/hg38_C5', 'bio/hg19_PINX1', 'bio/hg38_PINX1', 'bio/hg19_CEACAM8', 'bio/hg38_CEACAM8', 'bio/hg19_CCR7', 'bio/hg38_CCR7', 'bio/hg19_MEF2C', 'bio/hg38_MEF2C', 'bio/hg19_F11', 'bio/hg38_F11', 'bio/hg19_PTK2B', 'bio/hg38_PTK2B', 'bio/hg19_RIPK1', 'bio/hg38_RIPK1', 'bio/hg19_NEDD4L', 'bio/hg38_NEDD4L', 'bio/hg19_FOLR2', 'bio/hg38_FOLR2', 'bio/hg19_RUNX2', 'bio/hg38_RUNX2', 'bio/hg19_FAM92B', 'bio/hg38_FAM92B', 'bio/hg19_CLEC4E', 'bio/hg38_CLEC4E', 'bio/hg19_CLEC4A', 'bio/hg38_CLEC4A', 'bio/hg19_FRK', 'bio/hg38_FRK', 'bio/hg19_DNM1L', 'bio/hg38_DNM1L', 'bio/hg19_CPEB4', 'bio/hg38_CPEB4', 'bio/hg19_GPR25', 'bio/hg38_GPR25', 'bio/hg19_ANKRD55', 'bio/hg38_ANKRD55', 'bio/hg19_NPY2R', 'bio/hg38_NPY2R', 'bio/hg19_PTPN1', 'bio/hg38_PTPN1', 'bio/hg19_FABP3', 'bio/hg38_FABP3', 'bio/hg19_MUC7', 'bio/hg38_MUC7', 'bio/hg19_RNASE1', 'bio/hg38_RNASE1', 'bio/hg19_IFNB1', 'bio/hg38_IFNB1', 'bio/hg19_BRD4', 'bio/hg38_BRD4', 'bio/hg19_ST6GALNAC4', 'bio/hg38_ST6GALNAC4', 'bio/hg19_IL1RL1', 'bio/hg38_IL1RL1', 'bio/hg19_RPS23', 'bio/hg38_RPS23', 'bio/hg19_CALB2', 'bio/hg38_CALB2', 'bio/hg19_PTPN2', 'bio/hg38_PTPN2', 'bio/hg19_NFKBIA', 'bio/hg38_NFKBIA', 'bio/hg19_CD14', 'bio/hg38_CD14', 'bio/hg19_CCDC88B', 'bio/hg38_CCDC88B', 'bio/hg19_VAV2', 'bio/hg38_VAV2', 'bio/hg19_IL5RA', 'bio/hg38_IL5RA', 'bio/hg19_FGF4', 'bio/hg38_FGF4', 'bio/hg19_KCNQ1', 'bio/hg38_KCNQ1', 'bio/hg19_ZSCAN9', 'bio/hg38_ZSCAN9', 'bio/hg19_EID1', 'bio/hg38_EID1', 'bio/hg19_GIPC2', 'bio/hg38_GIPC2', 'bio/hg19_NAMPT', 'bio/hg38_NAMPT', 'bio/hg19_BIRC3', 'bio/hg38_BIRC3', 'bio/hg19_NAT2', 'bio/hg38_NAT2', 'bio/hg19_CPQ', 'bio/hg38_CPQ', 'bio/hg19_CLDN1', 'bio/hg38_CLDN1', 'bio/hg19_GCSAML', 'bio/hg38_GCSAML', 'bio/hg19_DEFB106B', 'bio/hg38_DEFB106B', 'bio/hg19_CD209', 'bio/hg38_CD209', 'bio/hg19_EXOC2', 'bio/hg38_EXOC2', 'bio/hg19_UBE2L3', 'bio/hg38_UBE2L3', 'bio/hg19_MUC3A', 'bio/hg38_MUC3A', 'bio/hg19_SMURF2', 'bio/hg38_SMURF2', 'bio/hg19_FGF1', 'bio/hg38_FGF1', 'bio/hg19_SPHK1', 'bio/hg38_SPHK1', 'bio/hg19_PGLYRP3', 'bio/hg38_PGLYRP3', 'bio/hg19_C10orf55', 'bio/hg38_C10orf55', 'bio/hg19_DCLRE1C', 'bio/hg38_DCLRE1C', 'bio/hg19_IRX3', 'bio/hg38_IRX3', 'bio/hg19_CD38', 'bio/hg38_CD38', 'bio/hg19_ADCY10', 'bio/hg38_ADCY10', 'bio/hg19_PLCL1', 'bio/hg38_PLCL1', 'bio/hg19_YIPF4', 'bio/hg38_YIPF4', 'bio/hg19_DDR1', 'bio/hg38_DDR1', 'bio/hg19_RNASE3', 'bio/hg38_RNASE3', 'bio/hg19_GTPBP4', 'bio/hg38_GTPBP4', 'bio/hg19_SNAI1', 'bio/hg38_SNAI1', 'bio/hg19_BDNF', 'bio/hg38_BDNF', 'bio/hg19_CLEC9A', 'bio/hg38_CLEC9A', 'bio/hg19_VDR', 'bio/hg38_VDR', 'bio/hg19_LGALS4', 'bio/hg38_LGALS4', 'bio/hg19_CLPS', 'bio/hg38_CLPS', 'bio/hg19_NLRP13', 'bio/hg38_NLRP13', 'bio/hg19_NPR3', 'bio/hg38_NPR3', 'bio/hg19_HMGCR', 'bio/hg38_HMGCR', 'bio/hg19_CHPF', 'bio/hg38_CHPF', 'bio/hg19_TRIP6', 'bio/hg38_TRIP6', 'bio/hg19_SLC16A1', 'bio/hg38_SLC16A1', 'bio/hg19_SLC2A1', 'bio/hg38_SLC2A1', 'bio/hg19_SPHK2', 'bio/hg38_SPHK2', 'bio/hg19_PLA2G4A', 'bio/hg38_PLA2G4A', 'bio/hg19_ITGAV', 'bio/hg38_ITGAV', 'bio/hg19_KPNA7', 'bio/hg38_KPNA7', 'bio/hg19_SET', 'bio/hg38_SET', 'bio/hg19_OR4A16', 'bio/hg38_OR4A16', 'bio/hg19_P4HA2', 'bio/hg38_P4HA2', 'bio/hg19_OAT', 'bio/hg38_OAT', 'bio/hg19_RGS1', 'bio/hg38_RGS1', 'bio/hg19_SCAI', 'bio/hg38_SCAI', 'bio/hg19_ZC3H12C', 'bio/hg38_ZC3H12C', 'bio/hg19_PPP1R12A', 'bio/hg38_PPP1R12A', 'bio/hg19_FADS2', 'bio/hg38_FADS2', 'bio/hg19_ADAMTS13', 'bio/hg38_ADAMTS13', 'bio/hg19_IL23R', 'bio/hg38_IL23R', 'bio/hg19_KEAP1', 'bio/hg38_KEAP1', 'bio/hg19_NRP1', 'bio/hg38_NRP1', 'bio/hg19_STX4', 'bio/hg38_STX4', 'bio/hg19_IFNG', 'bio/hg38_IFNG', 'bio/hg19_IFI35', 'bio/hg38_IFI35', 'bio/hg19_FAM134B', 'bio/hg19_TYMS', 'bio/hg38_TYMS', 'bio/hg19_NICN1', 'bio/hg38_NICN1', 'bio/hg19_CLCN5', 'bio/hg38_CLCN5', 'bio/hg19_JAZF1', 'bio/hg38_JAZF1', 'bio/hg19_HIST1H4L', 'bio/hg38_HIST1H4L', 'bio/hg19_FCER1A', 'bio/hg38_FCER1A', 'bio/hg19_GPT', 'bio/hg38_GPT', 'bio/hg19_ARHGAP9', 'bio/hg38_ARHGAP9', 'bio/hg19_ATP5A1', 'bio/hg19_SNRPA', 'bio/hg38_SNRPA', 'bio/hg19_REG3G', 'bio/hg38_REG3G', 'bio/hg19_PANX2', 'bio/hg38_PANX2', 'bio/hg19_SERPINC1', 'bio/hg38_SERPINC1', 'bio/hg19_MSI1', 'bio/hg38_MSI1', 'bio/hg19_FOS', 'bio/hg38_FOS', 'bio/hg19_TRIM8', 'bio/hg38_TRIM8', 'bio/hg19_IRGM', 'bio/hg38_IRGM', 'bio/hg19_TP53', 'bio/hg38_TP53', 'bio/hg19_LGALS8', 'bio/hg38_LGALS8', 'bio/hg19_FCGR1A', 'bio/hg38_FCGR1A', 'bio/hg19_EIF4EBP1', 'bio/hg38_EIF4EBP1', 'bio/hg19_MAP3K13', 'bio/hg38_MAP3K13', 'bio/hg19_ZDHHC1', 'bio/hg38_ZDHHC1', 'bio/hg19_TNFSF18', 'bio/hg38_TNFSF18', 'bio/hg19_CXCL17', 'bio/hg38_CXCL17', 'bio/hg19_ANXA5', 'bio/hg38_ANXA5', 'bio/hg19_HDAC3', 'bio/hg38_HDAC3', 'bio/hg19_EXO1', 'bio/hg38_EXO1', 'bio/hg19_CLEC2A', 'bio/hg38_CLEC2A', 'bio/hg19_RSPO2', 'bio/hg38_RSPO2', 'bio/hg19_MB21D1', 'bio/hg19_USP38', 'bio/hg38_USP38', 'bio/hg19_NEDD4', 'bio/hg38_NEDD4', 'bio/hg19_VWF', 'bio/hg38_VWF', 'bio/hg19_ACVR2A', 'bio/hg38_ACVR2A', 'bio/hg19_TRIL', 'bio/hg38_TRIL', 'bio/hg19_CASP8', 'bio/hg38_CASP8', 'bio/hg19_IGF1', 'bio/hg38_IGF1', 'bio/hg19_TSHR', 'bio/hg38_TSHR', 'bio/hg19_ZFP36', 'bio/hg38_ZFP36', 'bio/hg19_RNASEH2C', 'bio/hg38_RNASEH2C', 'bio/hg19_HSPA5', 'bio/hg38_HSPA5', 'bio/hg19_ABHD3', 'bio/hg38_ABHD3', 'bio/hg19_TMBIM1', 'bio/hg38_TMBIM1', 'bio/hg19_RORA', 'bio/hg38_RORA', 'bio/hg19_ATM', 'bio/hg38_ATM', 'bio/hg19_FLT1', 'bio/hg38_FLT1', 'bio/hg19_CTSL', 'bio/hg38_CTSL', 'bio/hg19_IL15RA', 'bio/hg38_IL15RA', 'bio/hg19_VCAN', 'bio/hg38_VCAN', 'bio/hg19_FTO', 'bio/hg38_FTO', 'bio/hg19_CYP2C8', 'bio/hg38_CYP2C8', 'bio/hg19_HLA-DRB1', 'bio/hg38_HLA-DRB1', 'bio/hg19_CHRM1', 'bio/hg38_CHRM1', 'bio/hg19_C5orf30', 'bio/hg38_C5orf30', 'bio/hg19_MAP3K5', 'bio/hg38_MAP3K5', 'bio/hg19_ST3GAL1', 'bio/hg38_ST3GAL1', 'bio/hg19_MRC1', 'bio/hg38_MRC1', 'bio/hg19_P2RY13', 'bio/hg38_P2RY13', 'bio/hg19_PLCL2', 'bio/hg38_PLCL2', 'bio/hg19_IL26', 'bio/hg38_IL26', 'bio/hg19_HRH2', 'bio/hg38_HRH2', 'bio/hg19_CTF1', 'bio/hg38_CTF1', 'bio/hg19_RRAS', 'bio/hg38_RRAS', 'bio/hg19_GHITM', 'bio/hg38_GHITM', 'bio/hg19_CRHR2', 'bio/hg38_CRHR2', 'bio/hg19_PLEKHM1', 'bio/hg38_PLEKHM1', 'bio/hg19_IRAK3', 'bio/hg38_IRAK3', 'bio/hg19_CXCR6', 'bio/hg38_CXCR6', 'bio/hg19_ORM2', 'bio/hg38_ORM2', 'bio/hg19_SATB1', 'bio/hg38_SATB1', 'bio/hg19_LTB4R2', 'bio/hg38_LTB4R2', 'bio/hg19_CD300LB', 'bio/hg38_CD300LB', 'bio/hg19_CD22', 'bio/hg38_CD22', 'bio/hg19_PIM1', 'bio/hg38_PIM1', 'bio/hg19_CYP2C9', 'bio/hg38_CYP2C9', 'bio/hg19_UBE2D3', 'bio/hg38_UBE2D3', 'bio/hg19_DICER1', 'bio/hg38_DICER1', 'bio/hg19_CDKN1B', 'bio/hg38_CDKN1B', 'bio/hg19_MYH9', 'bio/hg38_MYH9', 'bio/hg19_KMT2A', 'bio/hg38_KMT2A', 'bio/hg19_NTAN1', 'bio/hg38_NTAN1', 'bio/hg19_PIK3CG', 'bio/hg38_PIK3CG', 'bio/hg19_MIS12', 'bio/hg38_MIS12', 'bio/hg19_NR1D2', 'bio/hg38_NR1D2', 'bio/hg19_ABCC8', 'bio/hg38_ABCC8', 'bio/hg19_DENND2D', 'bio/hg38_DENND2D', 'bio/hg19_ZNF629', 'bio/hg38_ZNF629', 'bio/hg19_PDE6B', 'bio/hg38_PDE6B', 'bio/hg19_CDH11', 'bio/hg38_CDH11', 'bio/hg19_ZBTB10', 'bio/hg38_ZBTB10', 'bio/hg19_BBC3', 'bio/hg38_BBC3', 'bio/hg19_SBNO2', 'bio/hg38_SBNO2', 'bio/hg19_MNAT1', 'bio/hg38_MNAT1', 'bio/hg19_BGLAP', 'bio/hg38_BGLAP', 'bio/hg19_MUC16', 'bio/hg38_MUC16', 'bio/hg19_CETP', 'bio/hg38_CETP', 'bio/hg19_ATG13', 'bio/hg38_ATG13', 'bio/hg19_CAMLG', 'bio/hg38_CAMLG', 'bio/hg19_CECR1', 'bio/hg19_MMP12', 'bio/hg38_MMP12', 'bio/hg19_RARS', 'bio/hg38_RARS', 'bio/hg19_ALDH2', 'bio/hg38_ALDH2', 'bio/hg19_SELK', 'bio/hg19_CTRL', 'bio/hg38_CTRL', 'bio/hg19_OTUD1', 'bio/hg38_OTUD1', 'bio/hg19_MMP3', 'bio/hg38_MMP3', 'bio/hg19_IL27', 'bio/hg38_IL27', 'bio/hg19_FUT7', 'bio/hg38_FUT7', 'bio/hg19_DEFA4', 'bio/hg38_DEFA4', 'bio/hg19_NPEPPS', 'bio/hg38_NPEPPS', 'bio/hg19_OSGIN2', 'bio/hg38_OSGIN2', 'bio/hg19_BAZ1A', 'bio/hg38_BAZ1A', 'bio/hg19_ATG2B', 'bio/hg38_ATG2B', 'bio/hg19_PIN1', 'bio/hg38_PIN1', 'bio/hg19_SLC22A5', 'bio/hg38_SLC22A5', 'bio/hg19_DEFA1', 'bio/hg38_DEFA1', 'bio/hg19_LBP', 'bio/hg38_LBP', 'bio/hg19_REM1', 'bio/hg38_REM1', 'bio/hg19_PTHLH', 'bio/hg38_PTHLH', 'bio/hg19_NR0B2', 'bio/hg38_NR0B2', 'bio/hg19_NAA50', 'bio/hg38_NAA50', 'bio/hg19_HRH4', 'bio/hg38_HRH4', 'bio/hg19_CDX2', 'bio/hg38_CDX2', 'bio/hg19_CCL11', 'bio/hg38_CCL11', 'bio/hg19_PMP22', 'bio/hg38_PMP22', 'bio/hg19_PLAUR', 'bio/hg38_PLAUR', 'bio/hg19_LAMP1', 'bio/hg38_LAMP1', 'bio/hg19_CD74', 'bio/hg38_CD74', 'bio/hg19_EDN3', 'bio/hg38_EDN3', 'bio/hg19_FGFR4', 'bio/hg38_FGFR4', 'bio/hg19_ELOVL6', 'bio/hg38_ELOVL6', 'bio/hg19_DLD', 'bio/hg38_DLD', 'bio/hg19_NKG7', 'bio/hg38_NKG7', 'bio/hg19_TRPV3', 'bio/hg38_TRPV3', 'bio/hg19_ADM', 'bio/hg38_ADM', 'bio/hg19_MCAM', 'bio/hg38_MCAM', 'bio/hg19_CD68', 'bio/hg38_CD68', 'bio/hg19_CHRNA7', 'bio/hg38_CHRNA7', 'bio/hg19_ARPC2', 'bio/hg38_ARPC2', 'bio/hg19_CXADR', 'bio/hg38_CXADR', 'bio/hg19_HLA-A', 'bio/hg38_HLA-A', 'bio/hg19_CD7', 'bio/hg38_CD7', 'bio/hg19_PADI2', 'bio/hg38_PADI2', 'bio/hg19_ULK4', 'bio/hg38_ULK4', 'bio/hg19_B3GNT2', 'bio/hg38_B3GNT2', 'bio/hg19_CAPN5', 'bio/hg38_CAPN5', 'bio/hg19_DNASE1', 'bio/hg38_DNASE1', 'bio/hg19_ASIC2', 'bio/hg38_ASIC2', 'bio/hg19_CD3D', 'bio/hg38_CD3D', 'bio/hg19_HIST1H4F', 'bio/hg38_HIST1H4F', 'bio/hg19_MTMR3', 'bio/hg38_MTMR3', 'bio/hg19_SARM1', 'bio/hg38_SARM1', 'bio/hg19_UCP2', 'bio/hg38_UCP2', 'bio/hg19_HSPB1', 'bio/hg38_HSPB1', 'bio/hg19_KIR3DL3', 'bio/hg38_KIR3DL3', 'bio/hg19_PCSK9', 'bio/hg38_PCSK9', 'bio/hg19_CBFA2T2', 'bio/hg38_CBFA2T2', 'bio/hg19_OTULIN', 'bio/hg38_OTULIN', 'bio/hg19_GDF15', 'bio/hg38_GDF15', 'bio/hg19_PRG2', 'bio/hg38_PRG2', 'bio/hg19_ARHGEF6', 'bio/hg38_ARHGEF6', 'bio/hg19_PIK3CA', 'bio/hg38_PIK3CA', 'bio/hg19_RPS26', 'bio/hg38_RPS26', 'bio/hg19_EGF', 'bio/hg38_EGF', 'bio/hg19_OTUD5', 'bio/hg38_OTUD5', 'bio/hg19_EIF2AK3', 'bio/hg38_EIF2AK3', 'bio/hg19_PANX3', 'bio/hg38_PANX3', 'bio/hg19_GRM7', 'bio/hg38_GRM7', 'bio/hg19_IMMT', 'bio/hg38_IMMT', 'bio/hg19_FOSL1', 'bio/hg38_FOSL1', 'bio/hg19_IL1RL2', 'bio/hg38_IL1RL2', 'bio/hg19_S1PR3', 'bio/hg38_S1PR3', 'bio/hg19_SEMA5A', 'bio/hg38_SEMA5A', 'bio/hg19_SLC15A3', 'bio/hg38_SLC15A3', 'bio/hg19_FCRL5', 'bio/hg38_FCRL5', 'bio/hg19_SERPINB8', 'bio/hg38_SERPINB8', 'bio/hg19_LINC01194', 'bio/hg38_LINC01194', 'bio/hg19_HDAC2', 'bio/hg38_HDAC2', 'bio/hg19_ZMIZ1', 'bio/hg38_ZMIZ1', 'bio/hg19_SLC7A10', 'bio/hg38_SLC7A10', 'bio/hg19_RAP2B', 'bio/hg38_RAP2B', 'bio/hg19_KALRN', 'bio/hg38_KALRN', 'bio/hg19_NFKBIZ', 'bio/hg38_NFKBIZ', 'bio/hg19_ANGPT4', 'bio/hg38_ANGPT4', 'bio/hg19_PUS10', 'bio/hg38_PUS10', 'bio/hg19_HOPX', 'bio/hg38_HOPX', 'bio/hg19_MBTPS1', 'bio/hg38_MBTPS1', 'bio/hg19_CHI3L1', 'bio/hg38_CHI3L1', 'bio/hg19_CXCL5', 'bio/hg38_CXCL5', 'bio/hg19_CLDN7', 'bio/hg38_CLDN7', 'bio/hg19_TREM2', 'bio/hg38_TREM2', 'bio/hg19_ATG4D', 'bio/hg38_ATG4D', 'bio/hg19_DVL1', 'bio/hg38_DVL1', 'bio/hg19_CSNK1E', 'bio/hg38_CSNK1E', 'bio/hg19_MDFIC', 'bio/hg38_MDFIC', 'bio/hg19_CTCF', 'bio/hg38_CTCF', 'bio/hg19_PRTN3', 'bio/hg38_PRTN3', 'bio/hg19_PDLIM7', 'bio/hg38_PDLIM7', 'bio/hg19_CCL14', 'bio/hg38_CCL14', 'bio/hg19_CACNA1B', 'bio/hg38_CACNA1B', 'bio/hg19_DDX5', 'bio/hg38_DDX5', 'bio/hg19_PLA2G2E', 'bio/hg38_PLA2G2E', 'bio/hg19_ITGA4', 'bio/hg38_ITGA4', 'bio/hg19_DNAL1', 'bio/hg38_DNAL1', 'bio/hg19_AKR1B1', 'bio/hg38_AKR1B1', 'bio/hg19_F11R', 'bio/hg38_F11R', 'bio/hg19_CCL7', 'bio/hg38_CCL7', 'bio/hg19_CYP27B1', 'bio/hg38_CYP27B1', 'bio/hg19_CLN3', 'bio/hg38_CLN3', 'bio/hg19_FABP2', 'bio/hg38_FABP2', 'bio/hg19_NCF1', 'bio/hg38_NCF1', 'bio/hg19_RAB13', 'bio/hg38_RAB13', 'bio/hg19_ORAI1', 'bio/hg38_ORAI1', 'bio/hg19_CD1B', 'bio/hg38_CD1B', 'bio/hg19_SPNS2', 'bio/hg38_SPNS2', 'bio/hg19_GGT1', 'bio/hg38_GGT1', 'bio/hg19_DPP8', 'bio/hg38_DPP8', 'bio/hg19_CRYGC', 'bio/hg38_CRYGC', 'bio/hg19_IL12RB1', 'bio/hg38_IL12RB1', 'bio/hg19_DAZAP2', 'bio/hg38_DAZAP2', 'bio/hg19_PTEN', 'bio/hg38_PTEN', 'bio/hg19_TSPAN32', 'bio/hg38_TSPAN32', 'bio/hg19_GUCA2A', 'bio/hg38_GUCA2A', 'bio/hg19_TRPV4', 'bio/hg38_TRPV4', 'bio/hg19_OGT', 'bio/hg38_OGT', 'bio/hg19_RAB7A', 'bio/hg38_RAB7A', 'bio/hg19_HSPE1', 'bio/hg38_HSPE1', 'bio/hg19_LRSAM1', 'bio/hg38_LRSAM1', 'bio/hg19_SMPD2', 'bio/hg38_SMPD2', 'bio/hg19_ERBB2', 'bio/hg38_ERBB2', 'bio/hg19_CD1E', 'bio/hg38_CD1E', 'bio/hg19_BAI1', 'bio/hg19_CYGB', 'bio/hg38_CYGB', 'bio/hg19_CDX1', 'bio/hg38_CDX1', 'bio/hg19_UCN', 'bio/hg38_UCN', 'bio/hg19_TANK', 'bio/hg38_TANK', 'bio/hg19_KLK11', 'bio/hg38_KLK11', 'bio/hg19_IRF1', 'bio/hg38_IRF1', 'bio/hg19_HLA-DMB', 'bio/hg38_HLA-DMB', 'bio/hg19_LCE3D', 'bio/hg38_LCE3D', 'bio/hg19_FTH1', 'bio/hg38_FTH1', 'bio/hg19_BIN2', 'bio/hg38_BIN2', 'bio/hg19_SFTPA1', 'bio/hg38_SFTPA1', 'bio/hg19_AFP', 'bio/hg38_AFP', 'bio/hg19_WAPAL', 'bio/hg19_HCAR2', 'bio/hg38_HCAR2', 'bio/hg19_NCOR1', 'bio/hg38_NCOR1', 'bio/hg19_SPG7', 'bio/hg38_SPG7', 'bio/hg19_RBM17', 'bio/hg38_RBM17', 'bio/hg19_PF4', 'bio/hg38_PF4', 'bio/hg19_TCF3', 'bio/hg38_TCF3', 'bio/hg19_CCL16', 'bio/hg38_CCL16', 'bio/hg19_GHRH', 'bio/hg38_GHRH', 'bio/hg19_RDH10', 'bio/hg38_RDH10', 'bio/hg19_GPR126', 'bio/hg19_EPHB2', 'bio/hg38_EPHB2', 'bio/hg19_MANBA', 'bio/hg38_MANBA', 'bio/hg19_NOD2', 'bio/hg38_NOD2', 'bio/hg19_RTEL1', 'bio/hg38_RTEL1', 'bio/hg19_PPP6C', 'bio/hg38_PPP6C', 'bio/hg19_C1QTNF6', 'bio/hg38_C1QTNF6', 'bio/hg19_HSPA8', 'bio/hg38_HSPA8', 'bio/hg19_SCAMP3', 'bio/hg38_SCAMP3', 'bio/hg19_TBC1D3D', 'bio/hg38_TBC1D3D', 'bio/hg19_IL1R2', 'bio/hg38_IL1R2', 'bio/hg19_SOD3', 'bio/hg38_SOD3', 'bio/hg19_IL23A', 'bio/hg38_IL23A', 'bio/hg19_HNF4G', 'bio/hg38_HNF4G', 'bio/hg19_CD24', 'bio/hg38_CD24', 'bio/hg19_ERAP1', 'bio/hg38_ERAP1', 'bio/hg19_S100A10', 'bio/hg38_S100A10', 'bio/hg19_IRGQ', 'bio/hg38_IRGQ', 'bio/hg19_ZFP90', 'bio/hg38_ZFP90', 'bio/hg19_MKL1', 'bio/hg19_CXCL5', 'bio/hg38_CXCL5', 'bio/hg19_SFTA3', 'bio/hg38_SFTA3', 'bio/hg19_CAPN9', 'bio/hg38_CAPN9', 'bio/hg19_GADD45G', 'bio/hg38_GADD45G', 'bio/hg19_GGT2', 'bio/hg38_GGT2', 'bio/hg19_IL10', 'bio/hg38_IL10', 'bio/hg19_IBSP', 'bio/hg38_IBSP', 'bio/hg19_ELANE', 'bio/hg38_ELANE', 'bio/hg19_JUND', 'bio/hg38_JUND', 'bio/hg19_IL3', 'bio/hg38_IL3', 'bio/hg19_RPE', 'bio/hg38_RPE', 'bio/hg19_SLC45A2', 'bio/hg38_SLC45A2', 'bio/hg19_FAM92B', 'bio/hg38_FAM92B', 'bio/hg19_GLI1', 'bio/hg38_GLI1', 'bio/hg19_CTGF', 'bio/hg38_CTGF', 'bio/hg19_GCC1', 'bio/hg38_GCC1', 'bio/hg19_AQP9', 'bio/hg38_AQP9', 'bio/hg19_ADARB2', 'bio/hg38_ADARB2', 'bio/hg19_HLA-DQB1', 'bio/hg38_HLA-DQB1', 'bio/hg19_ATG14', 'bio/hg38_ATG14', 'bio/hg19_P2RX3', 'bio/hg38_P2RX3', 'bio/hg19_CSF2', 'bio/hg38_CSF2', 'bio/hg19_SLC35A2', 'bio/hg38_SLC35A2', 'bio/hg19_OSM', 'bio/hg38_OSM', 'bio/hg19_MUC1', 'bio/hg38_MUC1', 'bio/hg19_ST8SIA2', 'bio/hg38_ST8SIA2', 'bio/hg19_RAP1A', 'bio/hg38_RAP1A', 'bio/hg19_B3GAT1', 'bio/hg38_B3GAT1', 'bio/hg19_BEST1', 'bio/hg38_BEST1', 'bio/hg19_ELF1', 'bio/hg38_ELF1', 'bio/hg19_IFNG-AS1', 'bio/hg38_IFNG-AS1', 'bio/hg19_SLC12A8', 'bio/hg38_SLC12A8', 'bio/hg19_ACKR4', 'bio/hg38_ACKR4', 'bio/hg19_ZSWIM2', 'bio/hg38_ZSWIM2', 'bio/hg19_RTN4IP1', 'bio/hg38_RTN4IP1', 'bio/hg19_CYP4F2', 'bio/hg38_CYP4F2', 'bio/hg19_PAEP', 'bio/hg38_PAEP', 'bio/hg19_ADAM19', 'bio/hg38_ADAM19', 'bio/hg19_SLC7A10', 'bio/hg38_SLC7A10', 'bio/hg19_TRPC3', 'bio/hg38_TRPC3', 'bio/hg19_UNG', 'bio/hg38_UNG', 'bio/hg19_SLC18A3', 'bio/hg38_SLC18A3', 'bio/hg19_CTSD', 'bio/hg38_CTSD', 'bio/hg19_MX2', 'bio/hg38_MX2', 'bio/hg19_HLA-F', 'bio/hg38_HLA-F', 'bio/hg19_ADCYAP1', 'bio/hg38_ADCYAP1', 'bio/hg19_SEMA7A', 'bio/hg38_SEMA7A', 'bio/hg19_DDIT4', 'bio/hg38_DDIT4', 'bio/hg19_MMP9', 'bio/hg38_MMP9', 'bio/hg19_ALOX5AP', 'bio/hg38_ALOX5AP', 'bio/hg19_KCNK4', 'bio/hg38_KCNK4', 'bio/hg19_MYC', 'bio/hg38_MYC', 'bio/hg19_TXN', 'bio/hg38_TXN', 'bio/hg19_STAB1', 'bio/hg38_STAB1', 'bio/hg19_CASP9', 'bio/hg38_CASP9', 'bio/hg19_SKIV2L', 'bio/hg38_SKIV2L', 'bio/hg19_IL1A', 'bio/hg38_IL1A', 'bio/hg19_CFH', 'bio/hg38_CFH', 'bio/hg19_COX5A', 'bio/hg38_COX5A', 'bio/hg19_PSTPIP2', 'bio/hg38_PSTPIP2', 'bio/hg19_RETNLB', 'bio/hg38_RETNLB', 'bio/hg19_LONRF2', 'bio/hg38_LONRF2', 'bio/hg19_FCAR', 'bio/hg38_FCAR', 'bio/hg19_IRGC', 'bio/hg38_IRGC', 'bio/hg19_MT-CO1', 'bio/hg38_MT-CO1', 'bio/hg19_ABCF2', 'bio/hg38_ABCF2', 'bio/hg19_LINC01554', 'bio/hg38_LINC01554', 'bio/hg19_SLAMF7', 'bio/hg38_SLAMF7', 'bio/hg19_VPS35', 'bio/hg38_VPS35', 'bio/hg19_RPS18', 'bio/hg38_RPS18', 'bio/hg19_RNASEL', 'bio/hg38_RNASEL', 'bio/hg19_ST8SIA4', 'bio/hg38_ST8SIA4', 'bio/hg19_SCGB1D4', 'bio/hg38_SCGB1D4', 'bio/hg19_AIF1', 'bio/hg38_AIF1', 'bio/hg19_CDSN', 'bio/hg38_CDSN', 'bio/hg19_RGS7', 'bio/hg38_RGS7', 'bio/hg19_USP36', 'bio/hg38_USP36', 'bio/hg19_SDC1', 'bio/hg38_SDC1', 'bio/hg19_LCP2', 'bio/hg38_LCP2', 'bio/hg19_CRP', 'bio/hg38_CRP', 'bio/hg19_USP25', 'bio/hg38_USP25', 'bio/hg19_ARSI', 'bio/hg38_ARSI', 'bio/hg19_IRAK1', 'bio/hg38_IRAK1', 'bio/hg19_ATG5', 'bio/hg38_ATG5', 'bio/hg19_SNAP23', 'bio/hg38_SNAP23', 'bio/hg19_CBSL', 'bio/hg38_CBSL', 'bio/hg19_ADI1', 'bio/hg38_ADI1', 'bio/hg19_GPSM3', 'bio/hg38_GPSM3', 'bio/hg19_IRG1', 'bio/hg19_JUNB', 'bio/hg38_JUNB', 'bio/hg19_RASGRP1', 'bio/hg38_RASGRP1', 'bio/hg19_NLRP5', 'bio/hg38_NLRP5', 'bio/hg19_LYZL2', 'bio/hg38_LYZL2', 'bio/hg19_LEPR', 'bio/hg38_LEPR', 'bio/hg19_PIK3R1', 'bio/hg38_PIK3R1', 'bio/hg19_CABIN1', 'bio/hg38_CABIN1', 'bio/hg19_ACTA1', 'bio/hg38_ACTA1', 'bio/hg19_MUC5AC', 'bio/hg38_MUC5AC', 'bio/hg19_DEFB121', 'bio/hg38_DEFB121', 'bio/hg19_PHRF1', 'bio/hg38_PHRF1', 'bio/hg19_SLC27A5', 'bio/hg38_SLC27A5', 'bio/hg19_MMP28', 'bio/hg38_MMP28', 'bio/hg19_F2RL1', 'bio/hg38_F2RL1', 'bio/hg19_IKBKAP', 'bio/hg19_PLSCR2', 'bio/hg38_PLSCR2', 'bio/hg19_TMEM163', 'bio/hg38_TMEM163', 'bio/hg19_AQP3', 'bio/hg38_AQP3', 'bio/hg19_SLC7A1', 'bio/hg38_SLC7A1', 'bio/hg19_CXCL1', 'bio/hg38_CXCL1', 'bio/hg19_TLR7', 'bio/hg38_TLR7', 'bio/hg19_CHIA', 'bio/hg38_CHIA', 'bio/hg19_GSDMA', 'bio/hg38_GSDMA', 'bio/hg19_SNRPB', 'bio/hg38_SNRPB', 'bio/hg19_NOD2', 'bio/hg38_NOD2', 'bio/hg19_ITCH', 'bio/hg38_ITCH', 'bio/hg19_CCR10', 'bio/hg38_CCR10', 'bio/hg19_FGF13', 'bio/hg38_FGF13', 'bio/hg19_RAPGEF6', 'bio/hg38_RAPGEF6', 'bio/hg19_CD40LG', 'bio/hg38_CD40LG', 'bio/hg19_TACR2', 'bio/hg38_TACR2', 'bio/hg19_OASL', 'bio/hg38_OASL', 'bio/hg19_AQP12A', 'bio/hg38_AQP12A', 'bio/hg19_DAGLA', 'bio/hg38_DAGLA', 'bio/hg19_UBC', 'bio/hg38_UBC', 'bio/hg19_LIX1', 'bio/hg38_LIX1', 'bio/hg19_RAB12', 'bio/hg38_RAB12', 'bio/hg19_UVRAG', 'bio/hg38_UVRAG', 'bio/hg19_NME6', 'bio/hg38_NME6', 'bio/hg19_ATG12', 'bio/hg38_ATG12', 'bio/hg19_MARCO', 'bio/hg38_MARCO', 'bio/hg19_MADCAM1', 'bio/hg38_MADCAM1', 'bio/hg19_CLC', 'bio/hg38_CLC', 'bio/hg19_ARSB', 'bio/hg38_ARSB', 'bio/hg19_EDN2', 'bio/hg38_EDN2', 'bio/hg19_FOXE1', 'bio/hg38_FOXE1', 'bio/hg19_WNT5B', 'bio/hg38_WNT5B', 'bio/hg19_ERN2', 'bio/hg38_ERN2', 'bio/hg19_HPS1', 'bio/hg38_HPS1', 'bio/hg19_ALK', 'bio/hg38_ALK', 'bio/hg19_HLA-DQA1', 'bio/hg38_HLA-DQA1', 'bio/hg19_PANX1', 'bio/hg38_PANX1', 'bio/hg19_GH2', 'bio/hg38_GH2', 'bio/hg19_KLB', 'bio/hg38_KLB', 'bio/hg19_ALOX5', 'bio/hg38_ALOX5', 'bio/hg19_ATOH7', 'bio/hg38_ATOH7', 'bio/hg19_CSF2', 'bio/hg38_CSF2', 'bio/hg19_SIGLEC8', 'bio/hg38_SIGLEC8', 'bio/hg19_ITPR3', 'bio/hg38_ITPR3', 'bio/hg19_IL2', 'bio/hg38_IL2', 'bio/hg19_BMX', 'bio/hg38_BMX', 'bio/hg19_ZEB2', 'bio/hg38_ZEB2', 'bio/hg19_IL18RAP', 'bio/hg38_IL18RAP', 'bio/hg19_WNT7B', 'bio/hg38_WNT7B', 'bio/hg19_STXBP2', 'bio/hg38_STXBP2', 'bio/hg19_ARNT', 'bio/hg38_ARNT', 'bio/hg19_TRIM63', 'bio/hg38_TRIM63', 'bio/hg19_S100A13', 'bio/hg38_S100A13', 'bio/hg19_RAD51B', 'bio/hg38_RAD51B', 'bio/hg19_CCL17', 'bio/hg38_CCL17', 'bio/hg19_PDCD1LG2', 'bio/hg38_PDCD1LG2', 'bio/hg19_MAP3K8', 'bio/hg38_MAP3K8', 'bio/hg19_PADI6', 'bio/hg38_PADI6', 'bio/hg19_TGFB3', 'bio/hg38_TGFB3', 'bio/hg19_ENPP7', 'bio/hg38_ENPP7', 'bio/hg19_ASCL2', 'bio/hg38_ASCL2', 'bio/hg19_ADRA2A', 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'bio/hg19_STX11', 'bio/hg38_STX11', 'bio/hg19_PDYN', 'bio/hg38_PDYN', 'bio/hg19_LRBA', 'bio/hg38_LRBA', 'bio/hg19_S100A1', 'bio/hg38_S100A1', 'bio/hg19_PTPRS', 'bio/hg38_PTPRS', 'bio/hg19_IRX6', 'bio/hg38_IRX6', 'bio/hg19_RC3H1', 'bio/hg38_RC3H1', 'bio/hg19_MT2A', 'bio/hg38_MT2A', 'bio/hg19_MTOR', 'bio/hg38_MTOR', 'bio/hg19_COL6A3', 'bio/hg38_COL6A3', 'bio/hg19_ADCY7', 'bio/hg38_ADCY7', 'bio/hg19_CUL2', 'bio/hg38_CUL2', 'bio/hg19_VEGFC', 'bio/hg38_VEGFC', 'bio/hg19_FCGRT', 'bio/hg38_FCGRT', 'bio/hg19_SHKBP1', 'bio/hg38_SHKBP1', 'bio/hg19_FGF21', 'bio/hg38_FGF21', 'bio/hg19_TMEM47', 'bio/hg38_TMEM47', 'bio/hg19_BCL10', 'bio/hg38_BCL10', 'bio/hg19_ASPG', 'bio/hg38_ASPG', 'bio/hg19_TCEB2', 'bio/hg19_PLA2G7', 'bio/hg38_PLA2G7', 'bio/hg19_GNPTAB', 'bio/hg38_GNPTAB', 'bio/hg19_KLK8', 'bio/hg38_KLK8', 'bio/hg19_RIPK3', 'bio/hg38_RIPK3', 'bio/hg19_TNIP2', 'bio/hg38_TNIP2', 'bio/hg19_CCNB1', 'bio/hg38_CCNB1', 'bio/hg19_APP', 'bio/hg38_APP', 'bio/hg19_DGCR8', 'bio/hg38_DGCR8', 'bio/hg19_GUK1', 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'bio/hg38_PLAU', 'bio/hg19_CCL3L3', 'bio/hg38_CCL3L3', 'bio/hg19_TIMP2', 'bio/hg38_TIMP2', 'bio/hg19_CLEC5A', 'bio/hg38_CLEC5A', 'bio/hg19_FGF2', 'bio/hg38_FGF2', 'bio/hg19_SLAIN2', 'bio/hg38_SLAIN2', 'bio/hg19_NGFR', 'bio/hg38_NGFR', 'bio/hg19_RPS6KB1', 'bio/hg38_RPS6KB1', 'bio/hg19_TNFSF15', 'bio/hg38_TNFSF15', 'bio/hg19_NOXA1', 'bio/hg38_NOXA1', 'bio/hg19_DUSP12', 'bio/hg38_DUSP12', 'bio/hg19_HTT', 'bio/hg38_HTT', 'bio/hg19_UGT1A8', 'bio/hg38_UGT1A8', 'bio/hg19_BSN', 'bio/hg38_BSN', 'bio/hg19_S100A9', 'bio/hg38_S100A9', 'bio/hg19_GPR68', 'bio/hg38_GPR68', 'bio/hg19_CD4', 'bio/hg38_CD4', 'bio/hg19_KDR', 'bio/hg38_KDR', 'bio/hg19_PIP4K2C', 'bio/hg38_PIP4K2C', 'bio/hg19_BDH1', 'bio/hg38_BDH1', 'bio/hg19_NUDT3', 'bio/hg38_NUDT3', 'bio/hg19_TNFRSF10D', 'bio/hg38_TNFRSF10D', 'bio/hg19_PHACTR1', 'bio/hg38_PHACTR1', 'bio/hg19_LPA', 'bio/hg38_LPA', 'bio/hg19_IL31', 'bio/hg38_IL31', 'bio/hg19_ACKR1', 'bio/hg38_ACKR1', 'bio/hg19_IDH1', 'bio/hg38_IDH1', 'bio/hg19_HNF1B', 'bio/hg38_HNF1B', 'bio/hg19_VCAM1', 'bio/hg38_VCAM1', 'bio/hg19_TCF7L2', 'bio/hg38_TCF7L2', 'bio/hg19_RPS13', 'bio/hg38_RPS13', 'bio/hg19_TES', 'bio/hg38_TES', 'bio/hg19_TNFSF4', 'bio/hg38_TNFSF4', 'bio/hg19_PROCR', 'bio/hg38_PROCR', 'bio/hg19_AGTR1', 'bio/hg38_AGTR1', 'bio/hg19_NFE2', 'bio/hg38_NFE2', 'bio/hg19_TNPO3', 'bio/hg38_TNPO3', 'bio/hg19_CTSA', 'bio/hg38_CTSA', 'bio/hg19_BRCA1', 'bio/hg38_BRCA1', 'bio/hg19_DUOX2', 'bio/hg38_DUOX2', 'bio/hg19_NKX2-3', 'bio/hg38_NKX2-3', 'bio/hg19_DNMT3A', 'bio/hg38_DNMT3A', 'bio/hg19_SGTA', 'bio/hg38_SGTA', 'bio/hg19_TMEM174', 'bio/hg38_TMEM174', 'bio/hg19_IRF6', 'bio/hg38_IRF6', 'bio/hg19_DAPK1', 'bio/hg38_DAPK1', 'bio/hg19_LPCAT3', 'bio/hg38_LPCAT3', 'bio/hg19_BIN3', 'bio/hg38_BIN3', 'bio/hg19_CYP19A1', 'bio/hg38_CYP19A1', 'bio/hg19_ITGA6', 'bio/hg38_ITGA6', 'bio/hg19_TM9SF4', 'bio/hg38_TM9SF4', 'bio/hg19_NBR1', 'bio/hg38_NBR1', 'bio/hg19_BMI1', 'bio/hg38_BMI1', 'bio/hg19_KLF6', 'bio/hg38_KLF6', 'bio/hg19_EEA1', 'bio/hg38_EEA1', 'bio/hg19_FZD1', 'bio/hg38_FZD1', 'bio/hg19_IL1R1', 'bio/hg38_IL1R1', 'bio/hg19_C10orf90', 'bio/hg38_C10orf90', 'bio/hg19_IL12B', 'bio/hg38_IL12B', 'bio/hg19_HGS', 'bio/hg38_HGS', 'bio/hg19_KLHL6', 'bio/hg38_KLHL6', 'bio/hg19_TNFRSF11B', 'bio/hg38_TNFRSF11B', 'bio/hg19_MALT1', 'bio/hg38_MALT1', 'bio/hg19_PTPN2', 'bio/hg38_PTPN2', 'bio/hg19_SLC38A4', 'bio/hg38_SLC38A4', 'bio/hg19_ACAP1', 'bio/hg38_ACAP1', 'bio/hg19_SLC25A16', 'bio/hg38_SLC25A16', 'bio/hg19_CORO1A', 'bio/hg38_CORO1A', 'bio/hg19_BAZ2A', 'bio/hg38_BAZ2A', 'bio/hg19_SIRT2', 'bio/hg38_SIRT2', 'bio/hg19_OTUD3', 'bio/hg38_OTUD3', 'bio/hg19_IRF7', 'bio/hg38_IRF7', 'bio/hg19_MYH10', 'bio/hg38_MYH10', 'bio/hg19_IGF1R', 'bio/hg38_IGF1R', 'bio/hg19_MPZL3', 'bio/hg38_MPZL3', 'bio/hg19_DPPA3', 'bio/hg38_DPPA3', 'bio/hg19_USP2', 'bio/hg38_USP2', 'bio/hg19_OPRD1', 'bio/hg38_OPRD1', 'bio/hg19_CARD6', 'bio/hg38_CARD6', 'bio/hg19_ZPBP2', 'bio/hg38_ZPBP2', 'bio/hg19_BCL2L10', 'bio/hg38_BCL2L10', 'bio/hg19_MAP3K8', 'bio/hg38_MAP3K8', 'bio/hg19_CCL7', 'bio/hg38_CCL7', 'bio/hg19_MED28', 'bio/hg38_MED28', 'bio/hg19_TXNRD1', 'bio/hg38_TXNRD1', 'bio/hg19_OPRM1', 'bio/hg38_OPRM1', 'bio/hg19_EDN1', 'bio/hg38_EDN1', 'bio/hg19_CUL3', 'bio/hg38_CUL3', 'bio/hg19_ARNTL', 'bio/hg38_ARNTL', 'bio/hg19_ADCY3', 'bio/hg38_ADCY3', 'bio/hg19_BNIP3', 'bio/hg38_BNIP3', 'bio/hg19_HORMAD2', 'bio/hg38_HORMAD2', 'bio/hg19_PPBP', 'bio/hg38_PPBP', 'bio/hg19_CEP72', 'bio/hg38_CEP72', 'bio/hg19_CXCL12', 'bio/hg38_CXCL12', 'bio/hg19_NPBWR1', 'bio/hg38_NPBWR1', 'bio/hg19_PMAIP1', 'bio/hg38_PMAIP1', 'bio/hg19_HDGF', 'bio/hg38_HDGF', 'bio/hg19_STX17', 'bio/hg38_STX17', 'bio/hg19_NFIL3', 'bio/hg38_NFIL3', 'bio/hg19_IFNAR2', 'bio/hg38_IFNAR2', 'bio/hg19_DLAT', 'bio/hg38_DLAT', 'bio/hg19_CFB', 'bio/hg38_CFB', 'bio/hg19_STX8', 'bio/hg38_STX8', 'bio/hg19_HPGDS', 'bio/hg38_HPGDS', 'bio/hg19_SEMA3F', 'bio/hg38_SEMA3F', 'bio/hg19_PTGER2', 'bio/hg38_PTGER2', 'bio/hg19_MYOCD', 'bio/hg38_MYOCD', 'bio/hg19_CD163', 'bio/hg38_CD163', 'bio/hg19_REG1B', 'bio/hg38_REG1B', 'bio/hg19_ASPA', 'bio/hg38_ASPA', 'bio/hg19_UGDH', 'bio/hg38_UGDH', 'bio/hg19_CTSC', 'bio/hg38_CTSC', 'bio/hg19_ITIH2', 'bio/hg38_ITIH2', 'bio/hg19_FIBP', 'bio/hg38_FIBP', 'bio/hg19_PNLIP', 'bio/hg38_PNLIP', 'bio/hg19_PSMG1', 'bio/hg38_PSMG1', 'bio/hg19_CPXM1', 'bio/hg38_CPXM1', 'bio/hg19_GPA33', 'bio/hg38_GPA33', 'bio/hg19_MARCH1', 'bio/hg38_MARCH1', 'bio/hg19_LYVE1', 'bio/hg38_LYVE1', 'bio/hg19_NFYA', 'bio/hg38_NFYA', 'bio/hg19_THEMIS', 'bio/hg38_THEMIS', 'bio/hg19_TMBIM6', 'bio/hg38_TMBIM6', 'bio/hg19_IRF2BP1', 'bio/hg38_IRF2BP1', 'bio/hg19_GRB2', 'bio/hg38_GRB2', 'bio/hg19_FPR1', 'bio/hg38_FPR1', 'bio/hg19_SLTM', 'bio/hg38_SLTM', 'bio/hg19_GGTLC3', 'bio/hg38_GGTLC3', 'bio/hg19_LITAF', 'bio/hg38_LITAF', 'bio/hg19_RNF114', 'bio/hg38_RNF114', 'bio/hg19_IL23R', 'bio/hg38_IL23R', 'bio/hg19_ADAMTS7', 'bio/hg38_ADAMTS7', 'bio/hg19_MASP2', 'bio/hg38_MASP2', 'bio/hg19_RAB40AL', 'bio/hg38_RAB40AL', 'bio/hg19_TAOK3', 'bio/hg38_TAOK3', 'bio/hg19_CCL20', 'bio/hg38_CCL20', 'bio/hg19_AREG', 'bio/hg38_AREG', 'bio/hg19_GIMAP5', 'bio/hg38_GIMAP5', 'bio/hg19_MGLL', 'bio/hg38_MGLL', 'bio/hg19_NOD2', 'bio/hg38_NOD2', 'bio/hg19_IRX5', 'bio/hg38_IRX5', 'bio/hg19_PEPD', 'bio/hg38_PEPD', 'bio/hg19_GBP7', 'bio/hg38_GBP7', 'bio/hg19_USP18', 'bio/hg38_USP18', 'bio/hg19_NOS1AP', 'bio/hg38_NOS1AP', 'bio/hg19_MAP2K5', 'bio/hg38_MAP2K5', 'bio/hg19_COG2', 'bio/hg38_COG2', 'bio/hg19_ADAMTS4', 'bio/hg38_ADAMTS4', 'bio/hg19_XPNPEP1', 'bio/hg38_XPNPEP1', 'bio/hg19_NRIP1', 'bio/hg38_NRIP1', 'bio/hg19_LILRB3', 'bio/hg38_LILRB3', 'bio/hg19_SCD', 'bio/hg38_SCD', 'bio/hg19_APOBEC3G', 'bio/hg38_APOBEC3G', 'bio/hg19_PCSK5', 'bio/hg38_PCSK5', 'bio/hg19_CCND1', 'bio/hg38_CCND1', 'bio/hg19_NRBF2', 'bio/hg38_NRBF2', 'bio/hg19_HLA-DRB1', 'bio/hg38_HLA-DRB1', 'bio/hg19_CD300E', 'bio/hg38_CD300E', 'bio/hg19_MMP13', 'bio/hg38_MMP13', 'bio/hg19_HAVCR2', 'bio/hg38_HAVCR2', 'bio/hg19_CXCL3', 'bio/hg38_CXCL3', 'bio/hg19_IFIT3', 'bio/hg38_IFIT3', 'bio/hg19_SNRNP70', 'bio/hg38_SNRNP70', 'bio/hg19_ATF6', 'bio/hg38_ATF6', 'bio/hg19_PLEKHH1', 'bio/hg38_PLEKHH1', 'bio/hg19_HTR1A', 'bio/hg38_HTR1A', 'bio/hg19_TTC7A', 'bio/hg38_TTC7A', 'bio/hg19_MREG', 'bio/hg38_MREG', 'bio/hg19_ST3GAL4', 'bio/hg38_ST3GAL4', 'bio/hg19_CD247', 'bio/hg38_CD247', 'bio/hg19_SLC10A4', 'bio/hg38_SLC10A4', 'bio/hg19_SCTR', 'bio/hg38_SCTR', 'bio/hg19_TNFSF15', 'bio/hg38_TNFSF15', 'bio/hg19_PSTPIP1', 'bio/hg38_PSTPIP1', 'bio/hg19_ANG', 'bio/hg38_ANG', 'bio/hg19_AQP11', 'bio/hg38_AQP11', 'bio/hg19_DEFB124', 'bio/hg38_DEFB124', 'bio/hg19_LGR5', 'bio/hg38_LGR5', 'bio/hg19_RNF138', 'bio/hg38_RNF138', 'bio/hg19_S1PR5', 'bio/hg38_S1PR5', 'bio/hg19_SLAMF1', 'bio/hg38_SLAMF1', 'bio/hg19_SULF1', 'bio/hg38_SULF1', 'bio/hg19_BMP7', 'bio/hg38_BMP7', 'bio/hg19_CDK6', 'bio/hg38_CDK6', 'bio/hg19_PECAM1', 'bio/hg38_PECAM1', 'bio/hg19_PGAP3', 'bio/hg38_PGAP3', 'bio/hg19_SP7', 'bio/hg38_SP7', 'bio/hg19_MST1R', 'bio/hg38_MST1R', 'bio/hg19_ADIPOR2', 'bio/hg38_ADIPOR2', 'bio/hg19_NCMAP', 'bio/hg38_NCMAP', 'bio/hg19_RNF31', 'bio/hg38_RNF31', 'bio/hg19_RHBDF2', 'bio/hg38_RHBDF2', 'bio/hg19_NLRX1', 'bio/hg38_NLRX1', 'bio/hg19_TXK', 'bio/hg38_TXK', 'bio/hg19_LIF', 'bio/hg38_LIF', 'bio/hg19_VAMP8', 'bio/hg38_VAMP8', 'bio/hg19_C1S', 'bio/hg38_C1S', 'bio/hg19_NKD1', 'bio/hg38_NKD1', 'bio/hg19_IRAK4', 'bio/hg38_IRAK4', 'bio/hg19_RAB2A', 'bio/hg38_RAB2A', 'bio/hg19_RORC', 'bio/hg38_RORC', 'bio/hg19_IER3IP1', 'bio/hg38_IER3IP1', 'bio/hg19_SELP', 'bio/hg38_SELP', 'bio/hg19_P2RX5', 'bio/hg38_P2RX5', 'bio/hg19_CA13', 'bio/hg38_CA13', 'bio/hg19_CCNY', 'bio/hg38_CCNY', 'bio/hg19_C3', 'bio/hg38_C3', 'bio/hg19_PREP', 'bio/hg38_PREP', 'bio/hg19_NFATC3', 'bio/hg38_NFATC3', 'bio/hg19_ABL1', 'bio/hg38_ABL1', 'bio/hg19_CLDN5', 'bio/hg38_CLDN5', 'bio/hg19_ORM1', 'bio/hg38_ORM1', 'bio/hg19_VCL', 'bio/hg38_VCL', 'bio/hg19_ST5', 'bio/hg38_ST5', 'bio/hg19_SLC36A4', 'bio/hg38_SLC36A4', 'bio/hg19_BPI', 'bio/hg38_BPI', 'bio/hg19_C5orf56', 'bio/hg38_C5orf56', 'bio/hg19_ENO3', 'bio/hg38_ENO3', 'bio/hg19_LGALS7', 'bio/hg38_LGALS7', 'bio/hg19_PPT1', 'bio/hg38_PPT1', 'bio/hg19_TRAF3IP2', 'bio/hg38_TRAF3IP2', 'bio/hg19_CX3CR1', 'bio/hg38_CX3CR1', 'bio/hg19_DRD5', 'bio/hg38_DRD5', 'bio/hg19_LRIG1', 'bio/hg38_LRIG1', 'bio/hg19_CARD8', 'bio/hg38_CARD8', 'bio/hg19_PAX5', 'bio/hg38_PAX5', 'bio/hg19_SDHB', 'bio/hg38_SDHB', 'bio/hg19_NPSR1', 'bio/hg38_NPSR1', 'bio/hg19_SLC30A8', 'bio/hg38_SLC30A8', 'bio/hg19_STC1', 'bio/hg38_STC1', 'bio/hg19_LMX1B', 'bio/hg38_LMX1B', 'bio/hg19_LILRB2', 'bio/hg38_LILRB2', 'bio/hg19_SLC1A7', 'bio/hg38_SLC1A7', 'bio/hg19_ZG16', 'bio/hg38_ZG16', 'bio/hg19_TAPBP', 'bio/hg38_TAPBP', 'bio/hg19_MIB2', 'bio/hg38_MIB2', 'bio/hg19_HMBS', 'bio/hg38_HMBS', 'bio/hg19_SIRT3', 'bio/hg38_SIRT3', 'bio/hg19_PRUNE', 'bio/hg19_SLC22A5', 'bio/hg38_SLC22A5', 'bio/hg19_TNFSF13B', 'bio/hg38_TNFSF13B', 'bio/hg19_C1orf106', 'bio/hg19_AZGP1', 'bio/hg38_AZGP1', 'bio/hg19_MSH2', 'bio/hg38_MSH2', 'bio/hg19_PPM1G', 'bio/hg38_PPM1G', 'bio/hg19_KLRD1', 'bio/hg38_KLRD1', 'bio/hg19_LALBA', 'bio/hg38_LALBA', 'bio/hg19_GAST', 'bio/hg38_GAST', 'bio/hg19_MSH3', 'bio/hg38_MSH3', 'bio/hg19_AVP', 'bio/hg38_AVP', 'bio/hg19_PHOX2B', 'bio/hg38_PHOX2B', 'bio/hg19_MDM2', 'bio/hg38_MDM2', 'bio/hg19_SGSH', 'bio/hg38_SGSH', 'bio/hg19_MGMT', 'bio/hg38_MGMT', 'bio/hg19_RARA', 'bio/hg38_RARA', 'bio/hg19_XKR6', 'bio/hg38_XKR6', 'bio/hg19_TF', 'bio/hg38_TF', 'bio/hg19_CD46', 'bio/hg38_CD46', 'bio/hg19_SIK2', 'bio/hg38_SIK2', 'bio/hg19_APOH', 'bio/hg38_APOH', 'bio/hg19_CALR', 'bio/hg38_CALR', 'bio/hg19_RPS6KA2', 'bio/hg38_RPS6KA2', 'bio/hg19_HLA-B', 'bio/hg38_HLA-B', 'bio/hg19_NOTCH4', 'bio/hg38_NOTCH4', 'bio/hg19_ST6GAL1', 'bio/hg38_ST6GAL1', 'bio/hg19_USP7', 'bio/hg38_USP7', 'bio/hg19_RNF125', 'bio/hg38_RNF125', 'bio/hg19_AGR2', 'bio/hg38_AGR2', 'bio/hg19_MRAP', 'bio/hg38_MRAP', 'bio/hg19_CASP6', 'bio/hg38_CASP6', 'bio/hg19_BANF1', 'bio/hg38_BANF1', 'bio/hg19_FERMT1', 'bio/hg38_FERMT1', 'bio/hg19_GOPC', 'bio/hg38_GOPC', 'bio/hg19_HGF', 'bio/hg38_HGF', 'bio/hg19_FAM107B', 'bio/hg38_FAM107B', 'bio/hg19_CASP5', 'bio/hg38_CASP5', 'bio/hg19_GRASP', 'bio/hg38_GRASP', 'bio/hg19_LAG3', 'bio/hg38_LAG3', 'bio/hg19_RAN', 'bio/hg38_RAN', 'bio/hg19_KRTAP1-3', 'bio/hg38_KRTAP1-3', 'bio/hg19_ALDH7A1', 'bio/hg38_ALDH7A1', 'bio/hg19_P2RX4', 'bio/hg38_P2RX4', 'bio/hg19_ZNF683', 'bio/hg38_ZNF683', 'bio/hg19_STEAP2-AS1', 'bio/hg38_STEAP2-AS1', 'bio/hg19_BLOC1S3', 'bio/hg38_BLOC1S3', 'bio/hg19_SOD1', 'bio/hg38_SOD1', 'bio/hg19_WNT2', 'bio/hg38_WNT2', 'bio/hg19_EHMT2', 'bio/hg38_EHMT2', 'bio/hg19_ANO6', 'bio/hg38_ANO6', 'bio/hg19_PTGER1', 'bio/hg38_PTGER1', 'bio/hg19_ULBP1', 'bio/hg38_ULBP1', 'bio/hg19_MAPK9', 'bio/hg38_MAPK9', 'bio/hg19_CD72', 'bio/hg38_CD72', 'bio/hg19_EHD4', 'bio/hg38_EHD4', 'bio/hg19_GBGT1', 'bio/hg38_GBGT1', 'bio/hg19_USP8', 'bio/hg38_USP8', 'bio/hg19_SP140', 'bio/hg38_SP140', 'bio/hg19_FCRL3', 'bio/hg38_FCRL3', 'bio/hg19_TRPC4', 'bio/hg38_TRPC4', 'bio/hg19_RAG1', 'bio/hg38_RAG1', 'bio/hg19_CD200', 'bio/hg38_CD200', 'bio/hg19_BTNL9', 'bio/hg38_BTNL9', 'bio/hg19_ALOX15B', 'bio/hg38_ALOX15B', 'bio/hg19_IGF2', 'bio/hg38_IGF2', 'bio/hg19_ALAD', 'bio/hg38_ALAD', 'bio/hg19_ADAMTS12', 'bio/hg38_ADAMTS12', 'bio/hg19_RNF43', 'bio/hg38_RNF43', 'bio/hg19_PARP1', 'bio/hg38_PARP1', 'bio/hg19_RNH1', 'bio/hg38_RNH1', 'bio/hg19_DNAJC17', 'bio/hg38_DNAJC17', 'bio/hg19_SULF2', 'bio/hg38_SULF2', 'bio/hg19_ABCG5', 'bio/hg38_ABCG5', 'bio/hg19_CD2', 'bio/hg38_CD2', 'bio/hg19_IL22RA2', 'bio/hg38_IL22RA2', 'bio/hg19_LSR', 'bio/hg38_LSR', 'bio/hg19_NR1H2', 'bio/hg38_NR1H2', 'bio/hg19_UMOD', 'bio/hg38_UMOD', 'bio/hg19_PIPOX', 'bio/hg38_PIPOX', 'bio/hg19_PITX1', 'bio/hg38_PITX1', 'bio/hg19_OTUB1', 'bio/hg38_OTUB1', 'bio/hg19_MSN', 'bio/hg38_MSN', 'bio/hg19_TMEM17', 'bio/hg38_TMEM17', 'bio/hg19_TEK', 'bio/hg38_TEK', 'bio/hg19_SLC9A3R1', 'bio/hg38_SLC9A3R1', 'bio/hg19_EBF1', 'bio/hg38_EBF1', 'bio/hg19_UNC93B1', 'bio/hg38_UNC93B1', 'bio/hg19_HDAC1', 'bio/hg38_HDAC1', 'bio/hg19_AQP10', 'bio/hg38_AQP10', 'bio/hg19_DNAJB9', 'bio/hg38_DNAJB9', 'bio/hg19_NEUROG3', 'bio/hg38_NEUROG3', 'bio/hg19_DHCR7', 'bio/hg38_DHCR7', 'bio/hg19_CXCL2', 'bio/hg38_CXCL2', 'bio/hg19_PER3', 'bio/hg38_PER3', 'bio/hg19_PLEK', 'bio/hg38_PLEK', 'bio/hg19_AFF3', 'bio/hg38_AFF3', 'bio/hg19_PRKG1', 'bio/hg38_PRKG1', 'bio/hg19_ACKR2', 'bio/hg38_ACKR2', 'bio/hg19_SGPL1', 'bio/hg38_SGPL1', 'bio/hg19_GMPS', 'bio/hg38_GMPS', 'bio/hg19_MOCOS', 'bio/hg38_MOCOS', 'bio/hg19_CSNK2B', 'bio/hg38_CSNK2B', 'bio/hg19_ID1', 'bio/hg38_ID1', 'bio/hg19_SPINK1', 'bio/hg38_SPINK1', 'bio/hg19_PRDX1', 'bio/hg38_PRDX1', 'bio/hg19_ENTPD3', 'bio/hg38_ENTPD3', 'bio/hg19_CPAMD8', 'bio/hg38_CPAMD8', 'bio/hg19_H2AFX', 'bio/hg38_H2AFX', 'bio/hg19_CDA', 'bio/hg38_CDA', 'bio/hg19_C1GALT1C1', 'bio/hg38_C1GALT1C1']\n",
- "7993\n",
- "associated hg38 genes: ['bio/hg38_OSMR', 'bio/hg38_CGNL1', 'bio/hg38_NR3C1', 'bio/hg38_ISG15', 'bio/hg38_IL36A', 'bio/hg38_SIRT1', 'bio/hg38_MXD4', 'bio/hg38_PLD4', 'bio/hg38_CD177', 'bio/hg38_PLG', 'bio/hg38_LGALS7B', 'bio/hg38_TMEM232', 'bio/hg38_MLKL', 'bio/hg38_UBE2I', 'bio/hg38_GPR132', 'bio/hg38_ATXN2', 'bio/hg38_COMP', 'bio/hg38_EGFR', 'bio/hg38_SUCNR1', 'bio/hg38_CD6', 'bio/hg38_LAT', 'bio/hg38_ASPRV1', 'bio/hg38_GNA11', 'bio/hg38_IL18RAP', 'bio/hg38_RGS14', 'bio/hg38_IFIT1', 'bio/hg38_OGFR', 'bio/hg38_SORCS2', 'bio/hg38_CSF2RB', 'bio/hg38_MAP3K11', 'bio/hg38_ITGA2', 'bio/hg38_JARID2', 'bio/hg38_TTC37', 'bio/hg38_CAPN14', 'bio/hg38_CYR61', 'bio/hg38_UBAC2', 'bio/hg38_RHCE', 'bio/hg38_ADRB2', 'bio/hg38_PIGR', 'bio/hg38_TCF7', 'bio/hg38_TRIAP1', 'bio/hg38_SLC2A4', 'bio/hg38_TRAIP', 'bio/hg38_VAMP7', 'bio/hg38_CD6', 'bio/hg38_HECA', 'bio/hg38_MLST8', 'bio/hg38_RNASE6', 'bio/hg38_FOXO1', 'bio/hg38_SH2D1A', 'bio/hg38_TTK', 'bio/hg38_PRKAA1', 'bio/hg38_DIABLO', 'bio/hg38_NTSR1', 'bio/hg38_EOMES', 'bio/hg38_SERPINA5', 'bio/hg38_KCNA3', 'bio/hg38_NLRP10', 'bio/hg38_POLB', 'bio/hg38_C4BPA', 'bio/hg38_NFKB2', 'bio/hg38_HNRNPD', 'bio/hg38_CARD18', 'bio/hg38_TNFRSF25', 'bio/hg38_FZD5', 'bio/hg38_SRGN', 'bio/hg38_RAB3D', 'bio/hg38_SST', 'bio/hg38_FNDC5', 'bio/hg38_BDKRB2', 'bio/hg38_CDC42', 'bio/hg38_BLK', 'bio/hg38_ACKR3', 'bio/hg38_IL18R1', 'bio/hg38_CXCL8', 'bio/hg38_DOK2', 'bio/hg38_THNSL1', 'bio/hg38_SEMA3C', 'bio/hg38_DCX', 'bio/hg38_IL20RA', 'bio/hg38_ADAR', 'bio/hg38_PMS1', 'bio/hg38_PLXNB2', 'bio/hg38_SLC26A3', 'bio/hg38_HHIP', 'bio/hg38_PDZK1', 'bio/hg38_TNFRSF17', 'bio/hg38_XBP1', 'bio/hg38_COBL', 'bio/hg38_PSMA7', 'bio/hg38_IL1RAP', 'bio/hg38_TTR', 'bio/hg38_C1GALT1', 'bio/hg38_CDKN2A', 'bio/hg38_ELOVL5', 'bio/hg38_PHTF1', 'bio/hg38_JAKMIP1', 'bio/hg38_ADSL', 'bio/hg38_SLC39A8', 'bio/hg38_CXCR1', 'bio/hg38_LOR', 'bio/hg38_GRIN2A', 'bio/hg38_KLK3', 'bio/hg38_ADK', 'bio/hg38_MYB', 'bio/hg38_DCXR', 'bio/hg38_IL34', 'bio/hg38_APOL1', 'bio/hg38_MYO5B', 'bio/hg38_ARSH', 'bio/hg38_MS4A2', 'bio/hg38_SOCS1', 'bio/hg38_DLG4', 'bio/hg38_TBC1D23', 'bio/hg38_KRT19', 'bio/hg38_GSDMC', 'bio/hg38_VIP', 'bio/hg38_GPR65', 'bio/hg38_FERMT2', 'bio/hg38_SLC25A20', 'bio/hg38_RIT1', 'bio/hg38_PTGES', 'bio/hg38_ZSCAN2', 'bio/hg38_SIGIRR', 'bio/hg38_GAS6', 'bio/hg38_CALCA', 'bio/hg38_HIST2H2AA3', 'bio/hg38_STAT5B', 'bio/hg38_RAET1L', 'bio/hg38_FIS1', 'bio/hg38_TNFRSF21', 'bio/hg38_TIGD1', 'bio/hg38_CA3', 'bio/hg38_FCGR2A', 'bio/hg38_HIST1H4I', 'bio/hg38_MMP19', 'bio/hg38_ITGB8', 'bio/hg38_SEPSECS', 'bio/hg38_CDKAL1', 'bio/hg38_AXIN1', 'bio/hg38_PIAS1', 'bio/hg38_POTEF', 'bio/hg38_TRIM31', 'bio/hg38_FAS', 'bio/hg38_LEAP2', 'bio/hg38_NCF2', 'bio/hg38_EEF1A1', 'bio/hg38_PNKD', 'bio/hg38_NTS', 'bio/hg38_IFI6', 'bio/hg38_DHFR', 'bio/hg38_NEGR1', 'bio/hg38_UPK1A', 'bio/hg38_IFNL2', 'bio/hg38_CUX2', 'bio/hg38_SMAD9', 'bio/hg38_PIK3R4', 'bio/hg38_S100A4', 'bio/hg38_LAP3', 'bio/hg38_S100A6', 'bio/hg38_DIO2', 'bio/hg38_NLRP4', 'bio/hg38_GPBAR1', 'bio/hg38_SELL', 'bio/hg38_LRP5', 'bio/hg38_RAB27A', 'bio/hg38_MAP3K1', 'bio/hg38_SYNGR1', 'bio/hg38_PTGR2', 'bio/hg38_CYP3A5', 'bio/hg38_TIRAP', 'bio/hg38_TGM5', 'bio/hg38_IGHV4-38-2', 'bio/hg38_GHR', 'bio/hg38_EPRS', 'bio/hg38_BCL2A1', 'bio/hg38_TLR1', 'bio/hg38_CD40', 'bio/hg38_DLL4', 'bio/hg38_TLR4', 'bio/hg38_MAP2K7', 'bio/hg38_GAD2', 'bio/hg38_GCDH', 'bio/hg38_HFE', 'bio/hg38_APOB', 'bio/hg38_MYOD1', 'bio/hg38_TYMP', 'bio/hg38_BCAR1', 'bio/hg38_MAP1LC3B', 'bio/hg38_FLNC', 'bio/hg38_USP17L4', 'bio/hg38_ARF6', 'bio/hg38_FZD2', 'bio/hg38_PRSS8', 'bio/hg38_ABCA12', 'bio/hg38_ALPL', 'bio/hg38_DHODH', 'bio/hg38_GZMM', 'bio/hg38_HCP5', 'bio/hg38_IQCB1', 'bio/hg38_PUS10', 'bio/hg38_SLC22A23', 'bio/hg38_ZBTB7B', 'bio/hg38_NCF4', 'bio/hg38_IL17RD', 'bio/hg38_RAB5A', 'bio/hg38_RICTOR', 'bio/hg38_IL17RA', 'bio/hg38_IL6ST', 'bio/hg38_REL', 'bio/hg38_SEMA6D', 'bio/hg38_KITLG', 'bio/hg38_MUC12', 'bio/hg38_UBAC2', 'bio/hg38_HNF4A', 'bio/hg38_PROM1', 'bio/hg38_HSPA1L', 'bio/hg38_KIR2DL3', 'bio/hg38_CCL27', 'bio/hg38_PTGIS', 'bio/hg38_GSN', 'bio/hg38_APOA5', 'bio/hg38_CLN3', 'bio/hg38_GNAS', 'bio/hg38_RSPO1', 'bio/hg38_TALDO1', 'bio/hg38_TNFAIP3', 'bio/hg38_RAB10', 'bio/hg38_DRD1', 'bio/hg38_S100G', 'bio/hg38_ITGAL', 'bio/hg38_ESR1', 'bio/hg38_YDJC', 'bio/hg38_CCDC174', 'bio/hg38_APCS', 'bio/hg38_PSMB10', 'bio/hg38_MMP14', 'bio/hg38_F5', 'bio/hg38_ANXA8', 'bio/hg38_UBE2E2', 'bio/hg38_ARSD', 'bio/hg38_KLRF1', 'bio/hg38_LRRK1', 'bio/hg38_SLCO6A1', 'bio/hg38_EHBP1L1', 'bio/hg38_FERMT3', 'bio/hg38_OR6J1', 'bio/hg38_TRAF1', 'bio/hg38_SLCO2B1', 'bio/hg38_DPP9', 'bio/hg38_ERAS', 'bio/hg38_CALU', 'bio/hg38_HDAC6', 'bio/hg38_CX3CL1', 'bio/hg38_SERPINB2', 'bio/hg38_TYK2', 'bio/hg38_HSPA1A', 'bio/hg38_AHSG', 'bio/hg38_SNORA75', 'bio/hg38_TNFRSF10A', 'bio/hg38_RELB', 'bio/hg38_TXNDC9', 'bio/hg38_NF1', 'bio/hg38_TNFRSF13C', 'bio/hg38_ITIH4', 'bio/hg38_ADGB', 'bio/hg38_SOX9', 'bio/hg38_VNN1', 'bio/hg38_SMAD4', 'bio/hg38_C22orf34', 'bio/hg38_ALB', 'bio/hg38_LILRA4', 'bio/hg38_ACLY', 'bio/hg38_CRTC3', 'bio/hg38_PROK2', 'bio/hg38_MT1X', 'bio/hg38_ZXDC', 'bio/hg38_GPX7', 'bio/hg38_PIWIL4', 'bio/hg38_NR1H4', 'bio/hg38_TRIM33', 'bio/hg38_APAF1', 'bio/hg38_AOC3', 'bio/hg38_GCKR', 'bio/hg38_P2RX1', 'bio/hg38_BDKRB1', 'bio/hg38_SEPT4', 'bio/hg38_S100A12', 'bio/hg38_NRAS', 'bio/hg38_FAM156B', 'bio/hg38_KIR2DL4', 'bio/hg38_IPMK', 'bio/hg38_JUN', 'bio/hg38_SHROOM2', 'bio/hg38_WNT1', 'bio/hg38_IFNA21', 'bio/hg38_SH3GLB1', 'bio/hg38_ITGB7', 'bio/hg38_PTX3', 'bio/hg38_TCOF1', 'bio/hg38_CSF2RA', 'bio/hg38_NEU2', 'bio/hg38_PSMB9', 'bio/hg38_DAP', 'bio/hg38_ICAM2', 'bio/hg38_TYROBP', 'bio/hg38_NXPE1', 'bio/hg38_SLC26A2', 'bio/hg38_RSPO3', 'bio/hg38_LINC01475', 'bio/hg38_ATG7', 'bio/hg38_LY96', 'bio/hg38_NR1I3', 'bio/hg38_SBNO2', 'bio/hg38_CLEC10A', 'bio/hg38_CUL5', 'bio/hg38_IFNGR2', 'bio/hg38_UBD', 'bio/hg38_MAP3K3', 'bio/hg38_PTGER4', 'bio/hg38_DNER', 'bio/hg38_GLP2R', 'bio/hg38_IRGM', 'bio/hg38_C2orf49', 'bio/hg38_OR10A3', 'bio/hg38_ODC1', 'bio/hg38_SCN5A', 'bio/hg38_LRRIQ3', 'bio/hg38_CD200R1', 'bio/hg38_ANXA2', 'bio/hg38_KCNK2', 'bio/hg38_SPNS1', 'bio/hg38_MAMSTR', 'bio/hg38_TNXB', 'bio/hg38_TBX21', 'bio/hg38_ARF3', 'bio/hg38_RALB', 'bio/hg38_CBL', 'bio/hg38_CD5L', 'bio/hg38_DNAJC13', 'bio/hg38_ST3GAL2', 'bio/hg38_TRAT1', 'bio/hg38_SENP8', 'bio/hg38_PDGFB', 'bio/hg38_CHAT', 'bio/hg38_WNT2', 'bio/hg38_CSF3', 'bio/hg38_HPSE', 'bio/hg38_EPHB3', 'bio/hg38_ACHE', 'bio/hg38_CSK', 'bio/hg38_SLCO1C1', 'bio/hg38_SCGB1A1', 'bio/hg38_CRLF2', 'bio/hg38_SEC11A', 'bio/hg38_HPX', 'bio/hg38_HIST2H3PS2', 'bio/hg38_IPP', 'bio/hg38_ZEB1', 'bio/hg38_MMP8', 'bio/hg38_UBLCP1', 'bio/hg38_FCGR2A', 'bio/hg38_SLC6A14', 'bio/hg38_ACE2', 'bio/hg38_DNAH3', 'bio/hg38_CCL23', 'bio/hg38_HBS1L', 'bio/hg38_CNTF', 'bio/hg38_MGAM', 'bio/hg38_GPR84', 'bio/hg38_CSHL1', 'bio/hg38_ACTA2', 'bio/hg38_PDLIM5', 'bio/hg38_RNF5', 'bio/hg38_C1orf68', 'bio/hg38_CMA1', 'bio/hg38_CD80', 'bio/hg38_GRP', 'bio/hg38_DUSP16', 'bio/hg38_UGT1A1', 'bio/hg38_MRPS7', 'bio/hg38_MS4A4A', 'bio/hg38_SEMA3G', 'bio/hg38_GBP6', 'bio/hg38_TGM6', 'bio/hg38_KIR2DL1', 'bio/hg38_LAT2', 'bio/hg38_TOR1A', 'bio/hg38_PPP2R3C', 'bio/hg38_GSDMD', 'bio/hg38_BTNL2', 'bio/hg38_DCT', 'bio/hg38_HBEGF', 'bio/hg38_KLF5', 'bio/hg38_CEBPE', 'bio/hg38_SPN', 'bio/hg38_FUT4', 'bio/hg38_RHOB', 'bio/hg38_PCK1', 'bio/hg38_CXCL11', 'bio/hg38_TAB3', 'bio/hg38_SNAI2', 'bio/hg38_LANCL2', 'bio/hg38_HBA2', 'bio/hg38_MGP', 'bio/hg38_TMEM173', 'bio/hg38_GPX3', 'bio/hg38_NUP210', 'bio/hg38_ORMDL3', 'bio/hg38_SRI', 'bio/hg38_CASP7', 'bio/hg38_FGG', 'bio/hg38_CPEB4', 'bio/hg38_CD3G', 'bio/hg38_DSG1', 'bio/hg38_PERP', 'bio/hg38_GLG1', 'bio/hg38_TIMP3', 'bio/hg38_NPIPB8', 'bio/hg38_IFNAR1', 'bio/hg38_JAG1', 'bio/hg38_NES', 'bio/hg38_CA7', 'bio/hg38_GSTM1', 'bio/hg38_KLKB1', 'bio/hg38_PTGER3', 'bio/hg38_SPESP1', 'bio/hg38_CSMD1', 'bio/hg38_MZF1', 'bio/hg38_DSC1', 'bio/hg38_HIST1H4H', 'bio/hg38_PYDC1', 'bio/hg38_TNFRSF14', 'bio/hg38_TNFRSF6B', 'bio/hg38_CHST4', 'bio/hg38_FCRL4', 'bio/hg38_CRHR1', 'bio/hg38_CA1', 'bio/hg38_CDKN3', 'bio/hg38_SLC7A2', 'bio/hg38_THEMIS', 'bio/hg38_PLA2G5', 'bio/hg38_ABHD8', 'bio/hg38_TSPO', 'bio/hg38_RNASET2', 'bio/hg38_RBFOX3', 'bio/hg38_TGM2', 'bio/hg38_TPI1', 'bio/hg38_RGS4', 'bio/hg38_HNMT', 'bio/hg38_GNA12', 'bio/hg38_ERBB3', 'bio/hg38_IL17B', 'bio/hg38_SBK1', 'bio/hg38_LPO', 'bio/hg38_CRTC3', 'bio/hg38_RCL1', 'bio/hg38_MYLK3', 'bio/hg38_FABP4', 'bio/hg38_SFTPC', 'bio/hg38_BAG3', 'bio/hg38_UHRF1', 'bio/hg38_USP17L3', 'bio/hg38_TNFAIP2', 'bio/hg38_BSN', 'bio/hg38_CSNK2A1', 'bio/hg38_CSF3R', 'bio/hg38_UGT1A6', 'bio/hg38_CEMIP', 'bio/hg38_PAH', 'bio/hg38_HEATR3', 'bio/hg38_CD207', 'bio/hg38_ARG1', 'bio/hg38_CNR2', 'bio/hg38_MCL1', 'bio/hg38_IFITM1', 'bio/hg38_ZPBP2', 'bio/hg38_TXNDC15', 'bio/hg38_CCL5', 'bio/hg38_PCSK7', 'bio/hg38_SOCS7', 'bio/hg38_DUSP1', 'bio/hg38_IL5', 'bio/hg38_RHOH', 'bio/hg38_PLA2G4B', 'bio/hg38_YES1', 'bio/hg38_TSPAN14', 'bio/hg38_TSC22D3', 'bio/hg38_SELE', 'bio/hg38_GATA2', 'bio/hg38_APBA1', 'bio/hg38_STAT3', 'bio/hg38_SULT1A2', 'bio/hg38_ASIC3', 'bio/hg38_CLDN3', 'bio/hg38_IL13', 'bio/hg38_CUBN', 'bio/hg38_CTSB', 'bio/hg38_NOXO1', 'bio/hg38_WDR6', 'bio/hg38_MAP3K7', 'bio/hg38_UBASH3A', 'bio/hg38_CD34', 'bio/hg38_IFNGR1', 'bio/hg38_NAT1', 'bio/hg38_SLC30A1', 'bio/hg38_CDH5', 'bio/hg38_A2M', 'bio/hg38_EFNB2', 'bio/hg38_TRIM41', 'bio/hg38_NOD1', 'bio/hg38_MTRR', 'bio/hg38_PDE4A', 'bio/hg38_MKKS', 'bio/hg38_SFRP2', 'bio/hg38_ZNF740', 'bio/hg38_UBE2V1', 'bio/hg38_IGFBP4', 'bio/hg38_AGPS', 'bio/hg38_GP6', 'bio/hg38_SIL1', 'bio/hg38_PGM1', 'bio/hg38_IMPDH2', 'bio/hg38_ELF3', 'bio/hg38_RXRA', 'bio/hg38_HIST2H4A', 'bio/hg38_GATA1', 'bio/hg38_ACP5', 'bio/hg38_MT1F', 'bio/hg38_RAB8A', 'bio/hg38_PMCH', 'bio/hg38_CD69', 'bio/hg38_NISCH', 'bio/hg38_PLA2G2D', 'bio/hg38_TFEB', 'bio/hg38_IFNA1', 'bio/hg38_CALCOCO2', 'bio/hg38_BTLA', 'bio/hg38_CXCL13', 'bio/hg38_LTB', 'bio/hg38_VMP1', 'bio/hg38_FFAR3', 'bio/hg38_APPL1', 'bio/hg38_TRIM35', 'bio/hg38_STAT1', 'bio/hg38_HNF4A-AS1', 'bio/hg38_NFIC', 'bio/hg38_CRH', 'bio/hg38_MUT', 'bio/hg38_ALPI', 'bio/hg38_P2RX2', 'bio/hg38_UTS2', 'bio/hg38_CDC25A', 'bio/hg38_TNFRSF18', 'bio/hg38_THADA', 'bio/hg38_SLC1A5', 'bio/hg38_SNAPC4', 'bio/hg38_FBN1', 'bio/hg38_INSRR', 'bio/hg38_NOTCH2', 'bio/hg38_MDK', 'bio/hg38_AIRE', 'bio/hg38_LILRA6', 'bio/hg38_UST', 'bio/hg38_F2', 'bio/hg38_RNASET2', 'bio/hg38_CD83', 'bio/hg38_CTSV', 'bio/hg38_PRDM1', 'bio/hg38_HHEX', 'bio/hg38_DISC1', 'bio/hg38_C10orf67', 'bio/hg38_HOMER1', 'bio/hg38_PGAM5', 'bio/hg38_COL18A1', 'bio/hg38_CCL4L1', 'bio/hg38_ALYREF', 'bio/hg38_C16orf45', 'bio/hg38_GFI1', 'bio/hg38_MUC15', 'bio/hg38_LMNB1', 'bio/hg38_P2RX7', 'bio/hg38_WNT2B', 'bio/hg38_VLDLR', 'bio/hg38_DHRS9', 'bio/hg38_KLRC2', 'bio/hg38_SLC7A3', 'bio/hg38_GATA6', 'bio/hg38_DMXL1', 'bio/hg38_IGFBP2', 'bio/hg38_CD84', 'bio/hg38_HPRT1', 'bio/hg38_OS9', 'bio/hg38_HLA-DRA', 'bio/hg38_SLC11A2', 'bio/hg38_CDKN1A', 'bio/hg38_VIPR2', 'bio/hg38_DYNLT1', 'bio/hg38_APEX1', 'bio/hg38_ID2', 'bio/hg38_TDO2', 'bio/hg38_TNIP3', 'bio/hg38_SERPINA7', 'bio/hg38_DDIT3', 'bio/hg38_FCER1G', 'bio/hg38_IFI27', 'bio/hg38_MUC17', 'bio/hg38_MT3', 'bio/hg38_MERTK', 'bio/hg38_ATG3', 'bio/hg38_NLRC4', 'bio/hg38_CHUK', 'bio/hg38_OLR1', 'bio/hg38_SNX20', 'bio/hg38_ADORA2B', 'bio/hg38_HRAS', 'bio/hg38_LILRA5', 'bio/hg38_PON1', 'bio/hg38_PTBP1', 'bio/hg38_MMP2', 'bio/hg38_KIF3A', 'bio/hg38_CELA3B', 'bio/hg38_CACNA1E', 'bio/hg38_HSPA2', 'bio/hg38_HDAC7', 'bio/hg38_PLCG2', 'bio/hg38_CERK', 'bio/hg38_DPEP1', 'bio/hg38_CAPN15', 'bio/hg38_SMURF1', 'bio/hg38_NDUFS7', 'bio/hg38_PIKFYVE', 'bio/hg38_BACH2', 'bio/hg38_CCNA2', 'bio/hg38_TRPM6', 'bio/hg38_NXPE1', 'bio/hg38_PMM1', 'bio/hg38_C1R', 'bio/hg38_CFI', 'bio/hg38_CGB8', 'bio/hg38_IL2RA', 'bio/hg38_GP2', 'bio/hg38_LRG1', 'bio/hg38_GBA', 'bio/hg38_BBOX1', 'bio/hg38_HGFAC', 'bio/hg38_ELK1', 'bio/hg38_MME', 'bio/hg38_CP', 'bio/hg38_FOSB', 'bio/hg38_ZNF649-AS1', 'bio/hg38_F13A1', 'bio/hg38_EFR3B', 'bio/hg38_PDXK', 'bio/hg38_AP001057.1', 'bio/hg38_ALOX12', 'bio/hg38_FGL2', 'bio/hg38_CFLAR', 'bio/hg38_CLU', 'bio/hg38_ARRB1', 'bio/hg38_SP6', 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'bio/hg38_EPX', 'bio/hg38_APOC1', 'bio/hg38_PLEKHG5', 'bio/hg38_EIF2AK4', 'bio/hg38_MEST', 'bio/hg38_ARSE', 'bio/hg38_SLC15A4', 'bio/hg38_GREM1', 'bio/hg38_HMGB1', 'bio/hg38_TJP3', 'bio/hg38_G0S2', 'bio/hg38_TNFSF18', 'bio/hg38_BRS3', 'bio/hg38_IKBKB', 'bio/hg38_SQSTM1', 'bio/hg38_RNPEPL1', 'bio/hg38_FGFR1OP', 'bio/hg38_KLK5', 'bio/hg38_PRNP', 'bio/hg38_GHRL', 'bio/hg38_IRF5', 'bio/hg38_MAP4K4', 'bio/hg38_APLN', 'bio/hg38_CYP2D6', 'bio/hg38_SRSF1', 'bio/hg38_RHEB', 'bio/hg38_STX11', 'bio/hg38_PDYN', 'bio/hg38_LRBA', 'bio/hg38_S100A1', 'bio/hg38_PTPRS', 'bio/hg38_IRX6', 'bio/hg38_RC3H1', 'bio/hg38_MT2A', 'bio/hg38_MTOR', 'bio/hg38_COL6A3', 'bio/hg38_ADCY7', 'bio/hg38_CUL2', 'bio/hg38_VEGFC', 'bio/hg38_FCGRT', 'bio/hg38_SHKBP1', 'bio/hg38_FGF21', 'bio/hg38_TMEM47', 'bio/hg38_BCL10', 'bio/hg38_ASPG', 'bio/hg38_PLA2G7', 'bio/hg38_GNPTAB', 'bio/hg38_KLK8', 'bio/hg38_RIPK3', 'bio/hg38_TNIP2', 'bio/hg38_CCNB1', 'bio/hg38_APP', 'bio/hg38_DGCR8', 'bio/hg38_GUK1', 'bio/hg38_REG1A', 'bio/hg38_ARMC3', 'bio/hg38_PTGER4', 'bio/hg38_MIR155HG', 'bio/hg38_MAPK13', 'bio/hg38_IL27', 'bio/hg38_PLA2G1B', 'bio/hg38_RSAD2', 'bio/hg38_ADAMTS20', 'bio/hg38_TNFRSF10C', 'bio/hg38_STAC3', 'bio/hg38_LACC1', 'bio/hg38_TNFRSF10B', 'bio/hg38_C4A', 'bio/hg38_ACOT1', 'bio/hg38_GADD45A', 'bio/hg38_VAMP3', 'bio/hg38_ICOS', 'bio/hg38_CD63', 'bio/hg38_AP1S3', 'bio/hg38_AAMP', 'bio/hg38_HIF1A', 'bio/hg38_FZD4', 'bio/hg38_CLCN3', 'bio/hg38_PDLIM2', 'bio/hg38_IFNGR2', 'bio/hg38_RNF130', 'bio/hg38_SREBF1', 'bio/hg38_ABCG2', 'bio/hg38_CCL3', 'bio/hg38_ARX', 'bio/hg38_MYL9', 'bio/hg38_EPG5', 'bio/hg38_TYK2', 'bio/hg38_CDH13', 'bio/hg38_NPC1L1', 'bio/hg38_TAS2R38', 'bio/hg38_HLA-C', 'bio/hg38_UBE2M', 'bio/hg38_NFAT5', 'bio/hg38_AXIN2', 'bio/hg38_PHOX2B', 'bio/hg38_PSRC1', 'bio/hg38_WDR78', 'bio/hg38_ENO1', 'bio/hg38_TJP2', 'bio/hg38_PADI3', 'bio/hg38_RGCC', 'bio/hg38_TSG101', 'bio/hg38_FOSL2', 'bio/hg38_DROSHA', 'bio/hg38_MS4A1', 'bio/hg38_TYK2', 'bio/hg38_CFHR4', 'bio/hg38_IL17RC', 'bio/hg38_ABCB4', 'bio/hg38_SNORD95', 'bio/hg38_GLI3', 'bio/hg38_ACE', 'bio/hg38_S1PR2', 'bio/hg38_APC', 'bio/hg38_SOX5', 'bio/hg38_AZU1', 'bio/hg38_ZIK1', 'bio/hg38_IKZF3', 'bio/hg38_CCL13', 'bio/hg38_SIK3', 'bio/hg38_NOG', 'bio/hg38_BHLHE22', 'bio/hg38_SLC5A1', 'bio/hg38_UBE4A', 'bio/hg38_MARVELD3', 'bio/hg38_IL17F', 'bio/hg38_WNT4', 'bio/hg38_NR5A2', 'bio/hg38_PHC3', 'bio/hg38_MEFV', 'bio/hg38_GP1BA', 'bio/hg38_CYP26B1', 'bio/hg38_MALRD1', 'bio/hg38_DEFA5', 'bio/hg38_RELA', 'bio/hg38_ADIPOQ', 'bio/hg38_RAVER2', 'bio/hg38_WIPI1', 'bio/hg38_DEFB104A', 'bio/hg38_ATG2A', 'bio/hg38_CD70', 'bio/hg38_MT1E', 'bio/hg38_CYSLTR2', 'bio/hg38_RPS27A', 'bio/hg38_ACADS', 'bio/hg38_OR13C5', 'bio/hg38_XIAP', 'bio/hg38_BATF', 'bio/hg38_EP300', 'bio/hg38_HLA-DOB', 'bio/hg38_FUNDC1', 'bio/hg38_IRF4', 'bio/hg38_FUT1', 'bio/hg38_GS1-24F4.2', 'bio/hg38_SOCS4', 'bio/hg38_FUT2', 'bio/hg38_ACADM', 'bio/hg38_SLC9A8', 'bio/hg38_MTMR3', 'bio/hg38_HCK', 'bio/hg38_RUFY4', 'bio/hg38_SLC22A2', 'bio/hg38_MFGE8', 'bio/hg38_GABARAPL2', 'bio/hg38_SEC16A', 'bio/hg38_FBLN5', 'bio/hg38_PLA2G6', 'bio/hg38_PGC', 'bio/hg38_PTGDS', 'bio/hg38_GALK1', 'bio/hg38_ATG16L1', 'bio/hg38_CD47', 'bio/hg38_RHO', 'bio/hg38_APELA', 'bio/hg38_MAPK1', 'bio/hg38_CCL15', 'bio/hg38_DEFB112', 'bio/hg38_PPM1L', 'bio/hg38_TG', 'bio/hg38_HTR1B', 'bio/hg38_ACR', 'bio/hg38_TLR2', 'bio/hg38_VSTM4', 'bio/hg38_BTK', 'bio/hg38_SP3', 'bio/hg38_DBH', 'bio/hg38_PTH', 'bio/hg38_CXCL9', 'bio/hg38_GYPA', 'bio/hg38_NCS1', 'bio/hg38_IL21', 'bio/hg38_UBE2S', 'bio/hg38_LIG3', 'bio/hg38_OXT', 'bio/hg38_SF3B6', 'bio/hg38_VIL1', 'bio/hg38_ITIH1', 'bio/hg38_TOP1', 'bio/hg38_S100A8', 'bio/hg38_IL17A', 'bio/hg38_EIF2A', 'bio/hg38_ANPEP', 'bio/hg38_CDHR2', 'bio/hg38_PPL', 'bio/hg38_MPO', 'bio/hg38_CD48', 'bio/hg38_HDAC4', 'bio/hg38_MYD88', 'bio/hg38_RHD', 'bio/hg38_FAM69A', 'bio/hg38_CLEC6A', 'bio/hg38_DEFB115', 'bio/hg38_SLCO4A1', 'bio/hg38_JAK2', 'bio/hg38_P2RY2', 'bio/hg38_SLC9A3R2', 'bio/hg38_OR5D13', 'bio/hg38_ITGB2', 'bio/hg38_TRIM27', 'bio/hg38_CD274', 'bio/hg38_BIRC2', 'bio/hg38_DBT', 'bio/hg38_EHD3', 'bio/hg38_PTS', 'bio/hg38_P2RY11', 'bio/hg38_CCL2', 'bio/hg38_DCLK1', 'bio/hg38_IGBP1', 'bio/hg38_IRS1', 'bio/hg38_FHIT', 'bio/hg38_FABP1', 'bio/hg38_SSTR1', 'bio/hg38_KDM6B', 'bio/hg38_CHRM2', 'bio/hg38_LIPC', 'bio/hg38_ZMIZ1', 'bio/hg38_RHOJ', 'bio/hg38_GABARAPL1', 'bio/hg38_FGF10', 'bio/hg38_SH3GL1', 'bio/hg38_ZBTB44', 'bio/hg38_FLNA', 'bio/hg38_RAB1A', 'bio/hg38_DEFB107A', 'bio/hg38_FGFR1OP', 'bio/hg38_STS', 'bio/hg38_ANKRD55', 'bio/hg38_CAMP', 'bio/hg38_TBKBP1', 'bio/hg38_OCA2', 'bio/hg38_CARD11', 'bio/hg38_SCARF1', 'bio/hg38_SLC29A2', 'bio/hg38_SERPINA1', 'bio/hg38_CYBA', 'bio/hg38_COL1A2', 'bio/hg38_METTL13', 'bio/hg38_CD27', 'bio/hg38_CD86', 'bio/hg38_CCT3', 'bio/hg38_FLT4', 'bio/hg38_C8orf74', 'bio/hg38_CYCS', 'bio/hg38_TMEM183A', 'bio/hg38_SLC30A10', 'bio/hg38_WDR45', 'bio/hg38_PNPLA2', 'bio/hg38_RB1', 'bio/hg38_DUOX1', 'bio/hg38_KCNK16', 'bio/hg38_CHD7', 'bio/hg38_GPR35', 'bio/hg38_CYP4F3', 'bio/hg38_STAU1', 'bio/hg38_MRPL19', 'bio/hg38_OR51F2', 'bio/hg38_SEPT9', 'bio/hg38_EDEM1', 'bio/hg38_PTPRK', 'bio/hg38_NAAA', 'bio/hg38_ITLN1', 'bio/hg38_KPNA1', 'bio/hg38_AMT', 'bio/hg38_MB', 'bio/hg38_LUM', 'bio/hg38_GLUL', 'bio/hg38_JAK2', 'bio/hg38_PODXL', 'bio/hg38_SMARCA4', 'bio/hg38_CREB3L4', 'bio/hg38_CREB3', 'bio/hg38_WRNIP1', 'bio/hg38_NFKBIB', 'bio/hg38_PDCD1', 'bio/hg38_GPR65', 'bio/hg38_RPLP0', 'bio/hg38_MAPKAPK5', 'bio/hg38_TRPV2', 'bio/hg38_SETD7', 'bio/hg38_TRIM10', 'bio/hg38_ATG4B', 'bio/hg38_CREB1', 'bio/hg38_NRG4', 'bio/hg38_CXCR3', 'bio/hg38_TGFBR2', 'bio/hg38_TFF1', 'bio/hg38_AUTS2', 'bio/hg38_TPM1', 'bio/hg38_KLRK1', 'bio/hg38_IL12B', 'bio/hg38_LTA4H', 'bio/hg38_SLC39A14', 'bio/hg38_CYP27A1', 'bio/hg38_SPINK5', 'bio/hg38_SLK', 'bio/hg38_DHX9', 'bio/hg38_NOTCH4', 'bio/hg38_ADORA2A', 'bio/hg38_TNFRSF4', 'bio/hg38_FGFR2', 'bio/hg38_ADCY5', 'bio/hg38_PDHX', 'bio/hg38_PLAU', 'bio/hg38_CCL3L3', 'bio/hg38_TIMP2', 'bio/hg38_CLEC5A', 'bio/hg38_FGF2', 'bio/hg38_SLAIN2', 'bio/hg38_NGFR', 'bio/hg38_RPS6KB1', 'bio/hg38_TNFSF15', 'bio/hg38_NOXA1', 'bio/hg38_DUSP12', 'bio/hg38_HTT', 'bio/hg38_UGT1A8', 'bio/hg38_BSN', 'bio/hg38_S100A9', 'bio/hg38_GPR68', 'bio/hg38_CD4', 'bio/hg38_KDR', 'bio/hg38_PIP4K2C', 'bio/hg38_BDH1', 'bio/hg38_NUDT3', 'bio/hg38_TNFRSF10D', 'bio/hg38_PHACTR1', 'bio/hg38_LPA', 'bio/hg38_IL31', 'bio/hg38_ACKR1', 'bio/hg38_IDH1', 'bio/hg38_HNF1B', 'bio/hg38_VCAM1', 'bio/hg38_TCF7L2', 'bio/hg38_RPS13', 'bio/hg38_TES', 'bio/hg38_TNFSF4', 'bio/hg38_PROCR', 'bio/hg38_AGTR1', 'bio/hg38_NFE2', 'bio/hg38_TNPO3', 'bio/hg38_CTSA', 'bio/hg38_BRCA1', 'bio/hg38_DUOX2', 'bio/hg38_NKX2-3', 'bio/hg38_DNMT3A', 'bio/hg38_SGTA', 'bio/hg38_TMEM174', 'bio/hg38_IRF6', 'bio/hg38_DAPK1', 'bio/hg38_LPCAT3', 'bio/hg38_BIN3', 'bio/hg38_CYP19A1', 'bio/hg38_ITGA6', 'bio/hg38_TM9SF4', 'bio/hg38_NBR1', 'bio/hg38_BMI1', 'bio/hg38_KLF6', 'bio/hg38_EEA1', 'bio/hg38_FZD1', 'bio/hg38_IL1R1', 'bio/hg38_C10orf90', 'bio/hg38_IL12B', 'bio/hg38_HGS', 'bio/hg38_KLHL6', 'bio/hg38_TNFRSF11B', 'bio/hg38_MALT1', 'bio/hg38_PTPN2', 'bio/hg38_SLC38A4', 'bio/hg38_ACAP1', 'bio/hg38_SLC25A16', 'bio/hg38_CORO1A', 'bio/hg38_BAZ2A', 'bio/hg38_SIRT2', 'bio/hg38_OTUD3', 'bio/hg38_IRF7', 'bio/hg38_MYH10', 'bio/hg38_IGF1R', 'bio/hg38_MPZL3', 'bio/hg38_DPPA3', 'bio/hg38_USP2', 'bio/hg38_OPRD1', 'bio/hg38_CARD6', 'bio/hg38_ZPBP2', 'bio/hg38_BCL2L10', 'bio/hg38_MAP3K8', 'bio/hg38_CCL7', 'bio/hg38_MED28', 'bio/hg38_TXNRD1', 'bio/hg38_OPRM1', 'bio/hg38_EDN1', 'bio/hg38_CUL3', 'bio/hg38_ARNTL', 'bio/hg38_ADCY3', 'bio/hg38_BNIP3', 'bio/hg38_HORMAD2', 'bio/hg38_PPBP', 'bio/hg38_CEP72', 'bio/hg38_CXCL12', 'bio/hg38_NPBWR1', 'bio/hg38_PMAIP1', 'bio/hg38_HDGF', 'bio/hg38_STX17', 'bio/hg38_NFIL3', 'bio/hg38_IFNAR2', 'bio/hg38_DLAT', 'bio/hg38_CFB', 'bio/hg38_STX8', 'bio/hg38_HPGDS', 'bio/hg38_SEMA3F', 'bio/hg38_PTGER2', 'bio/hg38_MYOCD', 'bio/hg38_CD163', 'bio/hg38_REG1B', 'bio/hg38_ASPA', 'bio/hg38_UGDH', 'bio/hg38_CTSC', 'bio/hg38_ITIH2', 'bio/hg38_FIBP', 'bio/hg38_PNLIP', 'bio/hg38_PSMG1', 'bio/hg38_CPXM1', 'bio/hg38_GPA33', 'bio/hg38_MARCH1', 'bio/hg38_LYVE1', 'bio/hg38_NFYA', 'bio/hg38_THEMIS', 'bio/hg38_TMBIM6', 'bio/hg38_IRF2BP1', 'bio/hg38_GRB2', 'bio/hg38_FPR1', 'bio/hg38_SLTM', 'bio/hg38_GGTLC3', 'bio/hg38_LITAF', 'bio/hg38_RNF114', 'bio/hg38_IL23R', 'bio/hg38_ADAMTS7', 'bio/hg38_MASP2', 'bio/hg38_RAB40AL', 'bio/hg38_TAOK3', 'bio/hg38_CCL20', 'bio/hg38_AREG', 'bio/hg38_GIMAP5', 'bio/hg38_MGLL', 'bio/hg38_NOD2', 'bio/hg38_IRX5', 'bio/hg38_PEPD', 'bio/hg38_GBP7', 'bio/hg38_USP18', 'bio/hg38_NOS1AP', 'bio/hg38_MAP2K5', 'bio/hg38_COG2', 'bio/hg38_ADAMTS4', 'bio/hg38_XPNPEP1', 'bio/hg38_NRIP1', 'bio/hg38_LILRB3', 'bio/hg38_SCD', 'bio/hg38_APOBEC3G', 'bio/hg38_PCSK5', 'bio/hg38_CCND1', 'bio/hg38_NRBF2', 'bio/hg38_HLA-DRB1', 'bio/hg38_CD300E', 'bio/hg38_MMP13', 'bio/hg38_HAVCR2', 'bio/hg38_CXCL3', 'bio/hg38_IFIT3', 'bio/hg38_SNRNP70', 'bio/hg38_ATF6', 'bio/hg38_PLEKHH1', 'bio/hg38_HTR1A', 'bio/hg38_TTC7A', 'bio/hg38_MREG', 'bio/hg38_ST3GAL4', 'bio/hg38_CD247', 'bio/hg38_SLC10A4', 'bio/hg38_SCTR', 'bio/hg38_TNFSF15', 'bio/hg38_PSTPIP1', 'bio/hg38_ANG', 'bio/hg38_AQP11', 'bio/hg38_DEFB124', 'bio/hg38_LGR5', 'bio/hg38_RNF138', 'bio/hg38_S1PR5', 'bio/hg38_SLAMF1', 'bio/hg38_SULF1', 'bio/hg38_BMP7', 'bio/hg38_CDK6', 'bio/hg38_PECAM1', 'bio/hg38_PGAP3', 'bio/hg38_SP7', 'bio/hg38_MST1R', 'bio/hg38_ADIPOR2', 'bio/hg38_NCMAP', 'bio/hg38_RNF31', 'bio/hg38_RHBDF2', 'bio/hg38_NLRX1', 'bio/hg38_TXK', 'bio/hg38_LIF', 'bio/hg38_VAMP8', 'bio/hg38_C1S', 'bio/hg38_NKD1', 'bio/hg38_IRAK4', 'bio/hg38_RAB2A', 'bio/hg38_RORC', 'bio/hg38_IER3IP1', 'bio/hg38_SELP', 'bio/hg38_P2RX5', 'bio/hg38_CA13', 'bio/hg38_CCNY', 'bio/hg38_C3', 'bio/hg38_PREP', 'bio/hg38_NFATC3', 'bio/hg38_ABL1', 'bio/hg38_CLDN5', 'bio/hg38_ORM1', 'bio/hg38_VCL', 'bio/hg38_ST5', 'bio/hg38_SLC36A4', 'bio/hg38_BPI', 'bio/hg38_C5orf56', 'bio/hg38_ENO3', 'bio/hg38_LGALS7', 'bio/hg38_PPT1', 'bio/hg38_TRAF3IP2', 'bio/hg38_CX3CR1', 'bio/hg38_DRD5', 'bio/hg38_LRIG1', 'bio/hg38_CARD8', 'bio/hg38_PAX5', 'bio/hg38_SDHB', 'bio/hg38_NPSR1', 'bio/hg38_SLC30A8', 'bio/hg38_STC1', 'bio/hg38_LMX1B', 'bio/hg38_LILRB2', 'bio/hg38_SLC1A7', 'bio/hg38_ZG16', 'bio/hg38_TAPBP', 'bio/hg38_MIB2', 'bio/hg38_HMBS', 'bio/hg38_SIRT3', 'bio/hg38_SLC22A5', 'bio/hg38_TNFSF13B', 'bio/hg38_AZGP1', 'bio/hg38_MSH2', 'bio/hg38_PPM1G', 'bio/hg38_KLRD1', 'bio/hg38_LALBA', 'bio/hg38_GAST', 'bio/hg38_MSH3', 'bio/hg38_AVP', 'bio/hg38_PHOX2B', 'bio/hg38_MDM2', 'bio/hg38_SGSH', 'bio/hg38_MGMT', 'bio/hg38_RARA', 'bio/hg38_XKR6', 'bio/hg38_TF', 'bio/hg38_CD46', 'bio/hg38_SIK2', 'bio/hg38_APOH', 'bio/hg38_CALR', 'bio/hg38_RPS6KA2', 'bio/hg38_HLA-B', 'bio/hg38_NOTCH4', 'bio/hg38_ST6GAL1', 'bio/hg38_USP7', 'bio/hg38_RNF125', 'bio/hg38_AGR2', 'bio/hg38_MRAP', 'bio/hg38_CASP6', 'bio/hg38_BANF1', 'bio/hg38_FERMT1', 'bio/hg38_GOPC', 'bio/hg38_HGF', 'bio/hg38_FAM107B', 'bio/hg38_CASP5', 'bio/hg38_GRASP', 'bio/hg38_LAG3', 'bio/hg38_RAN', 'bio/hg38_KRTAP1-3', 'bio/hg38_ALDH7A1', 'bio/hg38_P2RX4', 'bio/hg38_ZNF683', 'bio/hg38_STEAP2-AS1', 'bio/hg38_BLOC1S3', 'bio/hg38_SOD1', 'bio/hg38_WNT2', 'bio/hg38_EHMT2', 'bio/hg38_ANO6', 'bio/hg38_PTGER1', 'bio/hg38_ULBP1', 'bio/hg38_MAPK9', 'bio/hg38_CD72', 'bio/hg38_EHD4', 'bio/hg38_GBGT1', 'bio/hg38_USP8', 'bio/hg38_SP140', 'bio/hg38_FCRL3', 'bio/hg38_TRPC4', 'bio/hg38_RAG1', 'bio/hg38_CD200', 'bio/hg38_BTNL9', 'bio/hg38_ALOX15B', 'bio/hg38_IGF2', 'bio/hg38_ALAD', 'bio/hg38_ADAMTS12', 'bio/hg38_RNF43', 'bio/hg38_PARP1', 'bio/hg38_RNH1', 'bio/hg38_DNAJC17', 'bio/hg38_SULF2', 'bio/hg38_ABCG5', 'bio/hg38_CD2', 'bio/hg38_IL22RA2', 'bio/hg38_LSR', 'bio/hg38_NR1H2', 'bio/hg38_UMOD', 'bio/hg38_PIPOX', 'bio/hg38_PITX1', 'bio/hg38_OTUB1', 'bio/hg38_MSN', 'bio/hg38_TMEM17', 'bio/hg38_TEK', 'bio/hg38_SLC9A3R1', 'bio/hg38_EBF1', 'bio/hg38_UNC93B1', 'bio/hg38_HDAC1', 'bio/hg38_AQP10', 'bio/hg38_DNAJB9', 'bio/hg38_NEUROG3', 'bio/hg38_DHCR7', 'bio/hg38_CXCL2', 'bio/hg38_PER3', 'bio/hg38_PLEK', 'bio/hg38_AFF3', 'bio/hg38_PRKG1', 'bio/hg38_ACKR2', 'bio/hg38_SGPL1', 'bio/hg38_GMPS', 'bio/hg38_MOCOS', 'bio/hg38_CSNK2B', 'bio/hg38_ID1', 'bio/hg38_SPINK1', 'bio/hg38_PRDX1', 'bio/hg38_ENTPD3', 'bio/hg38_CPAMD8', 'bio/hg38_H2AFX', 'bio/hg38_CDA', 'bio/hg38_C1GALT1C1']\n",
- "3967\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "dVDg8KVpDa15"
- },
- "source": [
- "## Drug-Gene Associations Query \n",
- "\n",
- "Using the genes we found above, we can find chemcial compounds that are associated with the genes via ChemicalCompoundGeneAssociation nodes in Data Commons. We will be storing the relationship of candidate to gene targets in the form of a dictionary. Later on, we will use these relationships to rank certain candidates against the the treatment compounds we found earlier."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "v1PoHE2wQiaA",
- "outputId": "af053d82-5e2b-4118-b3b5-a027dca24d8d",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "# Find ChemicalCompoundGeneAssociation nodes involving the newly found \n",
- "# associated genes\n",
- "query_str = '''\n",
- "SELECT ?cga_dcid ?gene\n",
- "WHERE {{\n",
- "?gene dcid (\"{0}\") .\n",
- "?cga_dcid typeOf ChemicalCompoundGeneAssociation .\n",
- "?cga_dcid geneID ?gene . \n",
- "}}\n",
- "'''\n",
- "\n",
- "result = conduct_query(query_str, hg38_associated_genes)\n",
- "\n",
- "candidate_to_genes = {}\n",
- "print(result)\n",
- "\n",
- "if not result:\n",
- " print('no drug-gene associations found')\n",
- "else:\n",
- " # retreive the compound dcids involved in the found \n",
- " # ChemicalCompoundGeneAssociation nodes\n",
- " cga_list = [row['?cga_dcid'] for row in result]\n",
- " cga_to_candidate = dc.get_property_values(cga_list, 'compoundID')\n",
- " print(cga_to_candidate)\n",
- " \n",
- " for row in result:\n",
- " candidate = cga_to_candidate[row['?cga_dcid']][0]\n",
- "\n",
- " # ensure we have limited targets to hg38\n",
- " if not row['?gene'].startswith('bio/hg38'):\n",
- " continue\n",
- " # save candidate to gene targets relationship\n",
- " if candidate in candidate_to_genes:\n",
- " candidate_to_genes[candidate].add(row['?gene'])\n",
- " else:\n",
- " candidate_to_genes[candidate] = {row['?gene']}\n",
- " \n",
- "print(candidate_to_genes)\n",
- "print(len(candidate_to_genes))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "\n",
- "SELECT ?cga_dcid ?gene\n",
- "WHERE {\n",
- "?gene dcid (\"bio/hg38_CXCR3\" \"bio/hg38_TGFBR2\" \"bio/hg38_TFF1\" \"bio/hg38_AUTS2\" \"bio/hg38_TPM1\" \"bio/hg38_KLRK1\" \"bio/hg38_IL12B\" \"bio/hg38_LTA4H\" \"bio/hg38_SLC39A14\" \"bio/hg38_CYP27A1\" \"bio/hg38_SPINK5\" \"bio/hg38_SLK\" \"bio/hg38_DHX9\" \"bio/hg38_NOTCH4\" \"bio/hg38_ADORA2A\" \"bio/hg38_TNFRSF4\" \"bio/hg38_FGFR2\" \"bio/hg38_ADCY5\" \"bio/hg38_PDHX\" \"bio/hg38_PLAU\" \"bio/hg38_CCL3L3\" \"bio/hg38_TIMP2\" \"bio/hg38_CLEC5A\" \"bio/hg38_FGF2\" \"bio/hg38_SLAIN2\" \"bio/hg38_NGFR\" \"bio/hg38_RPS6KB1\" \"bio/hg38_TNFSF15\" \"bio/hg38_NOXA1\" \"bio/hg38_DUSP12\" \"bio/hg38_HTT\" \"bio/hg38_UGT1A8\" \"bio/hg38_BSN\" \"bio/hg38_S100A9\" \"bio/hg38_GPR68\" \"bio/hg38_CD4\" \"bio/hg38_KDR\" \"bio/hg38_PIP4K2C\" \"bio/hg38_BDH1\" \"bio/hg38_NUDT3\" \"bio/hg38_TNFRSF10D\" \"bio/hg38_PHACTR1\" \"bio/hg38_LPA\" \"bio/hg38_IL31\" \"bio/hg38_ACKR1\" \"bio/hg38_IDH1\" \"bio/hg38_HNF1B\" \"bio/hg38_VCAM1\" \"bio/hg38_TCF7L2\" \"bio/hg38_RPS13\" \"bio/hg38_TES\" \"bio/hg38_TNFSF4\" \"bio/hg38_PROCR\" \"bio/hg38_AGTR1\" \"bio/hg38_NFE2\" \"bio/hg38_TNPO3\" \"bio/hg38_CTSA\" \"bio/hg38_BRCA1\" \"bio/hg38_DUOX2\" \"bio/hg38_NKX2-3\" \"bio/hg38_DNMT3A\" \"bio/hg38_SGTA\" \"bio/hg38_TMEM174\" \"bio/hg38_IRF6\" \"bio/hg38_DAPK1\" \"bio/hg38_LPCAT3\" \"bio/hg38_BIN3\" \"bio/hg38_CYP19A1\" \"bio/hg38_ITGA6\" \"bio/hg38_TM9SF4\" \"bio/hg38_NBR1\" \"bio/hg38_BMI1\" \"bio/hg38_KLF6\" \"bio/hg38_EEA1\" \"bio/hg38_FZD1\" \"bio/hg38_IL1R1\" \"bio/hg38_C10orf90\" \"bio/hg38_IL12B\" \"bio/hg38_HGS\" \"bio/hg38_KLHL6\" \"bio/hg38_TNFRSF11B\" \"bio/hg38_MALT1\" \"bio/hg38_PTPN2\" \"bio/hg38_SLC38A4\" \"bio/hg38_ACAP1\" \"bio/hg38_SLC25A16\" \"bio/hg38_CORO1A\" \"bio/hg38_BAZ2A\" \"bio/hg38_SIRT2\" \"bio/hg38_OTUD3\" \"bio/hg38_IRF7\" \"bio/hg38_MYH10\" \"bio/hg38_IGF1R\" \"bio/hg38_MPZL3\" \"bio/hg38_DPPA3\" \"bio/hg38_USP2\" \"bio/hg38_OPRD1\" \"bio/hg38_CARD6\" \"bio/hg38_ZPBP2\" \"bio/hg38_BCL2L10\" \"bio/hg38_MAP3K8\" \"bio/hg38_CCL7\" \"bio/hg38_MED28\" \"bio/hg38_TXNRD1\" \"bio/hg38_OPRM1\" \"bio/hg38_EDN1\" \"bio/hg38_CUL3\" \"bio/hg38_ARNTL\" \"bio/hg38_ADCY3\" \"bio/hg38_BNIP3\" \"bio/hg38_HORMAD2\" \"bio/hg38_PPBP\" \"bio/hg38_CEP72\" \"bio/hg38_CXCL12\" \"bio/hg38_NPBWR1\" \"bio/hg38_PMAIP1\" \"bio/hg38_HDGF\" \"bio/hg38_STX17\" \"bio/hg38_NFIL3\" \"bio/hg38_IFNAR2\" \"bio/hg38_DLAT\" \"bio/hg38_CFB\" \"bio/hg38_STX8\" \"bio/hg38_HPGDS\" \"bio/hg38_SEMA3F\" \"bio/hg38_PTGER2\" \"bio/hg38_MYOCD\" \"bio/hg38_CD163\" \"bio/hg38_REG1B\" \"bio/hg38_ASPA\" \"bio/hg38_UGDH\" \"bio/hg38_CTSC\" \"bio/hg38_ITIH2\" \"bio/hg38_FIBP\" \"bio/hg38_PNLIP\" \"bio/hg38_PSMG1\" \"bio/hg38_CPXM1\" \"bio/hg38_GPA33\" \"bio/hg38_MARCH1\" \"bio/hg38_LYVE1\" \"bio/hg38_NFYA\" \"bio/hg38_THEMIS\" \"bio/hg38_TMBIM6\" \"bio/hg38_IRF2BP1\" \"bio/hg38_GRB2\" \"bio/hg38_FPR1\" \"bio/hg38_SLTM\" \"bio/hg38_GGTLC3\" \"bio/hg38_LITAF\" \"bio/hg38_RNF114\" \"bio/hg38_IL23R\" \"bio/hg38_ADAMTS7\" \"bio/hg38_MASP2\" \"bio/hg38_RAB40AL\" \"bio/hg38_TAOK3\" \"bio/hg38_CCL20\" \"bio/hg38_AREG\" \"bio/hg38_GIMAP5\" \"bio/hg38_MGLL\" \"bio/hg38_NOD2\" \"bio/hg38_IRX5\" \"bio/hg38_PEPD\" \"bio/hg38_GBP7\" \"bio/hg38_USP18\" \"bio/hg38_NOS1AP\" \"bio/hg38_MAP2K5\" \"bio/hg38_COG2\" \"bio/hg38_ADAMTS4\" \"bio/hg38_XPNPEP1\" \"bio/hg38_NRIP1\" \"bio/hg38_LILRB3\" \"bio/hg38_SCD\" \"bio/hg38_APOBEC3G\" \"bio/hg38_PCSK5\" \"bio/hg38_CCND1\" \"bio/hg38_NRBF2\" \"bio/hg38_HLA-DRB1\" \"bio/hg38_CD300E\" \"bio/hg38_MMP13\" \"bio/hg38_HAVCR2\" \"bio/hg38_CXCL3\" \"bio/hg38_IFIT3\" \"bio/hg38_SNRNP70\" \"bio/hg38_ATF6\" \"bio/hg38_PLEKHH1\" \"bio/hg38_HTR1A\" \"bio/hg38_TTC7A\" \"bio/hg38_MREG\" \"bio/hg38_ST3GAL4\" \"bio/hg38_CD247\" \"bio/hg38_SLC10A4\" \"bio/hg38_SCTR\" \"bio/hg38_TNFSF15\" \"bio/hg38_PSTPIP1\" \"bio/hg38_ANG\" \"bio/hg38_AQP11\" \"bio/hg38_DEFB124\" \"bio/hg38_LGR5\" \"bio/hg38_RNF138\" \"bio/hg38_S1PR5\" \"bio/hg38_SLAMF1\" \"bio/hg38_SULF1\" \"bio/hg38_BMP7\" \"bio/hg38_CDK6\" \"bio/hg38_PECAM1\" \"bio/hg38_PGAP3\" \"bio/hg38_SP7\" \"bio/hg38_MST1R\" \"bio/hg38_ADIPOR2\" \"bio/hg38_NCMAP\" \"bio/hg38_RNF31\" \"bio/hg38_RHBDF2\" \"bio/hg38_NLRX1\" \"bio/hg38_TXK\" \"bio/hg38_LIF\" \"bio/hg38_VAMP8\" \"bio/hg38_C1S\" \"bio/hg38_NKD1\" \"bio/hg38_IRAK4\" \"bio/hg38_RAB2A\" \"bio/hg38_RORC\" \"bio/hg38_IER3IP1\" \"bio/hg38_SELP\" \"bio/hg38_P2RX5\" \"bio/hg38_CA13\" \"bio/hg38_CCNY\" \"bio/hg38_C3\" \"bio/hg38_PREP\" \"bio/hg38_NFATC3\" \"bio/hg38_ABL1\" \"bio/hg38_CLDN5\" \"bio/hg38_ORM1\" \"bio/hg38_VCL\" \"bio/hg38_ST5\" \"bio/hg38_SLC36A4\" \"bio/hg38_BPI\" \"bio/hg38_C5orf56\" \"bio/hg38_ENO3\" \"bio/hg38_LGALS7\" \"bio/hg38_PPT1\" \"bio/hg38_TRAF3IP2\" \"bio/hg38_CX3CR1\" \"bio/hg38_DRD5\" \"bio/hg38_LRIG1\" \"bio/hg38_CARD8\" \"bio/hg38_PAX5\" \"bio/hg38_SDHB\" \"bio/hg38_NPSR1\" \"bio/hg38_SLC30A8\" \"bio/hg38_STC1\" \"bio/hg38_LMX1B\" \"bio/hg38_LILRB2\" \"bio/hg38_SLC1A7\" \"bio/hg38_ZG16\" \"bio/hg38_TAPBP\" \"bio/hg38_MIB2\" \"bio/hg38_HMBS\" \"bio/hg38_SIRT3\" \"bio/hg38_SLC22A5\" \"bio/hg38_TNFSF13B\" \"bio/hg38_AZGP1\" \"bio/hg38_MSH2\" \"bio/hg38_PPM1G\" \"bio/hg38_KLRD1\" \"bio/hg38_LALBA\" \"bio/hg38_GAST\" \"bio/hg38_MSH3\" \"bio/hg38_AVP\" \"bio/hg38_PHOX2B\" \"bio/hg38_MDM2\" \"bio/hg38_SGSH\" \"bio/hg38_MGMT\" \"bio/hg38_RARA\" \"bio/hg38_XKR6\" \"bio/hg38_TF\" \"bio/hg38_CD46\" \"bio/hg38_SIK2\" \"bio/hg38_APOH\" \"bio/hg38_CALR\" \"bio/hg38_RPS6KA2\" \"bio/hg38_HLA-B\" \"bio/hg38_NOTCH4\" \"bio/hg38_ST6GAL1\" \"bio/hg38_USP7\" \"bio/hg38_RNF125\" \"bio/hg38_AGR2\" \"bio/hg38_MRAP\" \"bio/hg38_CASP6\" \"bio/hg38_BANF1\" \"bio/hg38_FERMT1\" \"bio/hg38_GOPC\" \"bio/hg38_HGF\" \"bio/hg38_FAM107B\" \"bio/hg38_CASP5\" \"bio/hg38_GRASP\" \"bio/hg38_LAG3\" \"bio/hg38_RAN\" \"bio/hg38_KRTAP1-3\" \"bio/hg38_ALDH7A1\" \"bio/hg38_P2RX4\" \"bio/hg38_ZNF683\" \"bio/hg38_STEAP2-AS1\" \"bio/hg38_BLOC1S3\" \"bio/hg38_SOD1\" \"bio/hg38_WNT2\" \"bio/hg38_EHMT2\" \"bio/hg38_ANO6\" \"bio/hg38_PTGER1\" \"bio/hg38_ULBP1\" \"bio/hg38_MAPK9\" \"bio/hg38_CD72\" \"bio/hg38_EHD4\" \"bio/hg38_GBGT1\" \"bio/hg38_USP8\" \"bio/hg38_SP140\" \"bio/hg38_FCRL3\" \"bio/hg38_TRPC4\" \"bio/hg38_RAG1\" \"bio/hg38_CD200\" \"bio/hg38_BTNL9\" \"bio/hg38_ALOX15B\" \"bio/hg38_IGF2\" \"bio/hg38_ALAD\" \"bio/hg38_ADAMTS12\" \"bio/hg38_RNF43\" \"bio/hg38_PARP1\" \"bio/hg38_RNH1\" \"bio/hg38_DNAJC17\" \"bio/hg38_SULF2\" \"bio/hg38_ABCG5\" \"bio/hg38_CD2\" \"bio/hg38_IL22RA2\" \"bio/hg38_LSR\" \"bio/hg38_NR1H2\" \"bio/hg38_UMOD\" \"bio/hg38_PIPOX\" \"bio/hg38_PITX1\" \"bio/hg38_OTUB1\" \"bio/hg38_MSN\" \"bio/hg38_TMEM17\" \"bio/hg38_TEK\" \"bio/hg38_SLC9A3R1\" \"bio/hg38_EBF1\" \"bio/hg38_UNC93B1\" \"bio/hg38_HDAC1\" \"bio/hg38_AQP10\" \"bio/hg38_DNAJB9\" \"bio/hg38_NEUROG3\" \"bio/hg38_DHCR7\" \"bio/hg38_CXCL2\" \"bio/hg38_PER3\" \"bio/hg38_PLEK\" \"bio/hg38_AFF3\" \"bio/hg38_PRKG1\" \"bio/hg38_ACKR2\" \"bio/hg38_SGPL1\" \"bio/hg38_GMPS\" \"bio/hg38_MOCOS\" \"bio/hg38_CSNK2B\" \"bio/hg38_ID1\" \"bio/hg38_SPINK1\" \"bio/hg38_PRDX1\" \"bio/hg38_ENTPD3\" \"bio/hg38_CPAMD8\" \"bio/hg38_H2AFX\" \"bio/hg38_CDA\" \"bio/hg38_C1GALT1C1\") .\n",
- "?cga_dcid typeOf ChemicalCompoundGeneAssociation .\n",
- "?cga_dcid geneID ?gene . \n",
- "}\n",
- "\n",
- "[{'?cga_dcid': 'bio/CGA_CHEMBL960_hg38_DHODH', '?gene': 'bio/hg38_DHODH'}, {'?cga_dcid': 'bio/CGA_CHEMBL350239_hg38_SLCO2B1', '?gene': 'bio/hg38_SLCO2B1'}, {'?cga_dcid': 'bio/CGA_PA164713366_hg38_CDKAL1', '?gene': 'bio/hg38_CDKAL1'}, {'?cga_dcid': 'bio/CGA_PA164754825_hg38_CALCA', '?gene': 'bio/hg38_CALCA'}, {'?cga_dcid': 'bio/CGA_CHEMBL1908360_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_CHEMBL83_hg38_F5', '?gene': 'bio/hg38_F5'}, {'?cga_dcid': 'bio/CGA_CHEMBL481_hg38_UBE2I', '?gene': 'bio/hg38_UBE2I'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1330_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA449014_hg38_NRAS', '?gene': 'bio/hg38_NRAS'}, {'?cga_dcid': 'bio/CGA_PA451743_hg38_FCGR2A', '?gene': 'bio/hg38_FCGR2A'}, {'?cga_dcid': 'bio/CGA_CHEMBL1329_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL2103875_hg38_NRAS', '?gene': 'bio/hg38_NRAS'}, {'?cga_dcid': 'bio/CGA_CHEMBL960_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_PA452639_hg38_TRAF1', '?gene': 'bio/hg38_TRAF1'}, {'?cga_dcid': 'bio/CGA_CHEMBL428647_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL1093458_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL941_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL612_hg38_DRD1', '?gene': 'bio/hg38_DRD1'}, {'?cga_dcid': 'bio/CGA_CHEMBL3545110_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_PA164713366_hg38_TNFAIP3', '?gene': 'bio/hg38_TNFAIP3'}, {'?cga_dcid': 'bio/CGA_PA164712331_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_CHEMBL1522_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL1393_hg38_ADRB2', '?gene': 'bio/hg38_ADRB2'}, {'?cga_dcid': 'bio/CGA_PA452632_hg38_CALU', '?gene': 'bio/hg38_CALU'}, {'?cga_dcid': 'bio/CGA_CHEMBL926_hg38_GNAS', '?gene': 'bio/hg38_GNAS'}, {'?cga_dcid': 'bio/CGA_CHEMBL1683544_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_PA448803_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_PA164712505_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL2133738_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1163_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_PA131548935_hg38_F5', '?gene': 'bio/hg38_F5'}, {'?cga_dcid': 'bio/CGA_CHEMBL25_hg38_NCF4', '?gene': 'bio/hg38_NCF4'}, {'?cga_dcid': 'bio/CGA_CHEMBL81_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1234004_hg38_SCN5A', '?gene': 'bio/hg38_SCN5A'}, {'?cga_dcid': 'bio/CGA_CHEMBL92_hg38_NR1I3', '?gene': 'bio/hg38_NR1I3'}, {'?cga_dcid': 'bio/CGA_CHEMBL978_hg38_ADRB2', '?gene': 'bio/hg38_ADRB2'}, {'?cga_dcid': 'bio/CGA_CHEMBL489_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL1643_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_CHEMBL649_hg38_SLCO2B1', '?gene': 'bio/hg38_SLCO2B1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1241951_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA166114911_hg38_NRAS', '?gene': 'bio/hg38_NRAS'}, {'?cga_dcid': 'bio/CGA_CHEMBL723_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1399_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_PA166182279_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_PA449515_hg38_SLCO1C1', '?gene': 'bio/hg38_SLCO1C1'}, {'?cga_dcid': 'bio/CGA_PA449456_hg38_BDKRB2', '?gene': 'bio/hg38_BDKRB2'}, {'?cga_dcid': 'bio/CGA_CHEMBL92_hg38_HNF4A', '?gene': 'bio/hg38_HNF4A'}, {'?cga_dcid': 'bio/CGA_CHEMBL185_hg38_FOXO1', '?gene': 'bio/hg38_FOXO1'}, {'?cga_dcid': 'bio/CGA_PA164712308_hg38_BDKRB2', '?gene': 'bio/hg38_BDKRB2'}, {'?cga_dcid': 'bio/CGA_CHEMBL517_hg38_SCN5A', '?gene': 'bio/hg38_SCN5A'}, {'?cga_dcid': 'bio/CGA_CHEMBL85_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL191_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL1390_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL640_hg38_SCN5A', '?gene': 'bio/hg38_SCN5A'}, {'?cga_dcid': 'bio/CGA_CHEMBL20883_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_PA164924493_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL554_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_CHEMBL118_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL1201258_hg38_DHFR', '?gene': 'bio/hg38_DHFR'}, {'?cga_dcid': 'bio/CGA_PA166115442_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA10004_hg38_HFE', '?gene': 'bio/hg38_HFE'}, {'?cga_dcid': 'bio/CGA_CHEMBL1336_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA10004_hg38_FCGR2A', '?gene': 'bio/hg38_FCGR2A'}, {'?cga_dcid': 'bio/CGA_CHEMBL1431_hg38_PRKAA1', '?gene': 'bio/hg38_PRKAA1'}, {'?cga_dcid': 'bio/CGA_CHEMBL796_hg38_DRD1', '?gene': 'bio/hg38_DRD1'}, {'?cga_dcid': 'bio/CGA_CHEMBL3189058_hg38_ADRB2', '?gene': 'bio/hg38_ADRB2'}, {'?cga_dcid': 'bio/CGA_CHEMBL481_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_CHEMBL656_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_PA166124615_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_CHEMBL1643_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA165110439_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_CHEMBL54_hg38_NTS', '?gene': 'bio/hg38_NTS'}, {'?cga_dcid': 'bio/CGA_CHEMBL672_hg38_APOB', '?gene': 'bio/hg38_APOB'}, {'?cga_dcid': 'bio/CGA_CHEMBL88_hg38_FOXO1', '?gene': 'bio/hg38_FOXO1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1624_hg38_DIO2', '?gene': 'bio/hg38_DIO2'}, {'?cga_dcid': 'bio/CGA_CHEMBL941_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_PA164712331_hg38_ESR1', '?gene': 'bio/hg38_ESR1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1487_hg38_APOA5', '?gene': 'bio/hg38_APOA5'}, {'?cga_dcid': 'bio/CGA_CHEMBL211456_hg38_ADRB2', '?gene': 'bio/hg38_ADRB2'}, {'?cga_dcid': 'bio/CGA_CHEMBL7252_hg38_NR1I3', '?gene': 'bio/hg38_NR1I3'}, {'?cga_dcid': 'bio/CGA_PA165958521_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA162373091_hg38_NRAS', '?gene': 'bio/hg38_NRAS'}, {'?cga_dcid': 'bio/CGA_PA164713366_hg38_GBP6', '?gene': 'bio/hg38_GBP6'}, {'?cga_dcid': 'bio/CGA_CHEMBL191_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA133950441_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_PA166114922_hg38_APOB', '?gene': 'bio/hg38_APOB'}, {'?cga_dcid': 'bio/CGA_CHEMBL1760_hg38_ADRB2', '?gene': 'bio/hg38_ADRB2'}, {'?cga_dcid': 'bio/CGA_CHEMBL3353410_hg38_EGFR', '?gene': 'bio/hg38_EGFR'}, {'?cga_dcid': 'bio/CGA_PA131285527_hg38_UGT1A1', '?gene': 'bio/hg38_UGT1A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL729_hg38_CYP3A5', '?gene': 'bio/hg38_CYP3A5'}, {'?cga_dcid': 'bio/CGA_CHEMBL1263_hg38_CYP3A5', '?gene': 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{'?cga_dcid': 'bio/CGA_CHEMBL796_hg38_HTT', '?gene': 'bio/hg38_HTT'}, {'?cga_dcid': 'bio/CGA_PA166129559_hg38_CYP19A1', '?gene': 'bio/hg38_CYP19A1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1082_hg38_HLA-B', '?gene': 'bio/hg38_HLA-B'}, {'?cga_dcid': 'bio/CGA_CHEMBL3545376_hg38_FGFR2', '?gene': 'bio/hg38_FGFR2'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_NOD2', '?gene': 'bio/hg38_NOD2'}, {'?cga_dcid': 'bio/CGA_CHEMBL108_hg38_HLA-DRB1', '?gene': 'bio/hg38_HLA-DRB1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_UGT1A8', '?gene': 'bio/hg38_UGT1A8'}, {'?cga_dcid': 'bio/CGA_PA452639_hg38_IL12B', '?gene': 'bio/hg38_IL12B'}, {'?cga_dcid': 'bio/CGA_CHEMBL255044_hg38_HLA-DRB1', '?gene': 'bio/hg38_HLA-DRB1'}, {'?cga_dcid': 'bio/CGA_CHEMBL1773_hg38_CDA', '?gene': 'bio/hg38_CDA'}, {'?cga_dcid': 'bio/CGA_PA10715_hg38_HLA-B', '?gene': 'bio/hg38_HLA-B'}, {'?cga_dcid': 'bio/CGA_CHEMBL40274_hg38_TXNRD1', '?gene': 'bio/hg38_TXNRD1'}, {'?cga_dcid': 'bio/CGA_CHEMBL941_hg38_ABL1', '?gene': 'bio/hg38_ABL1'}, {'?cga_dcid': 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- "{'bio/CGA_CHEMBL960_hg38_DHODH': ['bio/CHEMBL960'], 'bio/CGA_CHEMBL350239_hg38_SLCO2B1': ['bio/CHEMBL350239'], 'bio/CGA_PA164713366_hg38_CDKAL1': ['bio/PA164713366'], 'bio/CGA_PA164754825_hg38_CALCA': ['bio/PA164754825'], 'bio/CGA_CHEMBL1908360_hg38_ESR1': ['bio/CHEMBL1908360'], 'bio/CGA_CHEMBL83_hg38_F5': ['bio/CHEMBL83'], 'bio/CGA_CHEMBL481_hg38_UBE2I': ['bio/CHEMBL481'], 'bio/CGA_CHEMBL384467_hg38_UGT1A1': ['bio/CHEMBL384467'], 'bio/CGA_CHEMBL1330_hg38_UGT1A1': ['bio/CHEMBL1330'], 'bio/CGA_PA449014_hg38_NRAS': ['bio/PA449014'], 'bio/CGA_PA451743_hg38_FCGR2A': ['bio/PA451743'], 'bio/CGA_CHEMBL1329_hg38_UGT1A1': ['bio/CHEMBL1329'], 'bio/CGA_CHEMBL2103875_hg38_NRAS': ['bio/CHEMBL2103875'], 'bio/CGA_CHEMBL960_hg38_ESR1': ['bio/CHEMBL960'], 'bio/CGA_PA452639_hg38_TRAF1': ['bio/PA452639'], 'bio/CGA_CHEMBL428647_hg38_CYP3A5': ['bio/CHEMBL428647'], 'bio/CGA_CHEMBL1093458_hg38_CYP3A5': ['bio/CHEMBL1093458'], 'bio/CGA_CHEMBL941_hg38_CYP3A5': ['bio/CHEMBL941'], 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['bio/CHEMBL1201733'], 'bio/CGA_CHEMBL90555_hg38_BMP7': ['bio/CHEMBL90555'], 'bio/CGA_PA449167_hg38_UMOD': ['bio/PA449167'], 'bio/CGA_CHEMBL185_hg38_TNFSF13B': ['bio/CHEMBL185'], 'bio/CGA_CHEMBL535_hg38_KDR': ['bio/CHEMBL535'], 'bio/CGA_PA165958521_hg38_UGT1A8': ['bio/PA165958521'], 'bio/CGA_CHEMBL90555_hg38_ABL1': ['bio/CHEMBL90555'], 'bio/CGA_CHEMBL185_hg38_LGR5': ['bio/CHEMBL185'], 'bio/CGA_PA164712948_hg38_OPRM1': ['bio/PA164712948'], 'bio/CGA_CHEMBL1201201_hg38_OPRM1': ['bio/CHEMBL1201201'], 'bio/CGA_CHEMBL88_hg38_TNFSF13B': ['bio/CHEMBL88'], 'bio/CGA_CHEMBL185_hg38_CCND1': ['bio/CHEMBL185'], 'bio/CGA_CHEMBL440464_hg38_OPRM1': ['bio/CHEMBL440464'], 'bio/CGA_CHEMBL1421_hg38_ABL1': ['bio/CHEMBL1421'], 'bio/CGA_CHEMBL417_hg38_TNFSF13B': ['bio/CHEMBL417'], 'bio/CGA_PA164920420_hg38_BRCA1': ['bio/PA164920420'], 'bio/CGA_CHEMBL113_hg38_ADORA2A': ['bio/CHEMBL113'], 'bio/CGA_CHEMBL1336_hg38_MAPK9': ['bio/CHEMBL1336'], 'bio/CGA_CHEMBL651_hg38_OPRD1': ['bio/CHEMBL651'], 'bio/CGA_CHEMBL141_hg38_HLA-B': ['bio/CHEMBL141'], 'bio/CGA_PA166114929_hg38_ABL1': ['bio/PA166114929'], 'bio/CGA_PA164712720_hg38_OPRM1': ['bio/PA164712720'], 'bio/CGA_CHEMBL820_hg38_ABL1': ['bio/CHEMBL820'], 'bio/CGA_CHEMBL109_hg38_HLA-B': ['bio/CHEMBL109'], 'bio/CGA_CHEMBL3137309_hg38_IDH1': ['bio/CHEMBL3137309'], 'bio/CGA_CHEMBL178_hg38_BMP7': ['bio/CHEMBL178'], 'bio/CGA_CHEMBL1560_hg38_AGTR1': ['bio/CHEMBL1560'], 'bio/CGA_CHEMBL252923_hg38_HTR1A': ['bio/CHEMBL252923'], 'bio/CGA_PA452618_hg38_TAOK3': ['bio/PA452618'], 'bio/CGA_PA164712499_hg38_EHMT2': ['bio/PA164712499'], 'bio/CGA_PA10390_hg38_TCF7L2': ['bio/PA10390'], 'bio/CGA_CHEMBL16_hg38_HLA-B': ['bio/CHEMBL16'], 'bio/CGA_PA150595617_hg38_HNF1B': ['bio/PA150595617'], 'bio/CGA_CHEMBL85_hg38_HTT': ['bio/CHEMBL85'], 'bio/CGA_PA10004_hg38_KLRD1': ['bio/PA10004'], 'bio/CGA_PA452229_hg38_HTR1A': ['bio/PA452229'], 'bio/CGA_PA450519_hg38_HLA-B': ['bio/PA450519'], 'bio/CGA_CHEMBL269732_hg38_TCF7L2': ['bio/CHEMBL269732'], 'bio/CGA_PA164713347_hg38_AGTR1': ['bio/PA164713347'], 'bio/CGA_CHEMBL787_hg38_LTA4H': ['bio/CHEMBL787'], 'bio/CGA_PA448685_hg38_OPRM1': ['bio/PA448685'], 'bio/CGA_CHEMBL809_hg38_HTR1A': ['bio/CHEMBL809'], 'bio/CGA_CHEMBL866_hg38_UGT1A8': ['bio/CHEMBL866'], 'bio/CGA_PA165107055_hg38_KLRD1': ['bio/PA165107055'], 'bio/CGA_PA164712499_hg38_HLA-B': ['bio/PA164712499'], 'bio/CGA_CHEMBL1431_hg38_HNF1B': ['bio/CHEMBL1431'], 'bio/CGA_CHEMBL475534_hg38_AGTR1': ['bio/CHEMBL475534'], 'bio/CGA_CHEMBL572881_hg38_KDR': ['bio/CHEMBL572881'], 'bio/CGA_CHEMBL1272_hg38_NOS1AP': ['bio/CHEMBL1272'], 'bio/CGA_PA166109554_hg38_AGTR1': ['bio/PA166109554'], 'bio/CGA_CHEMBL1621884_hg38_FGF2': ['bio/CHEMBL1621884'], 'bio/CGA_PA449061_hg38_C3': ['bio/PA449061'], 'bio/CGA_CHEMBL24828_hg38_KDR': ['bio/CHEMBL24828'], 'bio/CGA_CHEMBL6966_hg38_NOS1AP': ['bio/CHEMBL6966'], 'bio/CGA_CHEMBL85_hg38_UGT1A8': ['bio/CHEMBL85'], 'bio/CGA_CHEMBL1201733_hg38_HLA-B': ['bio/CHEMBL1201733'], 'bio/CGA_PA452347_hg38_KLRD1': ['bio/PA452347'], 'bio/CGA_CHEMBL750_hg38_HLA-B': ['bio/CHEMBL750'], 'bio/CGA_CHEMBL19019_hg38_OPRD1': ['bio/CHEMBL19019'], 'bio/CGA_PA166114904_hg38_TNFSF13B': ['bio/PA166114904'], 'bio/CGA_CHEMBL191_hg38_AGTR1': ['bio/CHEMBL191'], 'bio/CGA_CHEMBL888_hg38_CDA': ['bio/CHEMBL888'], 'bio/CGA_PA10004_hg38_TF': ['bio/PA10004'], 'bio/CGA_CHEMBL34259_hg38_BMP7': ['bio/CHEMBL34259'], 'bio/CGA_PA451365_hg38_UGT1A8': ['bio/PA451365'], 'bio/CGA_PA451961_hg38_SLC30A8': ['bio/PA451961'], 'bio/CGA_PA450037_hg38_IRF6': ['bio/PA450037'], 'bio/CGA_PA164924493_hg38_ABL1': ['bio/PA164924493'], 'bio/CGA_CHEMBL88_hg38_CYP19A1': ['bio/CHEMBL88'], 'bio/CGA_PA162356187_hg38_EDN1': ['bio/PA162356187'], 'bio/CGA_CHEMBL1171837_hg38_ABL1': ['bio/CHEMBL1171837'], 'bio/CGA_PA450037_hg38_HLA-B': ['bio/PA450037'], 'bio/CGA_CHEMBL656_hg38_RHBDF2': ['bio/CHEMBL656'], 'bio/CGA_PA164784024_hg38_HLA-B': ['bio/PA164784024'], 'bio/CGA_CHEMBL19151_hg38_OPRM1': ['bio/CHEMBL19151'], 'bio/CGA_CHEMBL20_hg38_HLA-B': ['bio/CHEMBL20'], 'bio/CGA_PA452618_hg38_RHBDF2': ['bio/PA452618'], 'bio/CGA_PA133950441_hg38_CYP19A1': ['bio/PA133950441'], 'bio/CGA_CHEMBL24_hg38_EDN1': ['bio/CHEMBL24'], 'bio/CGA_CHEMBL1515_hg38_HLA-B': ['bio/CHEMBL1515'], 'bio/CGA_CHEMBL634_hg38_OPRM1': ['bio/CHEMBL634'], 'bio/CGA_CHEMBL128_hg38_OPRM1': ['bio/CHEMBL128'], 'bio/CGA_CHEMBL80_hg38_OPRM1': ['bio/CHEMBL80'], 'bio/CGA_CHEMBL90555_hg38_CXCL12': ['bio/CHEMBL90555'], 'bio/CGA_CHEMBL1235644_hg38_RARA': ['bio/CHEMBL1235644'], 'bio/CGA_PA131890620_hg38_OPRM1': ['bio/PA131890620'], 'bio/CGA_CHEMBL112_hg38_HLA-B': ['bio/CHEMBL112'], 'bio/CGA_CHEMBL1068_hg38_UGT1A8': ['bio/CHEMBL1068'], 'bio/CGA_CHEMBL1581_hg38_AGTR1': ['bio/CHEMBL1581'], 'bio/CGA_CHEMBL727_hg38_BMP7': ['bio/CHEMBL727'], 'bio/CGA_CHEMBL53463_hg38_CYP19A1': ['bio/CHEMBL53463'], 'bio/CGA_CHEMBL1444_hg38_TNFRSF11B': ['bio/CHEMBL1444'], 'bio/CGA_CHEMBL417_hg38_CYP19A1': ['bio/CHEMBL417'], 'bio/CGA_PA451261_hg38_CXCL12': ['bio/PA451261'], 'bio/CGA_CHEMBL803_hg38_CDA': ['bio/CHEMBL803'], 'bio/CGA_PA133950441_hg38_LPA': ['bio/PA133950441'], 'bio/CGA_CHEMBL1094636_hg38_BRCA1': ['bio/CHEMBL1094636'], 'bio/CGA_CHEMBL796_hg38_HTT': ['bio/CHEMBL796'], 'bio/CGA_PA166129559_hg38_CYP19A1': ['bio/PA166129559'], 'bio/CGA_CHEMBL1082_hg38_HLA-B': ['bio/CHEMBL1082'], 'bio/CGA_CHEMBL3545376_hg38_FGFR2': ['bio/CHEMBL3545376'], 'bio/CGA_CHEMBL1456_hg38_UGT1A8': ['bio/CHEMBL1456'], 'bio/CGA_CHEMBL1773_hg38_CDA': ['bio/CHEMBL1773'], 'bio/CGA_PA10715_hg38_HLA-B': ['bio/PA10715'], 'bio/CGA_CHEMBL40274_hg38_TXNRD1': ['bio/CHEMBL40274'], 'bio/CGA_CHEMBL941_hg38_ABL1': ['bio/CHEMBL941'], 'bio/CGA_CHEMBL53463_hg38_BMP7': ['bio/CHEMBL53463'], 'bio/CGA_CHEMBL1335656_hg38_HLA-B': ['bio/CHEMBL1335656']}\n",
- "{'bio/CHEMBL960': {'bio/hg38_DHODH', 'bio/hg38_CYP1A2', 'bio/hg38_ESR1'}, 'bio/CHEMBL350239': {'bio/hg38_ABCG2', 'bio/hg38_SLCO1B1', 'bio/hg38_CYP3A5', 'bio/hg38_LIPC', 'bio/hg38_CYP2C8', 'bio/hg38_APOE', 'bio/hg38_SLCO2B1', 'bio/hg38_ACE', 'bio/hg38_CYP2C9', 'bio/hg38_CYP3A4', 'bio/hg38_SREBF1', 'bio/hg38_CYP2D6', 'bio/hg38_NR1I2', 'bio/hg38_SLC15A1', 'bio/hg38_UGT1A1', 'bio/hg38_ABCB1', 'bio/hg38_HMGCR', 'bio/hg38_CYP2C19', 'bio/hg38_HLA-DRB1', 'bio/hg38_CETP'}, 'bio/PA164713366': {'bio/hg38_TNFRSF10A', 'bio/hg38_SLCO1C1', 'bio/hg38_TNFRSF1A', 'bio/hg38_PTPRC', 'bio/hg38_CDKAL1', 'bio/hg38_SLC12A8', 'bio/hg38_FBXL19', 'bio/hg38_CTLA4', 'bio/hg38_MAP3K1', 'bio/hg38_PON1', 'bio/hg38_IFNG', 'bio/hg38_TRAF1', 'bio/hg38_TLR9', 'bio/hg38_TLR5', 'bio/hg38_LY96', 'bio/hg38_HLA-DRB1', 'bio/hg38_IL23R', 'bio/hg38_IL17RA', 'bio/hg38_IL1RN', 'bio/hg38_HLA-C', 'bio/hg38_TNFAIP3', 'bio/hg38_IL12B', 'bio/hg38_TNF', 'bio/hg38_IL17A', 'bio/hg38_PGLYRP4', 'bio/hg38_TLR2', 'bio/hg38_TLR4', 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'bio/CHEMBL1233': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL466': {'bio/hg38_NR1I2'}, 'bio/PA164713150': {'bio/hg38_CASR'}, 'bio/PA164783809': {'bio/hg38_NR1I2'}, 'bio/CHEMBL703': {'bio/hg38_BCHE'}, 'bio/CHEMBL1555813': {'bio/hg38_NR1I2'}, 'bio/PA164754742': {'bio/hg38_NR1I2'}, 'bio/CHEMBL45029': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL1076211': {'bio/hg38_CYP2C19', 'bio/hg38_CYP2D6'}, 'bio/CHEMBL1525': {'bio/hg38_NR1I2'}, 'bio/CHEMBL429': {'bio/hg38_CYP2C19', 'bio/hg38_CYP2D6'}, 'bio/CHEMBL808': {'bio/hg38_NR1I2'}, 'bio/CHEMBL70418': {'bio/hg38_CYP2C19'}, 'bio/PA166114927': {'bio/hg38_LDLR'}, 'bio/CHEMBL1201863': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL59': {'bio/hg38_ADRA2A', 'bio/hg38_ADRA1D'}, 'bio/PA164783990': {'bio/hg38_FTO', 'bio/hg38_ITPA'}, 'bio/CHEMBL1460': {'bio/hg38_XDH'}, 'bio/CHEMBL887': {'bio/hg38_DRD2'}, 'bio/PA166131507': {'bio/hg38_CYP2C19', 'bio/hg38_CYP2D6'}, 'bio/CHEMBL43048': {'bio/hg38_CYP2C19', 'bio/hg38_CYP2D6', 'bio/hg38_CYP2B6'}, 'bio/CHEMBL174': {'bio/hg38_HLA-A', 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'bio/CHEMBL1604': {'bio/hg38_NR1I2'}, 'bio/PA164712344': {'bio/hg38_ADRA1D'}, 'bio/CHEMBL589': {'bio/hg38_DRD2'}, 'bio/CHEMBL524': {'bio/hg38_ADRA1D'}, 'bio/CHEMBL1727': {'bio/hg38_NR1I2'}, 'bio/PA452609': {'bio/hg38_CYP2B6'}, 'bio/CHEMBL934': {'bio/hg38_NR1I2'}, 'bio/CHEMBL142130': {'bio/hg38_NR1I2'}, 'bio/CHEMBL453': {'bio/hg38_NR1I2'}, 'bio/PA166163659': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL1742461': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL902': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL2087361': {'bio/hg38_CYP2C19'}, 'bio/CHEMBL1162': {'bio/hg38_CYP2C19'}, 'bio/PA164712580': {'bio/hg38_CYP2C8'}, 'bio/CHEMBL1583': {'bio/hg38_HLA-A'}, 'bio/CHEMBL1518': {'bio/hg38_HLA-DRB1', 'bio/hg38_HLA-B'}, 'bio/CHEMBL3545376': {'bio/hg38_CYP2C9', 'bio/hg38_FGFR2'}, 'bio/CHEMBL255044': {'bio/hg38_HLA-DQB1', 'bio/hg38_HLA-DRB1'}, 'bio/CHEMBL80830': {'bio/hg38_HLA-DQB1', 'bio/hg38_HLA-DRB1'}, 'bio/CHEMBL731': {'bio/hg38_CYP2C9'}, 'bio/CHEMBL2107359': {'bio/hg38_CYP4F2'}, 'bio/PA448714': {'bio/hg38_VDR'}, 'bio/PA166165147': {'bio/hg38_NAT2'}, 'bio/PA450985': {'bio/hg38_CYP2C9'}, 'bio/PA164712830': {'bio/hg38_HLA-DQB1', 'bio/hg38_HLA-DRB1'}, 'bio/CHEMBL572881': {'bio/hg38_FLT1', 'bio/hg38_KDR'}, 'bio/CHEMBL3348945': {'bio/hg38_VDR'}, 'bio/PA165958395': {'bio/hg38_CYP2C9'}, 'bio/CHEMBL1158': {'bio/hg38_NAT2'}, 'bio/PA134852920': {'bio/hg38_CYP2C9'}, 'bio/CHEMBL225071': {'bio/hg38_TYMS'}, 'bio/CHEMBL834': {'bio/hg38_CYP2C8'}, 'bio/CHEMBL114283': {'bio/hg38_NAT2'}, 'bio/CHEMBL94454': {'bio/hg38_FCER1A'}, 'bio/CHEMBL354077': {'bio/hg38_NAT2'}, 'bio/CHEMBL3301611': {'bio/hg38_NAT2'}, 'bio/CHEMBL1489': {'bio/hg38_CDA', 'bio/hg38_TYMS'}, 'bio/CHEMBL1550': {'bio/hg38_CYP4F2'}, 'bio/PA165958441': {'bio/hg38_ERBB2'}, 'bio/PA451632': {'bio/hg38_HLA-A'}, 'bio/CHEMBL565': {'bio/hg38_CYP4F2'}, 'bio/PA166190621': {'bio/hg38_ERBB2'}, 'bio/CHEMBL563': {'bio/hg38_CYP2C9'}, 'bio/PA449760': {'bio/hg38_HLA-DRB1'}, 'bio/CHEMBL700': {'bio/hg38_NAT2'}, 'bio/PA164713404': {'bio/hg38_CYP4F2'}, 'bio/CHEMBL573': {'bio/hg38_HCAR2'}, 'bio/CHEMBL1515': {'bio/hg38_HLA-DRB1', 'bio/hg38_HLA-B'}, 'bio/CHEMBL2336071': {'bio/hg38_CYP2C9'}, 'bio/PA166176017': {'bio/hg38_NAT2'}, 'bio/CHEMBL2105720': {'bio/hg38_CYP2C9'}, 'bio/CHEMBL276832': {'bio/hg38_NAT2'}, 'bio/CHEMBL427947': {'bio/hg38_TYMS'}, 'bio/CHEMBL467': {'bio/hg38_MAP3K5'}, 'bio/PA164712582': {'bio/hg38_VDR'}, 'bio/CHEMBL1335656': {'bio/hg38_HLA-A', 'bio/hg38_HLA-C', 'bio/hg38_HLA-B'}, 'bio/PA131890625': {'bio/hg38_CYP2C9'}, 'bio/CHEMBL508102': {'bio/hg38_HLA-DRB1', 'bio/hg38_HLA-B'}, 'bio/PA166176022': {'bio/hg38_NAT2'}, 'bio/CHEMBL465': {'bio/hg38_CYP2C9'}, 'bio/PA451899': {'bio/hg38_VDR'}, 'bio/CHEMBL3527338': {'bio/hg38_CYP2C8'}, 'bio/PA166182718': {'bio/hg38_HLA-A'}, 'bio/CHEMBL134': {'bio/hg38_ADRA2A', 'bio/hg38_CYP2D6'}, 'bio/PA166124616': {'bio/hg38_ALK'}, 'bio/CHEMBL1873475': {'bio/hg38_BTK', 'bio/hg38_CYP2D6'}, 'bio/CHEMBL1712170': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL3545311': {'bio/hg38_ALK'}, 'bio/CHEMBL1510': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL2219425': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1421': {'bio/hg38_ABCG2', 'bio/hg38_ABL1'}, 'bio/CHEMBL641': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL2364639': {'bio/hg38_CYP2D6'}, 'bio/PA164712711': {'bio/hg38_IRS1'}, 'bio/PA164748302': {'bio/hg38_ACE'}, 'bio/PA165946747': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1595': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL571': {'bio/hg38_CYP2D6'}, 'bio/PA452610': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL314010': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL284348': {'bio/hg38_SLC22A2'}, 'bio/CHEMBL1113': {'bio/hg38_CYP2D6'}, 'bio/PA164713083': {'bio/hg38_ABCG2', 'bio/hg38_OPRM1'}, 'bio/CHEMBL252923': {'bio/hg38_ADRA2A', 'bio/hg38_HTR1A'}, 'bio/CHEMBL471': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL2095212': {'bio/hg38_CYP2D6'}, 'bio/PA166131630': {'bio/hg38_ABCG2', 'bio/hg38_OPRM1'}, 'bio/PA166131548': {'bio/hg38_CYP2D6'}, 'bio/PA164748364': {'bio/hg38_MS4A1'}, 'bio/CHEMBL53904': {'bio/hg38_CYP2D6'}, 'bio/PA166176027': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1072': {'bio/hg38_ACE'}, 'bio/CHEMBL2110588': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL2110900': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL546': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1187833': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL19019': {'bio/hg38_OPRD1', 'bio/hg38_DBH', 'bio/hg38_OPRM1'}, 'bio/CHEMBL54976': {'bio/hg38_SLC22A2'}, 'bio/CHEMBL844': {'bio/hg38_ADRA2A'}, 'bio/PA164712732': {'bio/hg38_CYP19A1', 'bio/hg38_CYP2D6'}, 'bio/PA166169875': {'bio/hg38_CD274'}, 'bio/PA164712760': {'bio/hg38_ACE'}, 'bio/CHEMBL2111112': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL2104993': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL75880': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL17860': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL642': {'bio/hg38_CYP2D6'}, 'bio/PA451406': {'bio/hg38_ACE'}, 'bio/PA166177476': {'bio/hg38_CYP2D6'}, 'bio/PA164712948': {'bio/hg38_ABCG2', 'bio/hg38_OPRM1'}, 'bio/CHEMBL169901': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL93': {'bio/hg38_ALOX5'}, 'bio/CHEMBL3622821': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL499': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL296035': {'bio/hg38_CYP2D6'}, 'bio/PA164754754': {'bio/hg38_CYP2D6'}, 'bio/PA161199368': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1118': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1168': {'bio/hg38_ACE'}, 'bio/PA166169881': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1282': {'bio/hg38_TLR7'}, 'bio/CHEMBL1738797': {'bio/hg38_ALK'}, 'bio/CHEMBL362071': {'bio/hg38_CYP2D6'}, 'bio/PA166175998': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL643': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL645': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL462605': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1346': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1290': {'bio/hg38_CYP2D6'}, 'bio/PA164712951': {'bio/hg38_CYP2D6'}, 'bio/PA144614922': {'bio/hg38_CYP2D6'}, 'bio/PA134687942': {'bio/hg38_CYP2D6'}, 'bio/PA165291493': {'bio/hg38_MS4A1'}, 'bio/CHEMBL457': {'bio/hg38_ACE'}, 'bio/CHEMBL668': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1148': {'bio/hg38_ACE'}, 'bio/PA166184235': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL469': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL1623': {'bio/hg38_CYP2D6'}, 'bio/PA164781375': {'bio/hg38_MS4A1'}, 'bio/PA166122586': {'bio/hg38_MS4A1'}, 'bio/CHEMBL3286830': {'bio/hg38_ALK'}, 'bio/CHEMBL15245': {'bio/hg38_ADRA2A', 'bio/hg38_CYP2D6'}, 'bio/CHEMBL1544': {'bio/hg38_HTR1B'}, 'bio/PA166169883': {'bio/hg38_CD274'}, 'bio/PA164712887': {'bio/hg38_TLR3'}, 'bio/CHEMBL963': {'bio/hg38_CYP2D6'}, 'bio/PA450203': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL2105760': {'bio/hg38_CYP2D6'}, 'bio/CHEMBL667': {'bio/hg38_ACE'}, 'bio/PA166114906': {'bio/hg38_ABL1'}, 'bio/PA166104276': {'bio/hg38_UGT1A8'}, 'bio/PA166129524': {'bio/hg38_ABL1'}, 'bio/PA451776': {'bio/hg38_CYP19A1'}, 'bio/CHEMBL1201336': {'bio/hg38_HLA-B'}, 'bio/PA166184503': {'bio/hg38_HLA-B'}, 'bio/PA164713301': {'bio/hg38_OPRM1'}, 'bio/PA166177510': {'bio/hg38_ABL1'}, 'bio/CHEMBL1289110': {'bio/hg38_OPRM1'}, 'bio/PA166190681': {'bio/hg38_HMBS'}, 'bio/PA164783958': {'bio/hg38_CXCL12'}, 'bio/PA166177229': {'bio/hg38_OPRM1'}, 'bio/PA165290931': {'bio/hg38_MDM2'}, 'bio/PA164744571': {'bio/hg38_SLC30A8'}, 'bio/CHEMBL3989958': {'bio/hg38_IDH1'}, 'bio/PA164712688': {'bio/hg38_NOS1AP'}, 'bio/PA166184501': {'bio/hg38_HLA-B'}, 'bio/PA166131569': {'bio/hg38_CDA'}, 'bio/PA166184505': {'bio/hg38_HLA-B'}, 'bio/CHEMBL279816': {'bio/hg38_HLA-B'}, 'bio/CHEMBL1237021': {'bio/hg38_HTR1A'}, 'bio/PA166114929': {'bio/hg38_ABL1'}, 'bio/PA164712499': {'bio/hg38_EHMT2', 'bio/hg38_HLA-B'}, 'bio/PA166109554': {'bio/hg38_AGTR1'}, 'bio/PA166114904': {'bio/hg38_TNFSF13B'}, 'bio/PA451961': {'bio/hg38_SLC30A8'}, 'bio/CHEMBL20': {'bio/hg38_HLA-B'}, 'bio/CHEMBL634': {'bio/hg38_OPRM1'}, 'bio/CHEMBL80': {'bio/hg38_OPRM1'}, 'bio/PA166129559': {'bio/hg38_CYP19A1'}}\n",
- "1023\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "-djueI0eTMJC",
- "outputId": "a3b71c69-1c6c-40cf-c6fa-4b02ebe98226",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "len(result)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- "4218"
- ]
- },
- "metadata": {
- "tags": []
- },
- "execution_count": 11
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "e4F28StXeT9r"
- },
- "source": [
- "Now lets conduct the same query to find gene targets, but on the treatment compounds we found earlier. We will later compare candidates to the treatment compounds which share gene targets."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "epEk0RgVwaxK",
- "outputId": "9df0e01d-ff19-4d94-93f9-d0e27c28dbab",
- "colab": {
- "background_save": true,
- "base_uri": "https://localhost:8080/"
- }
- },
- "source": [
- "# Find ChemicalCompoundGeneAssociation nodes involving the treatment compounds\n",
- "query_str = '''\n",
- "SELECT ?cga_dcid ?reference_drug\n",
- "WHERE {{\n",
- "?reference_drug dcid (\"{0}\") .\n",
- "?cga_dcid typeOf ChemicalCompoundGeneAssociation .\n",
- "?cga_dcid compoundID ?reference_drug\n",
- "}}\n",
- "'''\n",
- "rows = conduct_query(query_str, treatment_compounds)\n",
- "\n",
- "gene_to_references = {}\n",
- "print(rows)\n",
- "\n",
- "if not rows:\n",
- " print('no reference compound-gene associations found')\n",
- "else:\n",
- " # extract gene target to treatment compound information\n",
- " for row in rows:\n",
- " gene = dc.get_property_values([row['?cga_dcid']], 'geneID')[row['?cga_dcid']][0]\n",
- " \n",
- " # limit to using genome assembly hg38 \n",
- " if not gene.startswith('bio/hg38'):\n",
- " continue\n",
- " # save gene target to treatment compounds mapping\n",
- " if gene in gene_to_references:\n",
- " gene_to_references[gene].add(row['?reference_drug'])\n",
- " else:\n",
- " gene_to_references[gene] = {row['?reference_drug']}\n",
- "print(gene_to_references)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "\n",
- "SELECT ?cga_dcid ?reference_drug\n",
- "WHERE {\n",
- "?reference_drug dcid (\"bio/CHEMBL1542\" \"bio/CHEMBL90593\" \"bio/CHEMBL635\" \"bio/CHEMBL643\" \"bio/CHEMBL389621\" \"bio/CHEMBL1743068\" \"bio/CHEMBL2109070\" \"bio/CHEMBL1743020\" \"bio/CHEMBL1201587\" \"bio/CHEMBL1201567\" \"bio/CHEMBL116438\" \"bio/CHEMBL930\" \"bio/CHEMBL2108326\" \"bio/CHEMBL866\" \"bio/CHEMBL393220\" \"bio/CHEMBL671\" \"bio/CHEMBL2107614\" \"bio/CHEMBL3833374\" \"bio/CHEMBL113\" \"bio/CHEMBL8\" \"bio/CHEMBL2104987\" \"bio/CHEMBL74415\" \"bio/CHEMBL1742995\" \"bio/CHEMBL1237023\" \"bio/CHEMBL2109511\" \"bio/CHEMBL2108046\" \"bio/CHEMBL3990031\" \"bio/CHEMBL262777\" \"bio/CHEMBL4297252\" \"bio/CHEMBL1464\" \"bio/CHEMBL4297331\" \"bio/CHEMBL450940\" \"bio/CHEMBL4297344\" \"bio/CHEMBL1496\" \"bio/CHEMBL1742996\" \"bio/CHEMBL186141\" \"bio/CHEMBL4297761\" \"bio/CHEMBL1456\" \"bio/CHEMBL4297477\" \"bio/CHEMBL1201507\" \"bio/CHEMBL269732\" \"bio/CHEMBL384467\" \"bio/CHEMBL846\" \"bio/CHEMBL4175981\" \"bio/CHEMBL3990014\" \"bio/CHEMBL444633\" \"bio/CHEMBL1743087\" \"bio/CHEMBL1201581\" \"bio/CHEMBL1201479\" \"bio/CHEMBL460026\" \"bio/CHEMBL1096882\" \"bio/CHEMBL1536\" \"bio/CHEMBL2107779\" \"bio/CHEMBL367149\" \"bio/CHEMBL2021430\" \"bio/CHEMBL1201607\" \"bio/CHEMBL2109465\" \"bio/CHEMBL19019\" \"bio/CHEMBL3622821\" \"bio/CHEMBL6966\" \"bio/CHEMBL852\" \"bio/CHEMBL190461\" \"bio/CHEMBL3301607\" \"bio/CHEMBL2108751\" \"bio/CHEMBL1200796\" \"bio/CHEMBL1169\" \"bio/CHEMBL3137327\" \"bio/CHEMBL25202\" \"bio/CHEMBL1201438\" \"bio/CHEMBL3989751\" \"bio/CHEMBL704\" \"bio/CHEMBL2109606\" \"bio/CHEMBL1743050\" \"bio/CHEMBL1201716\" \"bio/CHEMBL4085457\" \"bio/CHEMBL3990029\" \"bio/CHEMBL3833372\" \"bio/CHEMBL2178578\" \"bio/CHEMBL131\" \"bio/CHEMBL3707374\" \"bio/CHEMBL3137351\" \"bio/CHEMBL98\" \"bio/CHEMBL848\" \"bio/CHEMBL3707247\" \"bio/CHEMBL4297942\" \"bio/CHEMBL1617\" \"bio/CHEMBL1201580\" \"bio/CHEMBL1200574\" \"bio/CHEMBL1201835\" \"bio/CHEMBL595\" \"bio/CHEMBL2109664\" \"bio/CHEMBL4243974\" \"bio/CHEMBL975\" \"bio/CHEMBL1201562\" \"bio/CHEMBL1743015\" \"bio/CHEMBL2364648\" \"bio/CHEMBL1201519\" \"bio/CHEMBL52440\" \"bio/CHEMBL1201823\" \"bio/CHEMBL106\" \"bio/CHEMBL650\" \"bio/CHEMBL221959\" \"bio/CHEMBL1200751\" \"bio/CHEMBL3039505\" \"bio/CHEMBL2108922\" \"bio/CHEMBL1741\" \"bio/CHEMBL4297643\" \"bio/CHEMBL1292\" \"bio/CHEMBL1201670\" \"bio/CHEMBL416\" \"bio/CHEMBL1042\" \"bio/CHEMBL468\" \"bio/CHEMBL1503\" \"bio/CHEMBL2107867\" \"bio/CHEMBL4298111\" \"bio/CHEMBL3707383\" \"bio/CHEMBL1201576\" \"bio/CHEMBL2108589\" \"bio/CHEMBL1201831\" \"bio/CHEMBL1401\" \"bio/CHEMBL137\" \"bio/CHEMBL332750\" \"bio/CHEMBL1293\" \"bio/CHEMBL1213492\" \"bio/CHEMBL2109613\" \"bio/CHEMBL34259\" \"bio/CHEMBL1535\" \"bio/CHEMBL1200699\" \"bio/CHEMBL894\" \"bio/CHEMBL2108811\" \"bio/CHEMBL655\" \"bio/CHEMBL66092\" \"bio/CHEMBL1201621\" \"bio/CHEMBL1370\") .\n",
- "?cga_dcid typeOf ChemicalCompoundGeneAssociation .\n",
- "?cga_dcid compoundID ?reference_drug\n",
- "}\n",
- "\n",
- "[{'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_IMPDH2', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_KCNQ1', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1741_hg38_CYP3A4', '?reference_drug': 'bio/CHEMBL1741'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg19_CRISPLD2', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_DROSHA', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_GSTP1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_SUMO4', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg19_IL12A', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_GATA3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1096882_hg38_SLCO1B1', '?reference_drug': 'bio/CHEMBL1096882'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_IMPDH1', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_NOS3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_UGT2B7', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_MTHFD1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_SLC22A11', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_FGFR4', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_CYP2A6', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_CRTC2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL52440_hg19_CYP2D6', '?reference_drug': 'bio/CHEMBL52440'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_TLR4', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_CAPN10', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_AHR', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_ADORA2A-AS1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_FKBP5', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_CYP2C8', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1169_hg19_G6PD', '?reference_drug': 'bio/CHEMBL1169'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_FGF2', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg19_GSTT1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_UGT1A1', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_IMPDH1', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg19_IMPDH2', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SLCO1B1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_DRD2', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_EPB41', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SLC22A6', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL704_hg19_NAT1', '?reference_drug': 'bio/CHEMBL704'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_CYP3A7', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_MTHFD1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_GATA3', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_NALCN', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg19_CYP2C19', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL1535_hg19_C18orf56', '?reference_drug': 'bio/CHEMBL1535'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_NOS3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg19_NOS1AP', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg19_CYP2C9', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL131_hg38_PNPLA3', '?reference_drug': 'bio/CHEMBL131'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_TYMS', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_CYP2J2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg19_SLCO1B1', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL389621_hg19_NR1I2', '?reference_drug': 'bio/CHEMBL389621'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_CES1', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_ATIC', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg19_CYP2C19', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_ANKK1', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL106_hg38_CYP2C19', '?reference_drug': 'bio/CHEMBL106'}, {'?cga_dcid': 'bio/CGA_CHEMBL1096882_hg38_CXCL12', '?reference_drug': 'bio/CHEMBL1096882'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_CYP2C19', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_NALCN', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1741_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL1741'}, {'?cga_dcid': 'bio/CGA_CHEMBL389621_hg38_NR1I2', '?reference_drug': 'bio/CHEMBL389621'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_UGT2B7', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_C18orf56', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_GSTP1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_UGT1A9', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_TYMS', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg38_GATA3', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_CYP2C8', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg38_DOK5', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_CAPN10', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_FOXP3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1096882_hg38_SLC22A12', '?reference_drug': 'bio/CHEMBL1096882'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_NR1I2', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_CCDC22', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg38_ADIPOQ', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_CHRNA5', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_SULT1C4', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_UGT1A7', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL848_hg19_CTNNB1', '?reference_drug': 'bio/CHEMBL848'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_POR', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_NUDT15', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL389621_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL389621'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_RPL13', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_LINC00251', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_CHRNA5', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_ABCG2', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL416_hg38_CYP2A6', '?reference_drug': 'bio/CHEMBL416'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg38_LINC00251', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SLCO1B3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_HLA-G', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_ABCC2', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_MTRR', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_PYGL', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg19_SPG7', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL19019_hg19_OPRM1', '?reference_drug': 'bio/CHEMBL19019'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_VDR', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_KIR2DS4', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_SACM1L', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_MIR618', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL19019_hg19_OPRD1', '?reference_drug': 'bio/CHEMBL19019'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_KLRD1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_BMP7', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_TLR4', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_LINC00251', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_ABCB1', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_MIR449B', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL8_hg19_G6PD', '?reference_drug': 'bio/CHEMBL8'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_CYP3A4', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_IMPDH1', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_ABCC4', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_HLA-E', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_ABCB1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg38_C18orf56', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_BMP7', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL416_hg19_CYP2A6', '?reference_drug': 'bio/CHEMBL416'}, {'?cga_dcid': 'bio/CGA_CHEMBL113_hg38_CYP1A2', '?reference_drug': 'bio/CHEMBL113'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_HLA-DQA1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_COMT', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_HSD11B1', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_SLCO1A2', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_CYP2C19', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg19_PPARG', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_HSD11B1', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_SLCO1B3', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_FOLR1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_MIR595', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL655_hg19_CYP3A4', '?reference_drug': 'bio/CHEMBL655'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_TPMT', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_CYP2E1', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg19_BMP7', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_AOX1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_CCND1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_CYP2D6', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_UGT1A7', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_FMO3', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg38_CXCL12', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg19_ABCB1', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg19_CYP2C8', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL8_hg38_CYP2D6', '?reference_drug': 'bio/CHEMBL8'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_CYP2C19', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg19_DDRGK1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL1535_hg38_G6PD', '?reference_drug': 'bio/CHEMBL1535'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_IL12A', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg19_NR1H3', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_SLC18A2', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_ABCC6', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_ZSCAN25', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg19_CYP3A5', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SLC22A11', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_FOLH1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_IMPDH2', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_AMPD1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL655_hg19_UGT1A4', '?reference_drug': 'bio/CHEMBL655'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_GSTA1', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg19_GSTP1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL19019_hg38_DBH', '?reference_drug': 'bio/CHEMBL19019'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_CYP2J2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_UGT1A9', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg19_GRK4', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL650_hg38_ABCB1', '?reference_drug': 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'bio/CGA_CHEMBL34259_hg19_AMPD1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_SLC46A1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg19_G6PD', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL848_hg19_ABCB1', '?reference_drug': 'bio/CHEMBL848'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_CXCL12', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg19_C18orf56', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL98_hg38_CHD4', '?reference_drug': 'bio/CHEMBL98'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_ATP7A', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg38_PTPRD', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_HTR2A', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL19019_hg38_OPRD1', '?reference_drug': 'bio/CHEMBL19019'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_CES2', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL1456_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL1456'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_DRD1', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL113_hg19_CYP2A6', '?reference_drug': 'bio/CHEMBL113'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg19_GSTM1', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_CTLA4', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_NOD2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_FTO', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL655_hg19_CYP3A5', '?reference_drug': 'bio/CHEMBL655'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_DBH', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg19_NR1I2', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_HLA-G', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_UGT1A8', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SLC16A7', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL131_hg38_DSE', '?reference_drug': 'bio/CHEMBL131'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg19_CYP2E1', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg19_CYP1A2', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_UGT2B7', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg19_KCNMB1', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_CES2', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL650_hg19_ABCB1', '?reference_drug': 'bio/CHEMBL650'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_BMP7', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_NAT2', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_DRD2', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL1741_hg19_ABCB1', '?reference_drug': 'bio/CHEMBL1741'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_ARID5B', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg19_RPL13', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_UGT1A10', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_ABCC3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_CCDC22', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1096882_hg19_CYP2B6', '?reference_drug': 'bio/CHEMBL1096882'}, {'?cga_dcid': 'bio/CGA_CHEMBL643_hg38_CYP2D6', '?reference_drug': 'bio/CHEMBL643'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_HTR2A', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_FMO3', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL1096882_hg19_CXCL12', '?reference_drug': 'bio/CHEMBL1096882'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_ABCC2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_CTLA4', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_SUMO4', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_CYP3A5', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg19_NR1I2', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg19_SERPINE1', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SLCO1A2', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg38_CYP3A4', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_ABCC2', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg19_GATA3', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_CTNNB1', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg38_PPARG', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_TYMS', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg19_NAT2', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL655_hg38_CYP3A', '?reference_drug': 'bio/CHEMBL655'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_SLC22A9', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_GSTT1', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_SLCO1B3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL131_hg19_CYP3A4', '?reference_drug': 'bio/CHEMBL131'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_SOD2', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg38_PLEKHH2', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg38_NOS1AP', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_UGT1A9', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_CYP2A6', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_IL10', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_DRD1', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_UGT1A4', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_PTPRM', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_LINC00251', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_UGT1A6', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_GGH', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_SLCO1B1', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL1542_hg38_ITPA', '?reference_drug': 'bio/CHEMBL1542'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_TCF7L2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_PPARD', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_CYP2B6', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_UGT1A1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_UGT1A5', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_UGT1A10', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_XRCC5', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_CYP3A5', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_CYP2C19', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg19_CHST3', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL131_hg38_ABCB1', '?reference_drug': 'bio/CHEMBL131'}, {'?cga_dcid': 'bio/CGA_CHEMBL1535_hg38_TYMS', '?reference_drug': 'bio/CHEMBL1535'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_ANKK1', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg19_NR1I2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg19_ACE', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_HLA-E', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_DROSHA', '?reference_drug': 'bio/CHEMBL635'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg38_HPRT1', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL6966_hg38_KCNIP1', '?reference_drug': 'bio/CHEMBL6966'}, {'?cga_dcid': 'bio/CGA_CHEMBL1535_hg19_TYMS', '?reference_drug': 'bio/CHEMBL1535'}, {'?cga_dcid': 'bio/CGA_CHEMBL1503_hg38_CYP1A2', '?reference_drug': 'bio/CHEMBL1503'}, {'?cga_dcid': 'bio/CGA_CHEMBL389621_hg38_CYP3A4', '?reference_drug': 'bio/CHEMBL389621'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_CYP2A6', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_ABCC3', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_ADORA2A-AS1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL8_hg19_CYP2D6', '?reference_drug': 'bio/CHEMBL8'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_FOLH1', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL866_hg19_IMPDH2', '?reference_drug': 'bio/CHEMBL866'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_ITPA', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_TPMT', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL384467_hg38_CRISPLD2', '?reference_drug': 'bio/CHEMBL384467'}, {'?cga_dcid': 'bio/CGA_CHEMBL468_hg38_SPG7', '?reference_drug': 'bio/CHEMBL468'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg38_FPGS', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL269732_hg38_CRTC2', '?reference_drug': 'bio/CHEMBL269732'}, {'?cga_dcid': 'bio/CGA_CHEMBL595_hg38_CYP2C9', '?reference_drug': 'bio/CHEMBL595'}, {'?cga_dcid': 'bio/CGA_CHEMBL894_hg38_ACE', '?reference_drug': 'bio/CHEMBL894'}, {'?cga_dcid': 'bio/CGA_CHEMBL34259_hg19_MTR', '?reference_drug': 'bio/CHEMBL34259'}, {'?cga_dcid': 'bio/CGA_CHEMBL635_hg19_C18orf56', '?reference_drug': 'bio/CHEMBL635'}]\n",
- "{'bio/hg38_IMPDH2': {'bio/CHEMBL1456', 'bio/CHEMBL866'}, 'bio/hg38_CYP3A4': {'bio/CHEMBL655', 'bio/CHEMBL1503', 'bio/CHEMBL269732', 'bio/CHEMBL866', 'bio/CHEMBL1741', 'bio/CHEMBL131', 'bio/CHEMBL389621', 'bio/CHEMBL6966', 'bio/CHEMBL52440'}, 'bio/hg38_DROSHA': {'bio/CHEMBL34259', 'bio/CHEMBL635'}, 'bio/hg38_GSTP1': {'bio/CHEMBL1542', 'bio/CHEMBL34259'}, 'bio/hg38_GATA3': {'bio/CHEMBL384467', 'bio/CHEMBL34259', 'bio/CHEMBL635'}, 'bio/hg38_SLCO1B1': {'bio/CHEMBL1456', 'bio/CHEMBL1096882', 'bio/CHEMBL34259', 'bio/CHEMBL866'}, 'bio/hg38_IMPDH1': {'bio/CHEMBL1456', 'bio/CHEMBL866'}, 'bio/hg38_UGT2B7': {'bio/CHEMBL1456', 'bio/CHEMBL866'}, 'bio/hg38_MTHFD1': {'bio/CHEMBL34259'}, 'bio/hg38_FGFR4': {'bio/CHEMBL34259'}, 'bio/hg38_CAPN10': {'bio/CHEMBL269732'}, 'bio/hg38_AHR': {'bio/CHEMBL1503'}, 'bio/hg38_CYP2C8': {'bio/CHEMBL1456', 'bio/CHEMBL595', 'bio/CHEMBL269732', 'bio/CHEMBL866'}, 'bio/hg38_FGF2': {'bio/CHEMBL468', 'bio/CHEMBL848'}, 'bio/hg38_UGT1A1': {'bio/CHEMBL34259', 'bio/CHEMBL384467'}, 'bio/hg38_ABCB1': {'bio/CHEMBL655', 'bio/CHEMBL1503', 'bio/CHEMBL269732', 'bio/CHEMBL384467', 'bio/CHEMBL34259', 'bio/CHEMBL848', 'bio/CHEMBL650', 'bio/CHEMBL1741', 'bio/CHEMBL1456', 'bio/CHEMBL131', 'bio/CHEMBL389621', 'bio/CHEMBL6966', 'bio/CHEMBL635'}, 'bio/hg38_DRD2': {'bio/CHEMBL894'}, 'bio/hg38_SLC22A6': {'bio/CHEMBL34259'}, 'bio/hg38_NOS3': {'bio/CHEMBL34259'}, 'bio/hg38_PNPLA3': {'bio/CHEMBL131'}, 'bio/hg38_CYP2J2': {'bio/CHEMBL269732'}, 'bio/hg38_CES1': {'bio/CHEMBL1456', 'bio/CHEMBL866'}, 'bio/hg38_ATIC': {'bio/CHEMBL34259'}, 'bio/hg38_CYP2C19': {'bio/CHEMBL1503', 'bio/CHEMBL269732', 'bio/CHEMBL106', 'bio/CHEMBL894', 'bio/CHEMBL468', 'bio/CHEMBL635'}, 'bio/hg38_CXCL12': {'bio/CHEMBL1096882', 'bio/CHEMBL635'}, 'bio/hg38_NALCN': {'bio/CHEMBL34259'}, 'bio/hg38_NR1I2': {'bio/CHEMBL1503', 'bio/CHEMBL269732', 'bio/CHEMBL444633', 'bio/CHEMBL384467', 'bio/CHEMBL389621', 'bio/CHEMBL595'}, 'bio/hg38_UGT1A9': {'bio/CHEMBL1456', 'bio/CHEMBL34259', 'bio/CHEMBL866'}, 'bio/hg38_TYMS': {'bio/CHEMBL1542', 'bio/CHEMBL34259', 'bio/CHEMBL384467', 'bio/CHEMBL1535', 'bio/CHEMBL635'}, 'bio/hg38_DOK5': {'bio/CHEMBL34259', 'bio/CHEMBL384467', 'bio/CHEMBL635'}, 'bio/hg38_SLC22A12': {'bio/CHEMBL1096882'}, 'bio/hg38_CCDC22': {'bio/CHEMBL269732'}, 'bio/hg38_ADIPOQ': {'bio/CHEMBL595'}, 'bio/hg38_CHRNA5': {'bio/CHEMBL894'}, 'bio/hg38_SULT1C4': {'bio/CHEMBL468'}, 'bio/hg38_UGT1A7': {'bio/CHEMBL34259', 'bio/CHEMBL866'}, 'bio/hg38_POR': {'bio/CHEMBL655', 'bio/CHEMBL269732'}, 'bio/hg38_NUDT15': {'bio/CHEMBL1542'}, 'bio/hg38_RPL13': {'bio/CHEMBL468'}, 'bio/hg38_LINC00251': {'bio/CHEMBL34259', 'bio/CHEMBL384467', 'bio/CHEMBL635'}, 'bio/hg38_ABCG2': {'bio/CHEMBL34259'}, 'bio/hg38_CYP2A6': {'bio/CHEMBL1503', 'bio/CHEMBL113', 'bio/CHEMBL894', 'bio/CHEMBL416', 'bio/CHEMBL137'}, 'bio/hg38_SLCO1B3': {'bio/CHEMBL1456', 'bio/CHEMBL34259', 'bio/CHEMBL866'}, 'bio/hg38_ABCC2': {'bio/CHEMBL269732', 'bio/CHEMBL34259', 'bio/CHEMBL866'}, 'bio/hg38_MTRR': {'bio/CHEMBL34259'}, 'bio/hg38_VDR': {'bio/CHEMBL655', 'bio/CHEMBL384467'}, 'bio/hg38_KIR2DS4': {'bio/CHEMBL34259'}, 'bio/hg38_SACM1L': {'bio/CHEMBL894'}, 'bio/hg38_MIR618': {'bio/CHEMBL34259', 'bio/CHEMBL635'}, 'bio/hg38_BMP7': {'bio/CHEMBL34259', 'bio/CHEMBL384467', 'bio/CHEMBL635'}, 'bio/hg38_MIR449B': {'bio/CHEMBL34259', 'bio/CHEMBL635'}, 'bio/hg38_ABCC4': {'bio/CHEMBL1542', 'bio/CHEMBL34259'}, 'bio/hg38_C18orf56': {'bio/CHEMBL1542', 'bio/CHEMBL34259', 'bio/CHEMBL384467', 'bio/CHEMBL1535', 'bio/CHEMBL635'}, 'bio/hg38_CYP1A2': {'bio/CHEMBL1503', 'bio/CHEMBL113'}, 'bio/hg38_HLA-DQA1': {'bio/CHEMBL1542'}, 'bio/hg38_COMT': {'bio/CHEMBL894'}, 'bio/hg38_HSD11B1': {'bio/CHEMBL269732'}, 'bio/hg38_MIR595': {'bio/CHEMBL34259'}, 'bio/hg38_TPMT': {'bio/CHEMBL1542', 'bio/CHEMBL34259', 'bio/CHEMBL635'}, 'bio/hg38_CYP2E1': {'bio/CHEMBL1096882', 'bio/CHEMBL1503'}, 'bio/hg38_AOX1': {'bio/CHEMBL1542'}, 'bio/hg38_CYP2D6': {'bio/CHEMBL1503', 'bio/CHEMBL643', 'bio/CHEMBL8', 'bio/CHEMBL3622821', 'bio/CHEMBL52440'}, 'bio/hg38_FMO3': {'bio/CHEMBL269732'}, 'bio/hg38_G6PD': {'bio/CHEMBL1169', 'bio/CHEMBL262777', 'bio/CHEMBL8', 'bio/CHEMBL595', 'bio/CHEMBL1535'}, 'bio/hg38_IL12A': {'bio/CHEMBL1456'}, 'bio/hg38_ABCC6': {'bio/CHEMBL468'}, 'bio/hg38_SLC22A11': {'bio/CHEMBL34259'}, 'bio/hg38_AMPD1': {'bio/CHEMBL34259'}, 'bio/hg38_DBH': {'bio/CHEMBL19019', 'bio/CHEMBL894'}, 'bio/hg38_SLC19A1': {'bio/CHEMBL34259'}, 'bio/hg38_CTLA4': {'bio/CHEMBL384467', 'bio/CHEMBL635', 'bio/CHEMBL269732'}, 'bio/hg38_CYP3A5': {'bio/CHEMBL655', 'bio/CHEMBL1503', 'bio/CHEMBL269732', 'bio/CHEMBL1741', 'bio/CHEMBL595', 'bio/CHEMBL866'}, 'bio/hg38_GSTT1': {'bio/CHEMBL468', 'bio/CHEMBL1542'}, 'bio/hg38_NAT1': {'bio/CHEMBL704'}, 'bio/hg38_ITPA': {'bio/CHEMBL1542', 'bio/CHEMBL34259'}, 'bio/hg38_NR1H3': {'bio/CHEMBL6966'}, 'bio/hg38_PTPRD': {'bio/CHEMBL595', 'bio/CHEMBL6966'}, 'bio/hg38_CYP2B6': {'bio/CHEMBL655', 'bio/CHEMBL894', 'bio/CHEMBL1096882'}, 'bio/hg38_SERPINE1': {'bio/CHEMBL384467'}, 'bio/hg38_PACSIN2': {'bio/CHEMBL34259'}, 'bio/hg38_GALR1': {'bio/CHEMBL894'}, 'bio/hg38_GRK4': {'bio/CHEMBL6966'}, 'bio/hg38_ARID5B': {'bio/CHEMBL34259'}, 'bio/hg38_MTHFR': {'bio/CHEMBL34259'}, 'bio/hg38_CYP2D7': {'bio/CHEMBL52440'}, 'bio/hg38_UGT1A8': {'bio/CHEMBL1456', 'bio/CHEMBL34259', 'bio/CHEMBL269732', 'bio/CHEMBL866'}, 'bio/hg38_ENOSF1': {'bio/CHEMBL34259'}, 'bio/hg38_SLC18A2': {'bio/CHEMBL894'}, 'bio/hg38_FOXP3': {'bio/CHEMBL34259', 'bio/CHEMBL269732'}, 'bio/hg38_OPRM1': {'bio/CHEMBL19019'}, 'bio/hg38_GSTM1': {'bio/CHEMBL1542'}, 'bio/hg38_PPP3CA': {'bio/CHEMBL269732'}, 'bio/hg38_UGT1A10': {'bio/CHEMBL34259', 'bio/CHEMBL866'}, 'bio/hg38_UGT1A4': {'bio/CHEMBL655', 'bio/CHEMBL34259'}, 'bio/hg38_C6': {'bio/CHEMBL269732'}, 'bio/hg38_PPARA': {'bio/CHEMBL269732'}, 'bio/hg38_ADORA2A': {'bio/CHEMBL34259', 'bio/CHEMBL113'}, 'bio/hg38_FKBP5': {'bio/CHEMBL894'}, 'bio/hg38_MTR': {'bio/CHEMBL34259'}, 'bio/hg38_CYP3A': {'bio/CHEMBL655', 'bio/CHEMBL269732'}, 'bio/hg38_TLR4': {'bio/CHEMBL34259', 'bio/CHEMBL269732'}, 'bio/hg38_KLRC1': {'bio/CHEMBL34259'}, 'bio/hg38_IL10': {'bio/CHEMBL1456', 'bio/CHEMBL269732'}, 'bio/hg38_CYP2C9': {'bio/CHEMBL595', 'bio/CHEMBL1503', 'bio/CHEMBL106'}, 'bio/hg38_IL3': {'bio/CHEMBL269732'}, 'bio/hg38_CTNNB1': {'bio/CHEMBL468', 'bio/CHEMBL384467', 'bio/CHEMBL848'}, 'bio/hg38_TSPYL1': {'bio/CHEMBL131'}, 'bio/hg38_CHST3': {'bio/CHEMBL468'}, 'bio/hg38_SULT2B1': {'bio/CHEMBL1096882'}, 'bio/hg38_EPB41': {'bio/CHEMBL894'}, 'bio/hg38_DHFR': {'bio/CHEMBL34259'}, 'bio/hg38_SNORD68': {'bio/CHEMBL468'}, 'bio/hg38_IL1B': {'bio/CHEMBL1503'}, 'bio/hg38_SLC6A4': {'bio/CHEMBL894'}, 'bio/hg38_KCNMB1': {'bio/CHEMBL6966'}, 'bio/hg38_SLC46A1': {'bio/CHEMBL34259'}, 'bio/hg38_PYGL': {'bio/CHEMBL384467', 'bio/CHEMBL34259'}, 'bio/hg38_KLRD1': {'bio/CHEMBL34259'}, 'bio/hg38_TNF': {'bio/CHEMBL1456'}, 'bio/hg38_UGT1A3': {'bio/CHEMBL34259'}, 'bio/hg38_RYR1': {'bio/CHEMBL113'}, 'bio/hg38_KCNJ11': {'bio/CHEMBL269732'}, 'bio/hg38_ABCC1': {'bio/CHEMBL34259'}, 'bio/hg38_DDRGK1': {'bio/CHEMBL1542'}, 'bio/hg38_CYP3A7': {'bio/CHEMBL269732'}, 'bio/hg38_HLA-DRB1': {'bio/CHEMBL1542'}, 'bio/hg38_SLC10A2': {'bio/CHEMBL468'}, 'bio/hg38_CACNA1C': {'bio/CHEMBL6966'}, 'bio/hg38_CCND1': {'bio/CHEMBL34259'}, 'bio/hg38_GSTA1': {'bio/CHEMBL635'}, 'bio/hg38_HLA-C': {'bio/CHEMBL34259'}, 'bio/hg38_TCF7L2': {'bio/CHEMBL269732'}, 'bio/hg38_SLC22A8': {'bio/CHEMBL34259'}, 'bio/hg38_HLA-A': {'bio/CHEMBL262777'}, 'bio/hg38_IL18': {'bio/CHEMBL269732'}, 'bio/hg38_GGH': {'bio/CHEMBL34259'}, 'bio/hg38_ERCC1': {'bio/CHEMBL468'}, 'bio/hg38_ZSCAN25': {'bio/CHEMBL269732'}, 'bio/hg38_SPECC1L': {'bio/CHEMBL34259'}, 'bio/hg38_UGT1A6': {'bio/CHEMBL34259'}, 'bio/hg38_CYP4B1': {'bio/CHEMBL468'}, 'bio/hg38_TNFAIP3': {'bio/CHEMBL34259'}, 'bio/hg38_SLC22A9': {'bio/CHEMBL34259'}, 'bio/hg38_KCNQ1': {'bio/CHEMBL269732'}, 'bio/hg38_SHMT1': {'bio/CHEMBL34259'}, 'bio/hg38_FOLR1': {'bio/CHEMBL34259'}, 'bio/hg38_NAT2': {'bio/CHEMBL468', 'bio/CHEMBL113'}, 'bio/hg38_PTPRM': {'bio/CHEMBL34259'}, 'bio/hg38_ATP5F1E': {'bio/CHEMBL34259'}, 'bio/hg38_CHD4': {'bio/CHEMBL98'}, 'bio/hg38_ATP7A': {'bio/CHEMBL468'}, 'bio/hg38_HTR2A': {'bio/CHEMBL894'}, 'bio/hg38_OPRD1': {'bio/CHEMBL19019'}, 'bio/hg38_CES2': {'bio/CHEMBL1456', 'bio/CHEMBL866'}, 'bio/hg38_NOD2': {'bio/CHEMBL269732'}, 'bio/hg38_FTO': {'bio/CHEMBL1542'}, 'bio/hg38_HLA-G': {'bio/CHEMBL34259'}, 'bio/hg38_SLC16A7': {'bio/CHEMBL34259'}, 'bio/hg38_DSE': {'bio/CHEMBL131'}, 'bio/hg38_SUMO4': {'bio/CHEMBL269732'}, 'bio/hg38_SLCO1A2': {'bio/CHEMBL34259'}, 'bio/hg38_PPARG': {'bio/CHEMBL595'}, 'bio/hg38_SOD2': {'bio/CHEMBL34259'}, 'bio/hg38_PLEKHH2': {'bio/CHEMBL6966'}, 'bio/hg38_NOS1AP': {'bio/CHEMBL6966'}, 'bio/hg38_DRD1': {'bio/CHEMBL894'}, 'bio/hg38_PPARD': {'bio/CHEMBL468'}, 'bio/hg38_UGT1A5': {'bio/CHEMBL34259'}, 'bio/hg38_XRCC5': {'bio/CHEMBL468'}, 'bio/hg38_ANKK1': {'bio/CHEMBL894'}, 'bio/hg38_HLA-E': {'bio/CHEMBL34259'}, 'bio/hg38_HPRT1': {'bio/CHEMBL866'}, 'bio/hg38_KCNIP1': {'bio/CHEMBL6966'}, 'bio/hg38_ABCC3': {'bio/CHEMBL34259'}, 'bio/hg38_ADORA2A-AS1': {'bio/CHEMBL34259'}, 'bio/hg38_FOLH1': {'bio/CHEMBL34259'}, 'bio/hg38_CRISPLD2': {'bio/CHEMBL384467'}, 'bio/hg38_SPG7': {'bio/CHEMBL468'}, 'bio/hg38_FPGS': {'bio/CHEMBL34259'}, 'bio/hg38_CRTC2': {'bio/CHEMBL269732'}, 'bio/hg38_ACE': {'bio/CHEMBL894'}}\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "lsHOs0qBDgpP"
- },
- "source": [
- "## Filter and Split Candidates\n",
- "After creating a list of candidate drugs, we need to remove any drugs that have been already established as treatment or have been declared as contraindications to the drug. We are left with a set of filtered candidate compounds that might be tested to treat the given disease.\n",
- "\n",
- "Additionally, we are splitting the candidates into two groups:\n",
- "* The first group is comprised of candidates that do not share any gene targets with any of the treatment compounds. These candidates will remain unranked as we do not have a basis to compare them to the treatment compounds with. \n",
- "\n",
- "* The second group is comprised of the candidates that share at least one gene target with a treatment compound. In the next section, we will be ranking these compounds by comparing their structural similiarity to the treatment compounds they share a gene target with."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "R1IyfS6OKOVb",
- "outputId": "1aec41d3-7ed3-4e02-9d37-a7f0b85ad114",
- "colab": {
- "background_save": true
- }
- },
- "source": [
- "candidates = list(candidate_to_genes.keys()) # all candidates\n",
- "candidate_to_established_target = defaultdict(list) # group of candidates to be ranked\n",
- "candidate_to_novel_target = defaultdict(list) # group of candidates to remain unranked\n",
- "\n",
- "# determine which group each candidate falls under\n",
- "for candidate in candidates:\n",
- " if (candidate in treatment_compounds) or (candidate in inadvisable_compounds):\n",
- " continue\n",
- " gene_targets = list(candidate_to_genes[candidate])\n",
- " for gene_target in gene_targets:\n",
- " # check if gene is targeted by a treatment compound\n",
- " if gene_target in gene_to_references:\n",
- " candidate_to_established_target[candidate].append(gene_target)\n",
- " # otherwise add to list of candidates that shall remain unranked\n",
- " else:\n",
- " candidate_to_novel_target[candidate].append(gene_target)\n",
- "\n",
- "# candidates that share targets with reference compounds:\n",
- "print(candidate_to_established_target)\n",
- "print(len(candidate_to_established_target))\n",
- "\n",
- "# candidates with novel gene targets:\n",
- "print(candidate_to_novel_target)\n",
- "print(len(candidate_to_novel_target))\n",
- "print('\\n')\n",
- "# create dataframe to store and print the unranked candidates\n",
- "print('Unranked Candidates with Novel Gene Targets:')\n",
- "unranked_candidate_df = pd.DataFrame(\n",
- " [(key, L) for (key, L) in candidate_to_novel_target.items()], \n",
- " columns=['candidate_dcid', 'gene_target_list'])\n",
- "unranked_candidate_df"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "defaultdict(| \n", - " | candidate_dcid | \n", - "gene_target_list | \n", - "
|---|---|---|
| 0 | \n", - "bio/CHEMBL960 | \n", - "[bio/hg38_DHODH, bio/hg38_ESR1] | \n", - "
| 1 | \n", - "bio/CHEMBL350239 | \n", - "[bio/hg38_LIPC, bio/hg38_APOE, bio/hg38_SLCO2B... | \n", - "
| 2 | \n", - "bio/PA164713366 | \n", - "[bio/hg38_TNFRSF10A, bio/hg38_SLCO1C1, bio/hg3... | \n", - "
| 3 | \n", - "bio/PA164754825 | \n", - "[bio/hg38_CALCA] | \n", - "
| 4 | \n", - "bio/CHEMBL1908360 | \n", - "[bio/hg38_ESR2, bio/hg38_MTOR, bio/hg38_ESR1, ... | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "
| 515 | \n", - "bio/PA166109554 | \n", - "[bio/hg38_AGTR1] | \n", - "
| 516 | \n", - "bio/PA166114904 | \n", - "[bio/hg38_TNFSF13B] | \n", - "
| 517 | \n", - "bio/PA451961 | \n", - "[bio/hg38_SLC30A8] | \n", - "
| 518 | \n", - "bio/CHEMBL20 | \n", - "[bio/hg38_HLA-B] | \n", - "
| 519 | \n", - "bio/PA166129559 | \n", - "[bio/hg38_CYP19A1] | \n", - "
520 rows × 2 columns
\n", - "| \n", - " | candidate_dcid | \n", - "smiles | \n", - "genes_list | \n", - "
|---|---|---|---|
| 0 | \n", - "bio/CHEMBL1095777 | \n", - "CCC1=C(C=C2CC(CC2=C1)NC[C@@H](C3=C4C=CC(=O)NC4... | \n", - "[bio/hg38_UGT1A1] | \n", - "
| 1 | \n", - "bio/CHEMBL1204187 | \n", - "CC1(CC(=O)N(C(=O)C1)CCCCN2CCN(CC2)C3=NC=CC=N3)... | \n", - "[bio/hg38_UGT1A1] | \n", - "
| 2 | \n", - "bio/CHEMBL1163 | \n", - "CC(C)(C)[C@@H](C(=O)N[C@@H](CC1=CC=CC=C1)[C@H]... | \n", - "[bio/hg38_SLCO1B1, bio/hg38_CYP3A5, bio/hg38_A... | \n", - "
| 3 | \n", - "bio/CHEMBL1201772 | \n", - "CC(=O)OC1=CC2=C(S1)CCN(C2)C(C3=CC=CC=C3F)C(=O)... | \n", - "[bio/hg38_CYP3A5, bio/hg38_CYP2C9, bio/hg38_CY... | \n", - "
| 4 | \n", - "bio/CHEMBL116 | \n", - "CC(C)CN(C[C@H]([C@H](CC1=CC=CC=C1)NC(=O)O[C@H]... | \n", - "[bio/hg38_SLCO1B1, bio/hg38_ABCB1] | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 1106 | \n", - "bio/PA448714 | \n", - "C[C@H](/C=C/C(C1CC1)O)[C@H]2CC[C@@H]\\3[C@@]2(C... | \n", - "[bio/hg38_VDR] | \n", - "
| 1107 | \n", - "bio/PA165958321 | \n", - "C[C@H]1C(=O)N([C@H](S1)C2=CN=CC=C2)C.Cl | \n", - "[bio/hg38_CYP2A6] | \n", - "
| 1108 | \n", - "bio/PA449390 | \n", - "C1[C@@H]2CC(CC3N2CC(=O)C1C3)OC(=O)C4=CNC5=CC=C... | \n", - "[bio/hg38_NOS1AP, bio/hg38_CYP3A4, bio/hg38_CY... | \n", - "
| 1109 | \n", - "bio/PA166153171 | \n", - "C1[C@@H]([C@H](O[C@H]1N2C3=C(C(=O)N=C(N3)N)NC2... | \n", - "[bio/hg38_NUDT15] | \n", - "
| 1110 | \n", - "bio/PA164783809 | \n", - "C[C@H]1/C=C/C=C(\\C(=O)NC\\2=C(C3=C(C(=C4C(=C3C(... | \n", - "[bio/hg38_NR1I2] | \n", - "
1111 rows × 3 columns
\n", - ""
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "eWzIlsjpVSXY"
- },
- "source": [
- "Copyright 2020 Google LLC.\n",
- "SPDX-License-Identifier: Apache-2.0\n",
- "\n",
- "Author: Mahsa Eftekhari"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "m-Jrb-eMOvMP"
- },
- "source": [
- "# Time Series Holes: A Case Study Using Data Commons\n",
- "\n",
- "In this notebook, we will examine types of missing values in time series and methods of imputing those values. Missing values might happen during data collection, or may be intentionally introduced during processing. Data scientists often impute missing values before using time series for analysis and machine learning.\n",
- "\n",
- "First, we will survey random statistical variables from Data Commons and visualize their time series for a few counties. This will give us an understanding of the types of time series holes that exist.\n",
- "\n",
- "Then, we will impute missing values using Pandas imputation methods that the [scipy.interpolate](https://docs.scipy.org/doc/scipy/reference/tutorial/interpolate.html) package provides.\n",
- "\n",
- "\n",
- "**To use this notebook, click on 'Runtime' and select 'Run all'**."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "b-Wt5rWaAtSQ",
- "cellView": "form"
- },
- "source": [
- "#@title Technical details: sampling function\n",
- "#\n",
- "#\n",
- "#@markdown This section contains the functions that we use to retrieve data from Data Commons. We use \n",
- "#@markdown [**`build_time_series_dataframe`**](https://docs.datacommons.org/api/pandas/time_series.html) \n",
- "#@markdown to access the data for each sampled statistical variable. \n",
- "#\n",
- "#@markdown **To reveal the hidden code double click on this section.**\n",
- "#\n",
- "\n",
- "\n",
- "\"\"\"\n",
- "The function input are the total sampled statistical variables and a boolean flag for \n",
- "plot/not plot the sampled statistical variables. To avoid value errors for statistical variables \n",
- "with no data for our selected state we use try/except. \n",
- "\"\"\"\n",
- "def select_random_statvars(sample_size, plot_flag, log_p):\n",
- " prov = pd.DataFrame(dc.get_property_values([\"StatisticalVariable\"], \"typeOf\", out =False, limit =500))\n",
- "\n",
- " chosen_idx = np.random.choice(len(prov.index), replace=False, size=sample_size)\n",
- " df_trimmed = prov.iloc[chosen_idx]\n",
- " allstatvars = set(df_trimmed['StatisticalVariable'])\n",
- " pltstats =[]\n",
- "\n",
- " # Comment the following line if you want to include all statistical variables:\n",
- " allstatvars = [x for x in allstatvars if not (x.startswith(\"dc/\"))]\n",
- "\n",
- " geoids = (dc.get_places_in([_PLACE], \"County\"))[_PLACE]\n",
- "\n",
- " \"\"\"\n",
- " For each statistical variable, a column represents a county (e.g. counties contained in California). \n",
- " We select time series with at least four data points, at least four complete counties, and at least \n",
- " four missing values. You can change the threshold by setting another value to *threshold*.\n",
- " \"\"\"\n",
- " for statvar in allstatvars:\n",
- " try:\n",
- " data = dc.build_time_series_dataframe(geoids, statvar)\n",
- "\n",
- " # Get all state names and store it in a column \"name\"\n",
- " # Get the first name, if there are multiple for a state\n",
- " data.insert(0, 'name', data.index.map(dc.get_property_values(data.index, 'name')).str[0])\n",
- " data.set_index('name', inplace=True)\n",
- " data = data.transpose()\n",
- "\n",
- " data.dropna(axis=0, how='all', inplace=True)\n",
- "\n",
- " notNaColumns = data.columns[data.notna().all()].tolist()\n",
- " naColumns = data.columns[data.isnull().any()].tolist()\n",
- " \n",
- " threshold = 4\n",
- " if (len(naColumns) > threshold and len(notNaColumns)> threshold and data.size> threshold):\n",
- " if (plot_flag):\n",
- " plt = data[naColumns].plot(style=['bo-', 'o-', 'ro-'], figsize=(22, 10));\n",
- " plt.set_ylabel(statvar, fontsize=14)\n",
- " plt.set_xlabel('Date', fontsize=14)\n",
- " pltstats.append(statvar)\n",
- " except ValueError as e:\n",
- " if (log_p):\n",
- " print(statvar, ': No data for', _PLACE)\n",
- " \n",
- " return pltstats"
- ],
- "execution_count": 1,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "20oMQF58TCZO"
- },
- "source": [
- "#@title Technical details: validation\n",
- "#\n",
- "#\n",
- "#@markdown In this section, we explain the implementation details of the cross-validation function for technical readers. \n",
- "#\n",
- "#@markdown **To reveal the hidden code double click on this section.**\n",
- "#\n",
- "#\n",
- "\n",
- "\"\"\"\n",
- "The *artificial_score_generator* retrieves data using *build_time_series_dataframe* for each statistical variable.\n",
- "It calls the *multiple_rounds_score_validation* to compute a matrix of R2 scores for each method and statistical \n",
- "variable. \n",
- "\"\"\"\n",
- "\n",
- "def artificial_score_generator(rand_st, quiet=False):\n",
- " if (len(rand_st) < 1):\n",
- " print(\"run select_random_statvars again\")\n",
- " return\n",
- "\n",
- " geoids = (dc.get_places_in([_PLACE], \"County\"))[_PLACE]\n",
- " all_scores = pd.DataFrame()\n",
- " i = -1\n",
- " for sv in rand_st:\n",
- " i += 1\n",
- " data = dc.build_time_series_dataframe(geoids, sv).transpose()\n",
- " data.reset_index(level=0, inplace=True)\n",
- " data.dropna(axis=1, how='all', inplace=True)\n",
- " data['index'] = pd.to_datetime(data['index'])\n",
- " data.set_index('index', inplace=True)\n",
- "\n",
- " current_scores = multiple_rounds_cross_validation(data, 20, sv, quiet)\n",
- " # Cap negative values at -100.\n",
- " current_scores.iloc[:, 1:2] = current_scores.iloc[:, 1:2].apply(lambda x: [y if y > -100 else -101 for y in x])\n",
- " if i > 0:\n",
- " all_scores = all_scores.merge(current_scores, on='method', how='left')\n",
- " else:\n",
- " all_scores = current_scores\n",
- " \n",
- " return all_scores\n",
- "\n",
- "\"\"\"\n",
- "*multiple_rounds_score_validation* function calls *one_round_cross_validation()* for \n",
- "(rounds =) 20 times. In each round, the *one_round_cross_validation()* removes data points \n",
- "*independently and uniformly at random* and calls *_FillwithX()* to impute the SAME set of missing \n",
- "data points with each method from the set *_METHODS* that we defined earlier. \n",
- "To generate a normalized result, we report the average of calculated scores.\n",
- "\"\"\"\n",
- "\n",
- "def multiple_rounds_cross_validation(df, rounds, stvar, quiet=False):\n",
- " notNaColumns = df.columns[df.notna().all()].tolist()\n",
- " multiple_rsquared_values = one_round_cross_validation(df, stvar, quiet)\n",
- " cols = multiple_rsquared_values.columns.difference(['method'])\n",
- " for round in range(rounds-1):\n",
- " multiple_rsquared_values[cols] = multiple_rsquared_values[cols].add(one_round_cross_validation(df, stvar, quiet)[cols])\n",
- " \n",
- " multiple_rsquared_values[cols] = multiple_rsquared_values[cols]/rounds\n",
- " ave = 'Average of %s rounds for %s'%(rounds, stvar)\n",
- " multiple_rsquared_values[ave]=multiple_rsquared_values.mean(axis=1,skipna=True)\n",
- " multiple_rsquared_values.sort_values(by=ave, inplace = True, ascending=False)\n",
- " return multiple_rsquared_values[['method',ave]].round(3) \n",
- "\n",
- "def one_round_cross_validation(df, sv, quiet=False):\n",
- " rsquared_df = pd.DataFrame({'method': pd.Series(_METHODS)})\n",
- " notNaColumns = df.columns[df.notna().all()].tolist()\n",
- " df = df[notNaColumns]\n",
- "\n",
- " # Make a copy of each column and randomly delete values from original columns:\n",
- " for col in notNaColumns:\n",
- " df[col+\"_ref\"] = df[col].copy()\n",
- " df[col] = df[col].sample(frac=0.8)\n",
- "\n",
- " for col in notNaColumns:\n",
- " _FillwithX(df, col, sv, quiet)\n",
- " result = []\n",
- " # scoring the result and see which is better\n",
- " for m in _METHODS:\n",
- " r2 = -100\n",
- " try:\n",
- " r2 = r2_score(df[col+'_ref'], df[\"Fill\"+m+\"_\"+col])\n",
- " except ValueError as e:\n",
- " warnings.warn(\"r2 returns large negative value for %s :\" %m)\n",
- " result += [(m, r2)]\n",
- " \n",
- " rsquared_df[\"r2_\"+col] = pd.DataFrame(result, columns=['Method', 'R_squared'])['R_squared'].copy()\n",
- " rsquared_df[\"r2_\"+col] = pd.to_numeric(rsquared_df[\"r2_\"+col])\n",
- " return rsquared_df \n",
- "\n",
- "\n",
- "def _FillwithX(df, geo, sv, quiet=False):\n",
- " for meth in _METHODS:\n",
- " method = \"Fill\"+meth+\"_\"+geo\n",
- " try:\n",
- " if (meth == 'Mean'):\n",
- " df[method] = df[geo].fillna(df[geo].mean())\n",
- " elif (meth == 'Median'):\n",
- " df[method] = df[geo].fillna(df[geo].median()).bfill()\n",
- " elif (meth == 'Spline_d1'):\n",
- " df[method] = df[geo].interpolate(method='spline', order=1).bfill()\n",
- " elif (meth == 'Spline_d2'):\n",
- " df[method] = df[geo].interpolate(method='spline', order=2).bfill()\n",
- " elif (meth == 'Spline_d3'):\n",
- " df[method] = df[geo].interpolate(method='spline', order=3).bfill()\n",
- " elif (meth == 'Spline_d4'):\n",
- " df[method] = df[geo].interpolate(method='spline', order=4).bfill()\n",
- " elif (meth == 'Spline_d5'):\n",
- " df[method] = df[geo].interpolate(method='spline', order=5).bfill()\n",
- " elif (meth == 'InterpolateLinear'):\n",
- " df[method] = df[geo].interpolate(method='linear').bfill()\n",
- " elif (meth == 'Time'):\n",
- " df[method] = df[geo].interpolate(method='time').bfill()\n",
- " elif (meth == 'InterpolateAkima'):\n",
- " df[method] = df[geo].interpolate(method='akima', order=2).bfill()\n",
- " elif (meth == 'InterpolateSLinear'):\n",
- " df[method] = df[geo].interpolate(method='slinear').bfill()\n",
- " elif (meth == 'InterpolatePoly5'):\n",
- " df[method] = df[geo].interpolate(method='polynomial', order=2).bfill()\n",
- " elif (meth == 'InterpolatePoly7'):\n",
- " df[method] = df[geo].interpolate(method='polynomial', order=7).bfill()\n",
- " elif (meth == 'Krogh'):\n",
- " df[method] = df[geo].interpolate(method='krogh').bfill()\n",
- " elif (meth == 'Pchip'):\n",
- " df[method] = df[geo].interpolate(method='pchip').bfill()\n",
- " except:\n",
- " if not quiet:\n",
- " print(meth, \"imputation raised error for \", sv, \" filled missing value with zero instead!\")\n",
- " df[method] = df[geo].fillna(0, inplace=True) \n",
- " return df"
- ],
- "execution_count": 2,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "iVcpgbNr_m5l"
- },
- "source": [
- "# from google.colab import auth\n",
- "# auth.authenticate_user()\n",
- "\n",
- "# Import the required libraries\n",
- "import pandas as pd\n",
- "import random\n",
- "\n",
- "!pip install datacommons --upgrade --quiet\n",
- "import datacommons_pandas as dc\n",
- "\n",
- "# Import other required libraries\n",
- "import matplotlib.pyplot as plt\n",
- "plt.rcParams.update({'font.size': 22})\n",
- "import matplotlib.patches as mpatches\n",
- "\n",
- "# Import a scoring metric to compare methods\n",
- "from sklearn.metrics import r2_score\n",
- "# %matplotlib inline\n",
- "\n",
- "import numpy as np\n",
- "\n",
- "import warnings\n",
- "\n",
- "states = pd.DataFrame(dc.get_places_in(['country/USA'], 'State')['country/USA'])\n",
- "states.insert(0, 'name', states[0].map(dc.get_property_values(states[0], 'name')).str[0])"
- ],
- "execution_count": 3,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "9rRpybHcPAWh"
- },
- "source": [
- "# Part 1: Sample random statistical variables\n",
- "\n",
- "In the following block, we will query Data Commons for the time series of 300 statistical variables for your selected state (defaults to California). Then, we will explore the datasets for all counties inside the state and plot the times series that are available for at least 4 counties. In **`select_random_statvars(sample_size, plot_flag, print_flag)`**, you can alter the plot_flag and print_flag to hide the plots and print logs respectively. The third option will let you see the sampled statistical variables with no data within the selected place. \n",
- "\n",
- "**Note:** For visual purposes, we include dots for a maximum of 3 lines. We use plain lines if there are more than 3 counties to plot. "
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "YaJPrlmKOVfN",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 1000
- },
- "outputId": "753e002a-91ad-4df5-c9da-3ae5c5eecded"
- },
- "source": [
- "#@title Select a state to plot { run: \"auto\" }\n",
- "state_name = \"California\" #@param [\"Missouri\", \"Arkansas\", \"Arizona\", \"Ohio\", \"Connecticut\", \"Vermont\", \"Illinois\", \"South Dakota\", \"Iowa\", \"Oklahoma\", \"Kansas\", \"Washington\", \"Oregon\", \"Hawaii\", \"Minnesota\", \"Idaho\", \"Alaska\", \"Colorado\", \"Delaware\", \"Alabama\", \"North Dakota\", \"Michigan\", \"California\", \"Indiana\", \"Kentucky\", \"Nebraska\", \"Louisiana\", \"New Jersey\", \"Rhode Island\", \"Utah\", \"Nevada\", \"South Carolina\", \"Wisconsin\", \"New York\", \"North Carolina\", \"New Hampshire\", \"Georgia\", \"Pennsylvania\", \"West Virginia\", \"Maine\", \"Mississippi\", \"Montana\", \"Tennessee\", \"New Mexico\", \"Massachusetts\", \"Wyoming\", \"Maryland\", \"Florida\", \"Texas\", \"Virginia\"]\n",
- "_PLACE = states.loc[states['name'] == state_name].values[0][1]\n",
- "\n",
- "# Set the second value to True if you want to plot data for the sampled statistical variable:\n",
- "random_stats = select_random_statvars(300, plot_flag=True, log_p=False)\n",
- "print(\"Number of valid samples: \" , len(random_stats), random_stats)"
- ],
- "execution_count": 4,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "Number of valid samples: 14 ['Count_Establishment_PrivatelyOwnedEstablishment_NAICSHealthCareSocialAssistance', 'Count_Death_55To64Years_ExternalCauses', 'Count_Death_Female_BlackOrAfricanAmerican', 'ReceiptsOrRevenue_Establishment_NAICSEducationalServices_WithPayroll', 'Count_Death_45To54Years_ExternalCauses', 'WagesTotal_Worker_LocalGovernmentOwnedEstablishment_NAICSPublicAdministration', 'WagesTotal_Worker_StateGovernmentOwnedEstablishment_NAICSServiceProviding', 'WagesTotal_Worker_NAICSAdministrativeSupportWasteManagementRemediationServices', 'Count_Death_DiseasesOfTheDigestiveSystem_Male_White', 'WagesAnnual_Establishment_NAICSInformation', 'Count_Death_55To64Years_Neoplasms_BlackOrAfricanAmerican', 'Count_Death_55To64Years_ExternalCauses_White', 'Count_Death_65To74Years_Female_White', 'Count_Worker_PrivatelyOwnedEstablishment_NAICSEducationalServices']\n"
- ],
- "name": "stdout"
- },
- {
- "output_type": "display_data",
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "| \n", - " | method | \n", - "Average of 20 rounds for Count_Establishment_PrivatelyOwnedEstablishment_NAICSHealthCareSocialAssistance | \n", - "Average of 20 rounds for Count_Death_55To64Years_ExternalCauses | \n", - "Average of 20 rounds for Count_Death_Female_BlackOrAfricanAmerican | \n", - "Average of 20 rounds for ReceiptsOrRevenue_Establishment_NAICSEducationalServices_WithPayroll | \n", - "Average of 20 rounds for Count_Death_45To54Years_ExternalCauses | \n", - "Average of 20 rounds for WagesTotal_Worker_LocalGovernmentOwnedEstablishment_NAICSPublicAdministration | \n", - "Average of 20 rounds for WagesTotal_Worker_StateGovernmentOwnedEstablishment_NAICSServiceProviding | \n", - "Average of 20 rounds for WagesTotal_Worker_NAICSAdministrativeSupportWasteManagementRemediationServices | \n", - "Average of 20 rounds for Count_Death_DiseasesOfTheDigestiveSystem_Male_White | \n", - "Average of 20 rounds for WagesAnnual_Establishment_NAICSInformation | \n", - "Average of 20 rounds for Count_Death_55To64Years_Neoplasms_BlackOrAfricanAmerican | \n", - "Average of 20 rounds for Count_Death_55To64Years_ExternalCauses_White | \n", - "Average of 20 rounds for Count_Death_65To74Years_Female_White | \n", - "Average of 20 rounds for Count_Worker_PrivatelyOwnedEstablishment_NAICSEducationalServices | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "InterpolateLinear | \n", - "1.00 | \n", - "0.94 | \n", - "0.82 | \n", - "-2.17 | \n", - "0.83 | \n", - "0.99 | \n", - "0.99 | \n", - "0.99 | \n", - "0.76 | \n", - "0.81 | \n", - "0.82 | \n", - "0.94 | \n", - "0.83 | \n", - "0.99 | \n", - "
| 1 | \n", - "Spline_d1 | \n", - "1.00 | \n", - "0.93 | \n", - "0.80 | \n", - "0.64 | \n", - "0.80 | \n", - "0.99 | \n", - "0.99 | \n", - "0.99 | \n", - "0.73 | \n", - "0.72 | \n", - "0.78 | \n", - "0.93 | \n", - "0.81 | \n", - "0.99 | \n", - "
| 2 | \n", - "Time | \n", - "1.00 | \n", - "0.94 | \n", - "0.82 | \n", - "-2.17 | \n", - "0.83 | \n", - "0.99 | \n", - "0.99 | \n", - "0.99 | \n", - "0.76 | \n", - "0.81 | \n", - "0.82 | \n", - "0.94 | \n", - "0.83 | \n", - "0.99 | \n", - "
| 3 | \n", - "Pchip | \n", - "1.00 | \n", - "0.86 | \n", - "0.70 | \n", - "-2.17 | \n", - "0.25 | \n", - "0.98 | \n", - "0.98 | \n", - "0.98 | \n", - "0.21 | \n", - "0.64 | \n", - "0.48 | \n", - "0.89 | \n", - "0.63 | \n", - "0.99 | \n", - "
| 4 | \n", - "Spline_d2 | \n", - "0.82 | \n", - "-0.12 | \n", - "0.12 | \n", - "0.29 | \n", - "-3.07 | \n", - "0.97 | \n", - "0.98 | \n", - "0.98 | \n", - "-2.16 | \n", - "0.46 | \n", - "0.00 | \n", - "-0.48 | \n", - "-0.52 | \n", - "0.93 | \n", - "
| 5 | \n", - "Mean | \n", - "0.80 | \n", - "0.76 | \n", - "0.77 | \n", - "0.57 | \n", - "0.76 | \n", - "0.80 | \n", - "0.80 | \n", - "0.80 | \n", - "0.77 | \n", - "0.67 | \n", - "0.75 | \n", - "0.76 | \n", - "0.77 | \n", - "0.80 | \n", - "
| 6 | \n", - "Median | \n", - "0.75 | \n", - "0.75 | \n", - "0.75 | \n", - "0.57 | \n", - "0.76 | \n", - "0.79 | \n", - "0.78 | \n", - "0.80 | \n", - "0.76 | \n", - "0.64 | \n", - "0.73 | \n", - "0.74 | \n", - "0.76 | \n", - "0.79 | \n", - "
| 7 | \n", - "InterpolateAkima | \n", - "-16.55 | \n", - "-16.84 | \n", - "-21.11 | \n", - "-2.17 | \n", - "-19.71 | \n", - "-18.43 | \n", - "-20.85 | \n", - "-18.20 | \n", - "-20.61 | \n", - "-23.46 | \n", - "-21.87 | \n", - "-23.04 | \n", - "-18.73 | \n", - "-20.33 | \n", - "
| 8 | \n", - "Krogh | \n", - "-16.55 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-2.17 | \n", - "-101.00 | \n", - "-18.43 | \n", - "-20.86 | \n", - "-18.20 | \n", - "-101.00 | \n", - "-27.14 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-20.34 | \n", - "
| 9 | \n", - "Spline_d5 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-2.17 | \n", - "-101.00 | \n", - "-4.25 | \n", - "-0.67 | \n", - "-2.45 | \n", - "-101.00 | \n", - "-27.14 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "
| 10 | \n", - "Spline_d4 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-2.17 | \n", - "-101.00 | \n", - "0.39 | \n", - "0.76 | \n", - "0.45 | \n", - "-101.00 | \n", - "-7.74 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "
| 11 | \n", - "Spline_d3 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "0.91 | \n", - "0.96 | \n", - "0.92 | \n", - "-101.00 | \n", - "-0.67 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "-101.00 | \n", - "
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "-R4Acs7XRHce"
- },
- "source": [
- "Copyright 2020 Google LLC.\n",
- "SPDX-License-Identifier: Apache-2.0\n",
- "\n",
- "Author: Jin Peng Zhou"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "VVn3MLLfgWRJ"
- },
- "source": [
- "# Using Data Commons statistical variables to compute place similarity and dissimilarity\n",
- "Welcome to this Colab notebook! We will walk you through several examples of exploring similar and dissimilar places based on [`StatisticalVariable`](https://docs.datacommons.org/statistical_variables.html) values available in Data Commons. There are primarily two types of data we define here:\n",
- "1. Snapshot. We look at the statistical variable value at a given time (most likely the latest observation). The similarity criterion we used is absolute difference between two values.\n",
- "2. Time series. We look at all available statistical variable values as a time series. The similarity criterion can be either Pearson correlation (pearson), or Mean Square Error (mse).\n",
- "\n",
- "We hope the examples can help you better understand how to use Data Commons for further research and analysis, and in particular, identifying similar places based on your set of criteria."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "H8hSuI8_gWRN"
- },
- "source": [
- "## Load Packages"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "saoPbDhDgWRP"
- },
- "source": [
- "!pip install datacommons --quiet\n",
- "!pip install -U plotly --quiet\n",
- "import matplotlib.pyplot as plt\n",
- "import matplotlib\n",
- "from scipy.stats import rankdata, pearsonr\n",
- "import datacommons as dc\n",
- "import numpy as np\n",
- "import copy\n",
- "import pandas as pd\n",
- "from urllib.request import urlopen\n",
- "import json\n",
- "import plotly.express as px\n"
- ],
- "execution_count": 1,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "2KcQczP2gWRZ"
- },
- "source": [
- "## Define our inputs\n",
- "1. query_dcid: this is the place we are looking at.\n",
- "2. K: number of similar/dissimilar places to retrieve.\n",
- "3. places: a list of candidate places to compare. Each element is a place dcid"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "7DuF-ymGgWRb"
- },
- "source": [
- "query_dcid = 'geoId/0666000' # San Diego city\n",
- "# query_dcid = 'geoId/06085' # Santa Clara county\n",
- "K = 10"
- ],
- "execution_count": 2,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Wfq_GuuIoEfJ"
- },
- "source": [
- "## Prepare places input\n",
- "Here we need to first get all the places we are interested in. This could be counties in US, CDC500 cities, CDC500 cities in a particular state, etc. The format we need is a list of dcids. We included some examples below"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "7nOTr0J6mvgz"
- },
- "source": [
- "places = dc.get_property_values([\"CDC500_City\"], \"member\", limit=500)[\"CDC500_City\"] # CDC 500 cities\n",
- "# places = dc.get_places_in(['country/USA'], \"County\")['country/USA'] # all counties in US\n",
- "# places = dc.get_places_in(['geoId/06'], \"County\")['geoId/06'] # all counties in California"
- ],
- "execution_count": 3,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "fkFH-1b3Eb5C"
- },
- "source": [
- "Generate a dictionary of place and its name"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "sSq0I1Cw_HWT"
- },
- "source": [
- "places = sorted(places)\n",
- "place_dict = dc.get_property_values(places, \"name\")"
- ],
- "execution_count": 4,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "IVDjqKzOgWRk"
- },
- "source": [
- "Get all the state and place information we need"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "ZlGVp116gWRl"
- },
- "source": [
- "all_states = dc.get_places_in(['country/USA'], \"State\")['country/USA']\n",
- "all_states = dc.get_property_values(all_states, \"name\")\n",
- "# all_counties = dc.get_places_in([place_domain], \"County\")[place_domain]\n",
- "# all_counties = dc.get_property_values(all_counties, \"name\")\n",
- "# id_list = sorted(list(all_counties.keys()))"
- ],
- "execution_count": 5,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "-GN6bS57gWRt"
- },
- "source": [
- "## Single statistical variable snapshot case\n",
- "First, let's look at one statistical variable say unemployment rate for snapshot case. For this statistical variable, it does not make sense to look at it on a per capita basis, so we set it to False"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "YtN6mpKWgWRv"
- },
- "source": [
- "statvars = ['UnemploymentRate_Person']\n",
- "per_capita = [False]\n",
- "time_series = [False]\n",
- "time_series_similarity_types = ['pearson'] # either pearson or mse for time series similarity metric\n",
- "statvar_display_names = ['Unemployment Rate']"
- ],
- "execution_count": 6,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "zgHVqhPzgWR2"
- },
- "source": [
- "## Get all the raw data we need"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "OlpJns-DgWR4"
- },
- "source": [
- "def convert_dicts(get_stat_all_dict, statvars):\n",
- " data = []\n",
- " for i in range(len(statvars)):\n",
- " current_statvar_data_dict = {}\n",
- " for geo, statvar_dict in get_stat_all_dict.items():\n",
- " if 'sourceSeries' not in statvar_dict[statvars[i]]:\n",
- " current_statvar_data_dict[geo] = None\n",
- " else:\n",
- " length_list = []\n",
- " for source in statvar_dict[statvars[i]]['sourceSeries']:\n",
- " length_list.append(len(source['val']))\n",
- " longest_index = length_list.index(max(length_list))\n",
- " current_statvar_dict = statvar_dict[statvars[i]]['sourceSeries'][longest_index]['val'] # use the longest series by default\n",
- " current_statvar_data_dict[geo] = {'data': current_statvar_dict}\n",
- " data.append(current_statvar_data_dict)\n",
- " return data\n",
- "\n",
- "def get_data_and_population(places, statvars):\n",
- " get_stat_all_dict = dc.get_stat_all(places, statvars)\n",
- " data = convert_dicts(get_stat_all_dict, statvars)\n",
- " get_stat_all_population = dc.get_stat_all(places, ['Count_Person'])\n",
- " population = convert_dicts(get_stat_all_population, ['Count_Person'])[0]\n",
- " return data, population"
- ],
- "execution_count": 7,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "cCpZYXCQgWR-"
- },
- "source": [
- "data, population = get_data_and_population(places, statvars)"
- ],
- "execution_count": 8,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "8ncLd9GWgWSD"
- },
- "source": [
- "## Normalize the data if applicable and compute distance\n",
- "Here we will first normalize the data if per_capita is True\n",
- "We then for each statistical variable, compute distance between query place and every other place. The smaller the distance is, the more similar two places are based on this statistical variable. "
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "gGJiqTjmgWSE"
- },
- "source": [
- "def normalize_single(data_dict, population_dict, quiet=False):\n",
- " new_data_dict = {}\n",
- " population_years = sorted(list(population_dict.keys()))\n",
- " for k in data_dict.keys():\n",
- " if k[:4] in population_years:\n",
- " new_data_dict[k] = data_dict[k] / population_dict[k[:4]]\n",
- " elif int(k[:4]) > int(population_years[-1]):\n",
- " new_data_dict[k] = data_dict[k] / population_dict[population_years[-1]]\n",
- " if not quiet:\n",
- " print('observation on {0} is leading population, using latest population value on {1}'.format(k, population_years[-1]))\n",
- " else:\n",
- " if not quiet:\n",
- " print('dropping {0} data due to no matching denominator'.format(k))\n",
- " if not quiet:\n",
- " print(100 * len(new_data_dict) / len(data_dict), 'percent of data successfully normalized and not dropped.')\n",
- " return new_data_dict\n",
- "\n",
- "def normalize_data(data, population, per_capita, quiet=False):\n",
- " data = copy.deepcopy(data)\n",
- " # if cannot normalize all values for a place, drop this place\n",
- " assert len(data) == len(per_capita)\n",
- " for i in range(len(per_capita)):\n",
- " if per_capita[i]:\n",
- " if not quiet:\n",
- " print('normalizing statvar {0}'.format(i))\n",
- " current_data = data[i]\n",
- " for k in current_data.keys():\n",
- " if not quiet:\n",
- " print('normalizing {0}'.format(k))\n",
- " if current_data[k] is not None and population[k] is not None:\n",
- " current_data_place = current_data[k]['data']\n",
- " population_place = population[k]['data']\n",
- " data[i][k]['data'] = normalize_single(current_data_place, population_place, quiet)\n",
- " else:\n",
- " if not quiet:\n",
- " print('dropping {0} due to no data'.format(k))\n",
- " return data"
- ],
- "execution_count": 9,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "pxaPqQ30gWSJ"
- },
- "source": [
- "def compute_distances(query_dcid, data, statvars, time_series, time_series_similarity_types, quiet=False):\n",
- " distance_lists = []\n",
- " for i in range(len(data)):\n",
- " if not quiet:\n",
- " print('processing {0} data'.format(statvars[i]))\n",
- " distance_lists.append(get_distance_all(data[i], query_dcid, time_series[i], time_series_similarity_types[i], quiet))\n",
- " return distance_lists\n",
- "\n",
- "def get_distance_all(data_dict, query, time_series, time_series_similarity_type, quiet=False):\n",
- " id_list = []\n",
- " distance_list = []\n",
- " if 'data' not in data_dict[query]:\n",
- " if not quiet:\n",
- " print('WARNING: no observation available for {0}'.format(query))\n",
- " return {}\n",
- " query_dict = data_dict[query]['data']\n",
- " for k in data_dict.keys():\n",
- " id_list.append(k)\n",
- " # if 'data' in data_dict[k].keys(): # Before API change\n",
- " if data_dict[k] is not None and 'data' in data_dict[k].keys():\n",
- " distance_list.append(get_distance_pair(query_dict, data_dict[k]['data'], time_series, time_series_similarity_type, quiet))\n",
- " if distance_list[-1] == float('inf') and not quiet:\n",
- " print(\n",
- " 'WARNING: distance between {0} and {1} is infinity due to no common observation dates'.format(query,\n",
- " k))\n",
- " else:\n",
- " distance_list.append(get_distance_pair(query_dict, {}, time_series, time_series_similarity_type, quiet))\n",
- " if distance_list[-1] == float('inf') and not quiet:\n",
- " print(\n",
- " 'WARNING: distance between {0} and {1} is infinity due to no observation for {1}'.format(query, k))\n",
- "\n",
- " id_list, distance_list = (list(t) for t in zip(*sorted(zip(id_list, distance_list))))\n",
- " if not quiet:\n",
- " print('max non-infinite distance:', np.array(distance_list)[np.array(distance_list) != float('inf')].max())\n",
- " print('min distance:', np.array(distance_list)[np.array(distance_list) != float('inf')].min())\n",
- " return distance_list\n",
- "\n",
- "def get_distance_pair(dict_a, dict_b, time_series, time_series_similarity_type, quiet=False):\n",
- " common_dates = get_common_keys(dict_a, dict_b)\n",
- " if len(common_dates) == 0:\n",
- " if not quiet:\n",
- " print('WARNING: no common dates between two time series, will return inf')\n",
- " return float('inf')\n",
- " common_series_a = [dict_a[date] for date in common_dates]\n",
- " common_series_b = [dict_b[date] for date in common_dates]\n",
- " if time_series:\n",
- " if time_series_similarity_type == 'pearson':\n",
- " if len(common_series_a) < 2:\n",
- " return float('inf') # due to insufficient number of data points\n",
- " else:\n",
- " r, p = pearsonr(common_series_a, common_series_b) # need to convert correlation to some distance measure\n",
- " return 1 - r\n",
- " elif time_series_similarity_type == 'mse':\n",
- " return np.square(np.subtract(common_series_a, common_series_b)).mean()\n",
- " else:\n",
- " raise NotImplementedError\n",
- " else:\n",
- " return abs(common_series_a[-1] - common_series_b[-1])\n",
- "\n",
- "def get_common_keys(dict_a, dict_b):\n",
- " return sorted(list(set(dict_a.keys()).intersection(set(dict_b.keys()))))\n",
- "\n",
- "def convert_dict_to_list(d):\n",
- " sorted_dict = sorted(d.items()) # sorted by key, return a list of tuples\n",
- " x, y = zip(*sorted_dict) # unpack a list of pairs into two tuples\n",
- " return x, y"
- ],
- "execution_count": 10,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "SymLEldwFjWB",
- "outputId": "3e7c9ebe-73c2-4b66-e56f-4d2e9adb3c9a"
- },
- "source": [
- "normalized_data = normalize_data(data, population, per_capita)\n",
- "distance_lists = compute_distances(query_dcid, data, statvars, time_series, time_series_similarity_types)"
- ],
- "execution_count": 11,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "processing UnemploymentRate_Person data\n",
- "WARNING: no common dates between two time series, will return inf\n",
- "WARNING: distance between geoId/0666000 and geoId/4752006 is infinity due to no observation for geoId/4752006\n",
- "WARNING: no common dates between two time series, will return inf\n",
- "WARNING: distance between geoId/0666000 and geoId/1304204 is infinity due to no observation for geoId/1304204\n",
- "WARNING: no common dates between two time series, will return inf\n",
- "WARNING: distance between geoId/0666000 and geoId/1349000 is infinity due to no observation for geoId/1349000\n",
- "WARNING: no common dates between two time series, will return inf\n",
- "WARNING: distance between geoId/0666000 and geoId/1303440 is infinity due to no observation for geoId/1303440\n",
- "WARNING: no common dates between two time series, will return inf\n",
- "WARNING: distance between geoId/0666000 and geoId/2148006 is infinity due to no observation for geoId/2148006\n",
- "max non-infinite distance: 13.3\n",
- "min distance: 0.0\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "dGt5Zc1xgWSQ"
- },
- "source": [
- "## Retrieving similar counties\n",
- "We rank each place using the distance computed by our similarity metric and the rank is aggregated for each place.\n",
- "First we will retrieve counties that are similar to Santa Clara.\n",
- "This is achieved by setting similar to True"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "3imXl4ibgWSR"
- },
- "source": [
- "def rank_all_remove_inf(places, distance_lists, similar=True):\n",
- " distances = np.array(distance_lists)\n",
- " inf_indices = list(set(np.where(distances == float('inf'))[1]))\n",
- " new_places = np.delete(places, inf_indices)\n",
- " new_distances = np.delete(distances, inf_indices, axis=1)\n",
- " assert len(new_places) == new_distances.shape[1]\n",
- " ranks = np.zeros((new_distances.shape[1]))\n",
- " for i in range(new_distances.shape[0]):\n",
- " ranks = ranks + rankdata(new_distances[i, :], method='min')\n",
- " if not similar:\n",
- " topK = np.argsort(-ranks)\n",
- " else:\n",
- " topK = np.argsort(ranks)\n",
- " return new_places[topK]"
- ],
- "execution_count": 12,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "TKgdJ74TgWSV"
- },
- "source": [
- "all_dcid_ranked = rank_all_remove_inf(places, distance_lists, similar=True)\n",
- "# delete query dcid and add back to the front approriately due to tie conditions\n",
- "all_dcid_ranked = all_dcid_ranked[all_dcid_ranked != query_dcid]\n",
- "all_dcid_ranked = np.insert(all_dcid_ranked, 0, query_dcid)"
- ],
- "execution_count": 13,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "d9Zr7YrtgWSZ"
- },
- "source": [
- "## Visualize our results\n",
- "For time series data, we show the retrieval counties by plotting them pairwise per graph.\n",
- "For snapshot data, we show the retrieval counties in a table\n",
- "Let's Define some plotting functions"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "Jx4QMX0QgWSZ"
- },
- "source": [
- "def multiple_plot(x_list, y_list, x_label, y_label, legends):\n",
- " assert len(x_list) == len(y_list)\n",
- " assert len(x_list) == len(legends)\n",
- " for i in range(len(x_list)):\n",
- " x = x_list[i]\n",
- " y = y_list[i]\n",
- " x = matplotlib.dates.datestr2num(x)\n",
- " plt.plot_date(x, y, label=legends[i])\n",
- " plt.xlabel(x_label)\n",
- " plt.ylabel(y_label)\n",
- " plt.legend(loc=\"best\")\n",
- " plt.show()\n",
- "def visualize_all(normalized_data, query_dcid, all_dcid_ranked, place_dict, statvar_display_names, k, time_series, all_states):\n",
- " snapshot_indices = []\n",
- " for i in range(len(time_series)):\n",
- " if not time_series[i]:\n",
- " snapshot_indices.append(i)\n",
- " df = visualize_snapshots(normalized_data, query_dcid, all_dcid_ranked, place_dict, statvar_display_names, snapshot_indices, all_states)\n",
- " for i in range(len(time_series)):\n",
- " if time_series[i]:\n",
- " print('===================================Plotting {0} time series==================================='.format(statvar_display_names[i]))\n",
- " visualize_time_series_single(normalized_data[i], query_dcid, all_dcid_ranked, place_dict, statvar_display_names[i], k)\n",
- " return df\n",
- "\n",
- "\n",
- "def visualize_time_series_single(current_data, query_dcid, all_dcid_ranked, place_dict, statvar_display_name, k):\n",
- " query_x, query_y = convert_dict_to_list(current_data[query_dcid]['data'])\n",
- " for j in range(k):\n",
- " current_x, current_y = convert_dict_to_list(current_data[all_dcid_ranked[j + 1]]['data'])\n",
- " multiple_plot([query_x, current_x], [query_y, current_y], 'time', statvar_display_name, [place_dict[query_dcid][0], place_dict[all_dcid_ranked[j + 1]][0]])\n",
- "\n",
- "\n",
- "def visualize_snapshots(normalized_data, query_dcid, all_dcid_ranked, place_dict, statvar_display_names, snapshot_indices, all_states):\n",
- " results = []\n",
- " query_series_list = []\n",
- " for index in snapshot_indices:\n",
- " query_series_list.append(normalized_data[index][query_dcid]['data'])\n",
- " for i in range(len(all_dcid_ranked)):\n",
- " dcid = all_dcid_ranked[i]\n",
- " current = [dcid, place_dict[dcid][0], all_states[dcid[:8]][0]]\n",
- " for j in range(len(snapshot_indices)):\n",
- " current_series = normalized_data[snapshot_indices[j]][dcid]['data']\n",
- " date = get_common_keys(query_series_list[j], current_series)[-1]\n",
- " value = current_series[date]\n",
- " current.extend([value, date])\n",
- " results.append(current)\n",
- " columns = ['dcid', 'name', 'state']\n",
- " for i in range(len(snapshot_indices)):\n",
- " columns.extend([statvar_display_names[snapshot_indices[i]], statvar_display_names[snapshot_indices[i]] + '_date'])\n",
- " df = pd.DataFrame(results, columns=columns)\n",
- " return df"
- ],
- "execution_count": 14,
- "outputs": []
- },
- {
- "cell_type": "code",
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 402
- },
- "id": "iX7OqAbegWSd",
- "outputId": "a08fac62-09c7-47ca-a1b2-63b06bf311b0"
- },
- "source": [
- "df = visualize_all(normalized_data, query_dcid, all_dcid_ranked, place_dict, statvar_display_names, K, time_series, all_states)\n",
- "df.head(K + 1)"
- ],
- "execution_count": 15,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/html": [
- "| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "Unemployment Rate | \n", - "Unemployment Rate_date | \n", - "
|---|---|---|---|---|---|
| 0 | \n", - "geoId/0666000 | \n", - "San Diego | \n", - "California | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 1 | \n", - "geoId/0107000 | \n", - "Birmingham | \n", - "Alabama | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 2 | \n", - "geoId/4810768 | \n", - "Brownsville | \n", - "Texas | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 3 | \n", - "geoId/0680812 | \n", - "Turlock | \n", - "California | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 4 | \n", - "geoId/1912000 | \n", - "Cedar Rapids | \n", - "Iowa | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 5 | \n", - "geoId/2706616 | \n", - "Bloomington | \n", - "Minnesota | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 6 | \n", - "geoId/4715160 | \n", - "Clarksville | \n", - "Tennessee | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 7 | \n", - "geoId/0664224 | \n", - "Salinas | \n", - "California | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 8 | \n", - "geoId/1831000 | \n", - "Hammond | \n", - "Indiana | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 9 | \n", - "geoId/4159000 | \n", - "Portland | \n", - "Oregon | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 10 | \n", - "geoId/0952000 | \n", - "New Haven | \n", - "Connecticut | \n", - "9.7 | \n", - "2020-08 | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "Unemployment Rate | \n", - "Unemployment Rate_date | \n", - "
|---|---|---|---|---|---|
| 0 | \n", - "geoId/0666000 | \n", - "San Diego | \n", - "California | \n", - "9.7 | \n", - "2020-08 | \n", - "
| 1 | \n", - "geoId/2534550 | \n", - "Lawrence | \n", - "Massachusetts | \n", - "23.0 | \n", - "2020-08 | \n", - "
| 2 | \n", - "geoId/0636546 | \n", - "Inglewood | \n", - "California | \n", - "21.7 | \n", - "2020-08 | \n", - "
| 3 | \n", - "geoId/2622000 | \n", - "Detroit | \n", - "Michigan | \n", - "21.0 | \n", - "2020-08 | \n", - "
| 4 | \n", - "geoId/0615044 | \n", - "Compton | \n", - "California | \n", - "20.8 | \n", - "2020-08 | \n", - "
| 5 | \n", - "geoId/3457000 | \n", - "Paterson | \n", - "New Jersey | \n", - "20.7 | \n", - "2020-08 | \n", - "
| 6 | \n", - "geoId/0632548 | \n", - "Hawthorne | \n", - "California | \n", - "19.8 | \n", - "2020-08 | \n", - "
| 7 | \n", - "geoId/0604982 | \n", - "Bellflower | \n", - "California | \n", - "18.7 | \n", - "2020-08 | \n", - "
| 8 | \n", - "geoId/2567000 | \n", - "Springfield | \n", - "Massachusetts | \n", - "18.6 | \n", - "2020-08 | \n", - "
| 9 | \n", - "geoId/0655156 | \n", - "Palmdale | \n", - "California | \n", - "18.6 | \n", - "2020-08 | \n", - "
| 10 | \n", - "geoId/0644574 | \n", - "Lynwood | \n", - "California | \n", - "18.5 | \n", - "2020-08 | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "
|---|---|---|---|
| 0 | \n", - "geoId/06085 | \n", - "Santa Clara County | \n", - "California | \n", - "
| 1 | \n", - "geoId/06001 | \n", - "Alameda County | \n", - "California | \n", - "
| 2 | \n", - "geoId/06041 | \n", - "Marin County | \n", - "California | \n", - "
| 3 | \n", - "geoId/06087 | \n", - "Santa Cruz County | \n", - "California | \n", - "
| 4 | \n", - "geoId/06029 | \n", - "Kern County | \n", - "California | \n", - "
| 5 | \n", - "geoId/06089 | \n", - "Shasta County | \n", - "California | \n", - "
| 6 | \n", - "geoId/06093 | \n", - "Siskiyou County | \n", - "California | \n", - "
| 7 | \n", - "geoId/06081 | \n", - "San Mateo County | \n", - "California | \n", - "
| 8 | \n", - "geoId/06035 | \n", - "Lassen County | \n", - "California | \n", - "
| 9 | \n", - "geoId/06047 | \n", - "Merced County | \n", - "California | \n", - "
| 10 | \n", - "geoId/06075 | \n", - "San Francisco County | \n", - "California | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "
|---|---|---|---|
| 0 | \n", - "geoId/06085 | \n", - "Santa Clara County | \n", - "California | \n", - "
| 1 | \n", - "geoId/06081 | \n", - "San Mateo County | \n", - "California | \n", - "
| 2 | \n", - "geoId/06075 | \n", - "San Francisco County | \n", - "California | \n", - "
| 3 | \n", - "geoId/06013 | \n", - "Contra Costa County | \n", - "California | \n", - "
| 4 | \n", - "geoId/06061 | \n", - "Placer County | \n", - "California | \n", - "
| 5 | \n", - "geoId/06001 | \n", - "Alameda County | \n", - "California | \n", - "
| 6 | \n", - "geoId/06041 | \n", - "Marin County | \n", - "California | \n", - "
| 7 | \n", - "geoId/06055 | \n", - "Napa County | \n", - "California | \n", - "
| 8 | \n", - "geoId/06059 | \n", - "Orange County | \n", - "California | \n", - "
| 9 | \n", - "geoId/06095 | \n", - "Solano County | \n", - "California | \n", - "
| 10 | \n", - "geoId/06017 | \n", - "El Dorado County | \n", - "California | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "
|---|---|---|---|
| 0 | \n", - "geoId/06085 | \n", - "Santa Clara County | \n", - "California | \n", - "
| 1 | \n", - "geoId/06001 | \n", - "Alameda County | \n", - "California | \n", - "
| 2 | \n", - "geoId/06041 | \n", - "Marin County | \n", - "California | \n", - "
| 3 | \n", - "geoId/06081 | \n", - "San Mateo County | \n", - "California | \n", - "
| 4 | \n", - "geoId/06075 | \n", - "San Francisco County | \n", - "California | \n", - "
| 5 | \n", - "geoId/06087 | \n", - "Santa Cruz County | \n", - "California | \n", - "
| 6 | \n", - "geoId/06079 | \n", - "San Luis Obispo County | \n", - "California | \n", - "
| 7 | \n", - "geoId/06073 | \n", - "San Diego County | \n", - "California | \n", - "
| 8 | \n", - "geoId/06111 | \n", - "Ventura County | \n", - "California | \n", - "
| 9 | \n", - "geoId/06061 | \n", - "Placer County | \n", - "California | \n", - "
| 10 | \n", - "geoId/06013 | \n", - "Contra Costa County | \n", - "California | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "Labor Force Per Capita | \n", - "Labor Force Per Capita_date | \n", - "
|---|---|---|---|---|---|
| 0 | \n", - "geoId/06085 | \n", - "Santa Clara County | \n", - "California | \n", - "0.531195 | \n", - "2020-08 | \n", - "
| 1 | \n", - "geoId/06001 | \n", - "Alameda County | \n", - "California | \n", - "0.482385 | \n", - "2020-08 | \n", - "
| 2 | \n", - "geoId/48085 | \n", - "Collin County | \n", - "Texas | \n", - "0.560076 | \n", - "2020-08 | \n", - "
| 3 | \n", - "geoId/53033 | \n", - "King County | \n", - "Washington | \n", - "0.573065 | \n", - "2020-08 | \n", - "
| 4 | \n", - "geoId/48453 | \n", - "Travis County | \n", - "Texas | \n", - "0.603012 | \n", - "2020-08 | \n", - "
| 5 | \n", - "geoId/53061 | \n", - "Snohomish County | \n", - "Washington | \n", - "0.536255 | \n", - "2020-08 | \n", - "
| 6 | \n", - "geoId/55079 | \n", - "Milwaukee County | \n", - "Wisconsin | \n", - "0.498710 | \n", - "2020-08 | \n", - "
| 7 | \n", - "geoId/48439 | \n", - "Tarrant County | \n", - "Texas | \n", - "0.524235 | \n", - "2020-08 | \n", - "
| 8 | \n", - "geoId/12103 | \n", - "Pinellas County | \n", - "Florida | \n", - "0.500551 | \n", - "2020-08 | \n", - "
| 9 | \n", - "geoId/41051 | \n", - "Multnomah County | \n", - "Oregon | \n", - "0.558520 | \n", - "2020-08 | \n", - "
| 10 | \n", - "geoId/29189 | \n", - "St. Louis County | \n", - "Missouri | \n", - "0.532470 | \n", - "2020-08 | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "Annual Wages of Establishments | \n", - "Annual Wages of Establishments_date | \n", - "
|---|---|---|---|---|---|
| 0 | \n", - "geoId/36103 | \n", - "Suffolk County | \n", - "New York | \n", - "20953.438024 | \n", - "2016 | \n", - "
| 1 | \n", - "geoId/24027 | \n", - "Howard County | \n", - "Maryland | \n", - "34285.327948 | \n", - "2016 | \n", - "
| 2 | \n", - "geoId/36005 | \n", - "Bronx County | \n", - "New York | \n", - "8098.165557 | \n", - "2016 | \n", - "
| 3 | \n", - "geoId/48439 | \n", - "Tarrant County | \n", - "Texas | \n", - "18411.616975 | \n", - "2016 | \n", - "
| 4 | \n", - "geoId/36081 | \n", - "Queens | \n", - "New York | \n", - "11554.684134 | \n", - "2016 | \n", - "
| 5 | \n", - "geoId/36059 | \n", - "Nassau County | \n", - "New York | \n", - "21967.279815 | \n", - "2016 | \n", - "
| 6 | \n", - "geoId/36047 | \n", - "Brooklyn | \n", - "New York | \n", - "9435.539021 | \n", - "2016 | \n", - "
| 7 | \n", - "geoId/51107 | \n", - "Loudoun County | \n", - "Virginia | \n", - "23104.646398 | \n", - "2016 | \n", - "
| 8 | \n", - "geoId/17197 | \n", - "Will County | \n", - "Illinois | \n", - "13595.630281 | \n", - "2016 | \n", - "
| 9 | \n", - "geoId/36029 | \n", - "Erie County | \n", - "New York | \n", - "20019.943876 | \n", - "2016 | \n", - "
| 10 | \n", - "geoId/25009 | \n", - "Essex County | \n", - "Massachusetts | \n", - "18943.273488 | \n", - "2016 | \n", - "
| \n", - " | dcid | \n", - "name | \n", - "state | \n", - "Confirmed or Probable Cases | \n", - "Confirmed or Probable Cases_date | \n", - "Patients Deceased | \n", - "Patients Deceased_date | \n", - "
|---|---|---|---|---|---|---|---|
| 0 | \n", - "geoId/15001 | \n", - "Hawaii County | \n", - "Hawaii | \n", - "1765 | \n", - "2020-12-16 | \n", - "43 | \n", - "2020-12-16 | \n", - "
| 1 | \n", - "geoId/18179 | \n", - "Wells County | \n", - "Indiana | \n", - "1749 | \n", - "2020-12-16 | \n", - "43 | \n", - "2020-12-16 | \n", - "
| 2 | \n", - "geoId/24047 | \n", - "Worcester County | \n", - "Maryland | \n", - "1773 | \n", - "2020-12-16 | \n", - "42 | \n", - "2020-12-16 | \n", - "
| 3 | \n", - "geoId/05005 | \n", - "Baxter County | \n", - "Arkansas | \n", - "1736 | \n", - "2020-12-16 | \n", - "42 | \n", - "2020-12-16 | \n", - "
| 4 | \n", - "geoId/28163 | \n", - "Yazoo County | \n", - "Mississippi | \n", - "1821 | \n", - "2020-12-16 | \n", - "44 | \n", - "2020-12-16 | \n", - "
| 5 | \n", - "geoId/01093 | \n", - "Marion County | \n", - "Alabama | \n", - "1739 | \n", - "2020-12-16 | \n", - "41 | \n", - "2020-12-16 | \n", - "
| 6 | \n", - "geoId/37123 | \n", - "Montgomery County | \n", - "North Carolina | \n", - "1666 | \n", - "2020-12-16 | \n", - "44 | \n", - "2020-12-16 | \n", - "
| 7 | \n", - "geoId/28117 | \n", - "Prentiss County | \n", - "Mississippi | \n", - "1798 | \n", - "2020-12-16 | \n", - "40 | \n", - "2020-12-16 | \n", - "
| 8 | \n", - "geoId/17109 | \n", - "McDonough County | \n", - "Illinois | \n", - "1813 | \n", - "2020-12-16 | \n", - "46 | \n", - "2020-12-16 | \n", - "
| 9 | \n", - "geoId/28027 | \n", - "Coahoma County | \n", - "Mississippi | \n", - "1769 | \n", - "2020-12-16 | \n", - "47 | \n", - "2020-12-16 | \n", - "
| 10 | \n", - "geoId/28057 | \n", - "Itawamba County | \n", - "Mississippi | \n", - "1891 | \n", - "2020-12-16 | \n", - "44 | \n", - "2020-12-16 | \n", - "
"
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "Copyright 2022 Google LLC.\n",
- "SPDX-License-Identifier: Apache-2.0"
- ],
- "metadata": {
- "id": "UvegSRLoY7JA"
- }
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "BrpyeNL6QY7u"
- },
- "source": [
- "# Analyzing Genomic Data with Biomedical Data Commons\n",
- "Datacommons is intended for various data science tasks. This tutorial introduces the datacommons knowledge graph and discusses two tools to help integrate its data into your data science projects: (1) the [datacommons browser](https://browser.datacommons.org/) and (2) the [Python API](https://github.com/datacommonsorg/api-python). Before getting started, we will need to install the Python API package.\n"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "qGeY05pnQSeW"
- },
- "source": [
- "# Install datacommons\n",
- "!pip install --upgrade --quiet datacommons"
- ],
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "vvXt7uRwQgJE"
- },
- "source": [
- "#What is Biomedical Data Commons?\n",
- "Data Commons is an open knowledge graph of structured data. It contains statements about real world objects such as\n",
- "* The genome assembly [hg38](https://browser.datacommons.org/kg?dcid=bio%2Fhg38) is a reference genome for the species *[Homo sapiens](https://browser.datacommons.org/kg?dcid=bio%2Fhs)*.\n",
- "* For the [hg38](https://browser.datacommons.org/kg?dcid=bio%2Fhg38) genome assembly [chr17](https://browser.datacommons.org/kg?dcid=bio%2Fhg38_chr17) has [83,257,441 base pairs](https://browser.datacommons.org/kg?dcid=BasePairs83257441).\n",
- "* [BRCA1](https://browser.datacommons.org/kg?dcid=bio/hg38_BRCA1) genomic coordinates are [chr17](https://browser.datacommons.org/kg?dcid=bio%2Fhg38_chr17):[43,044,294-43,125,483](https://browser.datacommons.org/kg?dcid=Position43044294To43125483) for genome assembly [hg38](https://browser.datacommons.org/kg?dcid=bio%2Fhg38).\n",
- "\n",
- "In the graph, [entities](https://en.wikipedia.org/wiki/Entity) like the genome assembly [hg38](https://browser.datacommons.org/kg?dcid=bio%2Fhg38) are represented by nodes. Every node has a type corresponding to what the node represents. For example, *[Homo sapiens](https://browser.datacommons.org/kg?dcid=bio%2Fhs)* is a [Species](https://browser.datacommons.org/kg?dcid=Species). Relations between entities are represented by edges between these nodes. For example, the statement \"The genome assembly hg38 is a reference genome for the species *Homo sapiens*.\" is represented in the graph as two nodes: \"hg38\" and \"HomoSapiens\" with an edge labeled \"[is_species](https://browser.datacommons.org/kg?dcid=is_chromosome)\" pointing from \"hg38\" to \"HomoSapiens\". Data Commons follows the [Schema.org data model](https://schema.org/docs/datamodel.html) and leverages schema.org schema to provide a common set of types and properties. To accomodate biological data this schema has been expanded to reflect the schema that has been used across biological databases created by the scientific community."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "S3GA2E_pQmet"
- },
- "source": [
- "#Data Commons Browser\n",
- "The Data Commons browser provides a way to explore the data in a human-readable format. It is the best way to explore what is in Data Commons. Searching in the browser for an entity like [BRACA1](https://browser.datacommons.org/kg?dcid=bio/hg38_BRCA1), takes you to a page about the entity, including properties like [refSeqID](https://browser.datacommons.org/kg?dcid=refSeqID) and [typeOfGene](https://browser.datacommons.org/kg?dcid=typeOfGene).\n",
- "\n",
- "An important property for all entities is the dcid. The dcid (DataCommons identifier) is a unique identifier assigned to each entity in the knowledge graph. With this identifier, you will be able to search for and query information on the given entity in ways that we will discuss later. The dcid is listed at the top of the page next to \"About: \" and also in the list of properties."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "wKXZNB9bQowR"
- },
- "source": [
- "# Python API\n",
- "\n",
- "The [Python API](https://github.com/datacommonsorg/api-python) provides functions for users to extract structured information from Data Commons programmatically and view them in different formats such as Python `dict`'s and [Pandas](https://pandas.pydata.org/) DataFrames. DataFrames allow access to all the data processing, analytical and visualization tools provided by packages such as Pandas, NumPy, SciPy, and Matplotlib. For more information check out the [documentation](https://datacommons.readthedocs.io/en/latest/modules.html) on the Python API's modules.\n",
- "\n",
- "Every notebook begins by loading the datacommons library as follows:"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "49VGt66oQjeq"
- },
- "source": [
- "# Import Data Commons\n",
- "import datacommons as dc\n",
- "\n",
- "# Import other required libraries\n",
- "import matplotlib.pyplot as plt\n",
- "import matplotlib.patches as mpatches\n",
- "import pandas as pd\n",
- "import requests\n",
- "import json"
- ],
- "execution_count": null,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "LRntKMDWQ1Ml"
- },
- "source": [
- "##Example: Identify the Genome Assemblies Supported by Biomedical Data Commons\n",
- "For this exercise we will identify the genome assemblies and their related species that are currently supported by Biomedical Data Commons. We will start by looking up the dcid for '[GenomeAssembly](https://browser.datacommons.org/kg?dcid=GenomeAssembly)'.\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "WGEx_kC5Q2Oz"
- },
- "source": [
- "## Using get_property_value to Access Node Properties\n",
- "Our first task for this tutorial will be to extract the genome assemblies from Data Commons using the Python API and view it in a Pandas DataFrame. For all properties, one can use [**`get_property_values`**](https://datacommons.readthedocs.io/en/latest/_autosummary/datacommons_core/datacommons.core.get_property_values.html) to get the associated values. Let's look up the dcid of [GenomeAssembly](https://browser.datacommons.org/kg?dcid=GenomeAssembly). We would then like to initialize our Pandas dataframe for the dcid bio/GenomeAssembly.\n",
- "\n",
- "For all properties, one can use `get_property_values` to get the associated values. We would like to know the instances of \"GenomeAssembly\" by getting the the typeOf instances that are oriented towards the \"GenomeAssembly\" identified by \"bio/GenomeAssembly\". `get_property_values` accepts the following parameters:\n",
- "\n",
- "\n",
- "* **`dcids`** - A list of dcids to get property values for.\n",
- "* **`prop`** - The property to get property values for.\n",
- "* **`out`**`[=True]` - An optional flag that indicates the property is oriented away from the given nodes if true.\n",
- "* **`value_type`**`[=None]` - An optional parameter which filters property values by the given type.\n",
- "* **`limit`**`[=100]` - An optional parameter which limits the total number of property values returned aggregated over all given nodes.\n",
- "\n",
- "When the dcids are given as a Pandas Series, the returned list of property values is a Pandas Series where the i-th entry corresponds to property values associated with the i-th given dcid. Some properties, like containedInPlace, may have many property values. Consequently, the cells of the returned series will always contain a list of property values. Let's take a look:"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "wKxlsd5CQ6dJ",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 36
- },
- "outputId": "349f1b0e-0dda-48b6-876b-25f9009a2395"
- },
- "source": [
- "# Call get_property_values. The return value is a dict keyed by 'GenomeAssembly'.\n",
- "genomeAssembly_dcids = dc.get_property_values(['GenomeAssembly'], 'typeOf', out=False)['GenomeAssembly']\n",
- "# Display the frame\n",
- "print(genomeAssembly_dcids)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "['bio/ce10', 'bio/ce9', 'bio/danRer10', 'bio/danRer11', 'bio/dm3', 'bio/dm6', 'bio/galGal5', 'bio/galGal6', 'bio/hg19', 'bio/hg38', 'bio/mm10', 'bio/mm9', 'bio/sacCer3', 'bio/xenLae2']\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "s9etKR8DQ84d"
- },
- "source": [
- "## Example: List All Genome Assemblies in Human Readable Format\n",
- "Let's continue learning about the genome assemblies supported by Biomedical Data Commons. We are next going to find the names and species of the genome assemblies that are associated with the list of dcids of genome assemblies that we found. We are going to display the information in a human readable table."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "Tvl9YAzJQ-z7",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 302
- },
- "outputId": "8e06043a-f323-4d7d-da71-1cf10d021fe0"
- },
- "source": [
- "# Intialize the Data Frame\n",
- "df_genomeAssemblies = pd.DataFrame()\n",
- "\n",
- "# Add genome assemblies name and dcid\n",
- "df_genomeAssemblies['name'] = pd.Series(dc.get_property_values(genomeAssembly_dcids, 'name'))\n",
- "df_genomeAssemblies.reset_index(level=0, inplace=True)\n",
- "df_genomeAssemblies = df_genomeAssemblies.rename(columns={\"index\": \"dcid\"}).explode('name')\n",
- "\n",
- "# Add Species dcid\n",
- "df_genomeAssemblies['species_dcid'] = df_genomeAssemblies['dcid'].map(\n",
- " dc.get_property_values(df_genomeAssemblies['dcid'], 'ofSpecies'))\n",
- "df_genomeAssemblies = df_genomeAssemblies.explode('species_dcid')\n",
- "\n",
- "# Add Species name\n",
- "df_genomeAssemblies['species_name'] = df_genomeAssemblies['species_dcid'].map(\n",
- " dc.get_property_values(df_genomeAssemblies['species_dcid'], 'name'))\n",
- "df_genomeAssemblies = df_genomeAssemblies.explode('species_name')\n",
- "\n",
- "print(df_genomeAssemblies)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- " dcid name species_dcid species_name\n",
- "0 bio/ce10 ce10 bio/ce CaenorhabditisElegans\n",
- "1 bio/ce9 ce9 bio/ce CaenorhabditisElegans\n",
- "2 bio/danRer10 danRer10 bio/danRer DanioRerio\n",
- "3 bio/danRer11 danRer11 bio/danRer DanioRerio\n",
- "4 bio/dm3 dm3 bio/dm DrosophilaMelanogaster\n",
- "5 bio/dm6 dm6 bio/dm DrosophilaMelanogaster\n",
- "6 bio/galGal5 galGal5 bio/galGal GallusGallus\n",
- "7 bio/galGal6 galGal6 bio/galGal GallusGallus\n",
- "8 bio/hg19 hg19 bio/hs HomoSapiens\n",
- "9 bio/hg38 hg38 bio/hs HomoSapiens\n",
- "10 bio/mm10 mm10 bio/mm MusMusculus\n",
- "11 bio/mm9 mm9 bio/mm MusMusculus\n",
- "12 bio/sacCer3 sacCer3 bio/sacCer SaccharomycesCerevisiae\n",
- "13 bio/xenLae2 xenLae2 bio/xenLae XenopusLaevis\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "vXeKzZxlRBc8"
- },
- "source": [
- "Congratulations! You've found the basic information on all the genome assemblies and species currently supported by Biomedical Data Commons. As you can see we currently support data from 8 model organisms across 14 different genome assemblies."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "W4_hSQvJREsA"
- },
- "source": [
- "# Example: Analyze Genetic Variants within RUNX1\n",
- "For this exercise, we will be analyzing genetic variants within the gene RUNX1. We will start by identifying the genetic variants within the gene region and then limit our list to those within the coding region of BRCA1 and then to those with known clinical significance. First, let's start by looking up the dcid for '[RUNX1](https://browser.datacommons.org/kg?dcid=bio/hg38_RUNX1)'. \n",
- "\n",
- "Note that 'Gene' defines the Data Commons type. Let's start by using [**`get_property_labels`**](https://datacommons.readthedocs.io/en/latest/_autosummary/datacommons_core/datacommons.core.get_property_labels.html) to identify all the properties associated with RUNX1. `get_property_labels` accepts the following parameters:\n",
- "- **`dcids`** `[list of str]` – A list of nodes identified by their dcids.\n",
- "- **`out`** `[bool, optional]` – Whether or not the property points away from the given list of nodes.\n",
- "\n",
- "The output of `get_property_labels` is a dict mapping dcids to lists of property labels. If out is True, then property labels correspond to edges directed away from given nodes. Otherwise, they correspond to edges directed towards the given nodes."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "IHiMmiBERG3B",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 397
- },
- "outputId": "37911039-8999-4656-bbec-d6d100ba5796"
- },
- "source": [
- "# Call get_property_labels\n",
- "dc.get_property_labels(['bio/hg38_RUNX1'])"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- "{'bio/hg38_RUNX1': ['description',\n",
- " 'fullName',\n",
- " 'geneSymbol',\n",
- " 'genomicCoordinates',\n",
- " 'hasRNATranscript',\n",
- " 'inChromosome',\n",
- " 'inGenomeAssembly',\n",
- " 'mRNA',\n",
- " 'mapLocation',\n",
- " 'modificationDate',\n",
- " 'name',\n",
- " 'ncbiGeneID',\n",
- " 'ncbiTaxonID',\n",
- " 'nomenclatureStatus',\n",
- " 'ofSpecies',\n",
- " 'provenance',\n",
- " 'refSeqID',\n",
- " 'strandOrientation',\n",
- " 'typeOf',\n",
- " 'typeOfGene']}"
- ]
- },
- "metadata": {
- "tags": []
- },
- "execution_count": 5
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "_CXvFjSJRI4_"
- },
- "source": [
- "### Identify RUNX1 Genomic Coordinates\n",
- "Great, now we see the type of information known about RUNX1. To identify the genetic variants within the gene region we need to know what the chromosome and ther genomic coordinates of RUNX1. Let's grab that information using `get_property_values`."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "d75k6KVhRMzp",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 55
- },
- "outputId": "23135fce-93d6-4b27-97d7-52b411c89fc3"
- },
- "source": [
- "# Initialize the Data Frame\n",
- "df_RUNX1 = pd.DataFrame({'gene': ['bio/hg38_RUNX1']})\n",
- "\n",
- "# Grab the chromosome and genomic coordinates using get_property_values\n",
- "df_RUNX1['chromosome'] = df_RUNX1['gene'].map(dc.get_property_values(df_RUNX1['gene'], 'inChromosome'))\n",
- "df_RUNX1['genomicCoordinates'] = df_RUNX1['gene'].map(dc.get_property_values(df_RUNX1['gene'], 'genomicCoordinates'))\n",
- "\n",
- "# display the genomic coordinates\n",
- "print(df_RUNX1)\n",
- "\n",
- "# define start and stop of RUNX1\n",
- "start, stop = df_RUNX1['genomicCoordinates'][0][0].strip('Position').split('To')\n",
- "start = int(start)\n",
- "stop = int(stop)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- " gene chromosome genomicCoordinates\n",
- "0 bio/hg38_RUNX1 [bio/hg38_chr21] [Position34787800To35049344]\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "kJoGt1wrRPHu"
- },
- "source": [
- "## Find All The Genetic Variants Within RUNX1\n",
- "We found the coordinates of RUNX1 in the hg38 genome: chr21:34787800-35049344. Now that we know this let's find all the genetic variants of class [GeneticVariant](https://browser.datacommons.org/kg?dcid=GeneticVariant) that occur in the region. But first let's establish the information that we know on genetic variants using `get_property_values`.\n"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "ozoN1sE6RROW",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 56
- },
- "outputId": "87898f5a-29f7-4358-a5c3-027850c7ea74"
- },
- "source": [
- "# Identify all the properties of genetic variants\n",
- "print(dc.get_property_values(['GeneticVariant'], 'domainIncludes', value_type='Property', out=False))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "{'GeneticVariant': ['alleleOrigin', 'alleleType', 'averageHeterozygosity', 'averageHeterozygositySE', 'clinVarAlleleID', 'clinVarFilterStatus', 'clinVarID', 'clinVarQualityScore', 'clinVarReviewStatus', 'clinicalSignificance', 'clinicalSignificanceConflicting', 'clinicalSignificanceType', 'clinicalSource', 'dbSNPBuildID', 'dbVarID', 'diseaseDescription', 'diseaseName', 'experimentalFactorOntologyID', 'geneID', 'geneReviewsID', 'geneSymbol', 'geneticTestingRegistryID', 'geneticVariantAlignmentQuality', 'geneticVariantAttribute', 'geneticVariantClass', 'geneticVariantExceptions', 'geneticVariantFunctionalCategory', 'geneticVariantImpercise', 'geneticVariantLength', 'geneticVariantLocType', 'geneticVariantSubmitterCount', 'geneticVariantValidationStatus', 'geneticsHomeReferenceID', 'genomicPosition', 'hg19GenomicLocation', 'hg19GenomicPosition', 'hg38GenomicLocation', 'hg38GenomicPosition', 'humanGenomeVariationSocietyNomenclature', 'humanPhenotypeOntologyID', 'medGenID', 'medicalGeneticSummariesID', 'medicalSubjectHeadingID', 'mm10GenomicLocation', 'mm9GenomicLocation', 'molecularType', 'mondoID', 'ncbiGeneID', 'numberOfAllelesWithFreq', 'observedAllele', 'omimID', 'orphaNumber', 'pharmGKBID', 'referenceAlleleNCBI', 'referenceAlleleUCSC', 'referenceSNPClusterID', 'sequenceOntologyID', 'snomedCT', 'submitter', 'suspectReasonCode', 'translocationToChromosome', 'variationEndCI', 'variationPositionCI', 'variationType']}\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "AiMokiMfRTe4"
- },
- "source": [
- "### Using SPARQL and get_property_values to find genetic variants in RUNX1\n",
- "Like genes, genetic variants also point to the chromosome on which they reside. Their positions on the chromosome is specified by hg38GenomicPosition. Using [**`query`**](https://datacommons.readthedocs.io/en/latest/_autosummary/datacommons.query.html) we will identify the dcids of all genetic variants on chr21. `query` accepts the following parameter\n",
- "- **`query`** `[query_string[, select]]` – Returns the results of executing a SPARQL query on the Data Commons graph.\n",
- "\n",
- "`query` parameter is a SPARQL query that quickly searches and returns the data that matches the query on multiple parameters. There is no limit to the number of values that can be returned by a SPARQL query. In our query here we will be specifying that we want all genetic variants on chr21. Then we will format all the returned genetic variant dcids into a list and use `get_property_values` again to filter for genetic variants whose hg38GenomicPosition is within RUNX1. "
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "4rFcLP0rRVz5",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 207
- },
- "outputId": "c2f6f4e5-6bd9-4ef1-aea3-53a9525d11ae"
- },
- "source": [
- "# Query for genetic variants associated with RUNX1\n",
- "query = '''\n",
- "SELECT ?gv ?p\n",
- "WHERE { \n",
- " ?chr dcid \"bio/hg38_chr21\" . \n",
- " ?gv inChromosome ?chr .\n",
- " ?gv typeOf GeneticVariant .\n",
- " ?gv hg38GenomicPosition ?p\n",
- "}\n",
- "'''\n",
- "print(query)\n",
- "rows = dc.query(query)\n",
- "dcids = set()\n",
- "for row in rows:\n",
- " dcids.add(row['?gv'])\n",
- "dcids = list(dcids)\n",
- "print(len(dcids))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "\n",
- "SELECT ?gv ?p\n",
- "WHERE { \n",
- " ?chr dcid \"bio/hg38_chr21\" . \n",
- " ?gv inChromosome ?chr .\n",
- " ?gv typeOf GeneticVariant .\n",
- " ?gv hg38GenomicPosition ?p\n",
- "}\n",
- "\n",
- "8028\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "Zp3uhwfJRYcA",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 55
- },
- "outputId": "f5effb12-eacc-4182-c570-a0d930c44cbe"
- },
- "source": [
- "# filter all genetic variants for the ones within RUNX1\n",
- "RUNX1_geneticVariants = []\n",
- "gen_positions = dc.get_property_values(dcids, 'hg38GenomicPosition')\n",
- "data = pd.DataFrame(gen_positions).transpose()\n",
- "data.reset_index(level=0, inplace=True)\n",
- "data = data.rename(columns={\"index\": \"dcid\", 0: \"position\"})\n",
- "data['position'] = pd.to_numeric(data['position'])\n",
- "data = data[data['position'] >= start]\n",
- "data = data[data['position'] < stop]\n",
- "RUNX1_geneticVariants = list(set(data['dcid']))\n",
- "\n",
- "# print the first few genetic variants\n",
- "print(RUNX1_geneticVariants[:5])\n",
- "\n",
- "# check how many genetic variants are in RUNX1\n",
- "print(len(RUNX1_geneticVariants))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "['bio/rs1569084170', 'bio/643883', 'bio/rs1569002337', 'bio/839054', 'bio/rs150481777']\n",
- "504\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "0Zb9dsK_RfMD"
- },
- "source": [
- "## Identify Which Genetic Variants Are In Coding Regions\n",
- "We've identified 360 genetic varaints within RUNX1. However, these can be in introns or exons. Let's further restrict genetic variant list to ones in the coding region of RUNX1. To do this we need to identify the positions of the exons of RUNX1. We know that RUNX1 has a property called rnaTranscript. Let's use `get_property_values` to find out more information on the RUNX1 transcript."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "rbJMK_pbRf2Z",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 93
- },
- "outputId": "9b274fb7-0b75-4508-e980-4e4ce3b000c5"
- },
- "source": [
- "# Get property values for rnaTranscript of RUNX1\n",
- "df_RUNX1['rnaTranscript'] = df_RUNX1['gene'].map(dc.get_property_values(df_RUNX1['gene'], 'hasRNATranscript'))\n",
- "print(df_RUNX1)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- " gene ... rnaTranscript\n",
- "0 bio/hg38_RUNX1 ... [bio/hg38_ENST00000300305.7, bio/hg38_ENST0000...\n",
- "\n",
- "[1 rows x 4 columns]\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "QmXRJpriRift"
- },
- "source": [
- "### Identify the properties of RNATranscripts\n",
- "There are several dcids associated with this property which are pointing to nodes of class [RNATranscript](https://browser.datacommons.org/kg?dcid=RNATranscript). Let's verify that this is indeed the case and then check the properties of RNATrancript using `get_property_values`."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "Cbwu_Et1Rk3C",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 150
- },
- "outputId": "64b4424a-ae33-4e40-d8a7-83bb012150a1"
- },
- "source": [
- "# Specify an rnaTranscript associated with RUNX1\n",
- "RUNX1_transcript = df_RUNX1.iloc[0]['rnaTranscript'][0]\n",
- "\n",
- "# Check what type the rnaTranscript is\n",
- "print(dc.get_property_values([RUNX1_transcript], 'typeOf'))\n",
- "\n",
- "# Identify properties of RNATranscript\n",
- "dict_temp = dc.get_property_values(['RNATranscript'], 'domainIncludes', value_type='Property', out=False)\n",
- "for prop in dict_temp['RNATranscript']:\n",
- " print(prop)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "{'bio/hg38_ENST00000300305.7': ['RNATranscript']}\n",
- "codingCoordinates\n",
- "exonCoordinates\n",
- "exonFrame\n",
- "makesProtein\n",
- "refSeqID\n",
- "transcriptionCoordinates\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "rZXoXHFzRm7Q"
- },
- "source": [
- "### Explore the difference between codingCoordinates and exonCoordinates\n",
- "There are two properties that may be useful for us in identifying which genetic variants are in the coding region of RUNX1. Let's figure out which one that we'd like to use moving forward by grabbing the values associated with both these properties using `get_property_values`."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "OSH4nzL7RpEy",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 264
- },
- "outputId": "2e49a555-4fc6-4138-c19e-55b883d50468"
- },
- "source": [
- "# Get the values for codingCoordinates and exonCoordiantes\n",
- "temp_dict = dc.get_property_values([RUNX1_transcript], 'codingCoordinates')\n",
- "print('Coding Coordinate Values:')\n",
- "for value in temp_dict[RUNX1_transcript]:\n",
- " print(value)\n",
- "print('\\n')\n",
- "temp_dict = dc.get_property_values([RUNX1_transcript], 'exonCoordinates')\n",
- "print('Exon Coordinate Values:')\n",
- "for value in temp_dict[RUNX1_transcript]:\n",
- " print(value)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "Coding Coordinate Values:\n",
- "Position34792134To35048899\n",
- "\n",
- "\n",
- "Exon Coordinate Values:\n",
- "Position34787800To34792610\n",
- "Position34799300To34799462\n",
- "Position34834409To34834601\n",
- "Position34859473To34859578\n",
- "Position34880556To34880713\n",
- "Position34886842To34887096\n",
- "Position34892924To34892963\n",
- "Position35048841To35049344\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "BqtiSfKFRrIP"
- },
- "source": [
- "### Find the exon coordinates reported for all RNA transcripts of RUNX1\n",
- "From the values of codingCoordinates and exonCoordinates we observe that coding coordinates contains the range of base pairs spanning the entire coding region of RUNX1 including introns. Whereas exonCoordinates reports the genomic coordinates of all exons of RUNX1. We want to find all genetic variants in exons of RUNX1, so going forward we want to grab the exonCoordinates of transcripts. There are multiple RNA transcripts reported for RUNX1. Let's make a unique list of all exonCoordinates recorded for RUNX1 using `get_property_values`."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "OHd3PtgLRtkv",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 55
- },
- "outputId": "9a927890-275d-4ee3-b53b-4f2c971ce453"
- },
- "source": [
- "# Initiate an empty set\n",
- "RUNX1_exonCoordinates = set()\n",
- "\n",
- "# Using get_property_values get all the exon coordinates for all rnaTranscripts\n",
- "for rnaTranscript_dcid in df_RUNX1['rnaTranscript'][0]:\n",
- " temp_dict = dc.get_property_values([rnaTranscript_dcid], 'exonCoordinates')\n",
- " for item in temp_dict[rnaTranscript_dcid]:\n",
- " RUNX1_exonCoordinates.add(item)\n",
- "\n",
- "# check the firs few exons\n",
- "RUNX1_exonCoordinates = list(RUNX1_exonCoordinates)\n",
- "print(RUNX1_exonCoordinates[:5])\n",
- "\n",
- "# check how many unique exon coordinates have been reported for RUNX1\n",
- "print(len(RUNX1_exonCoordinates))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "['Position35049167To35049298', 'Position34791754To34792610', 'Position35988129To35988171', 'Position35984571To35984830', 'Position34859473To34859578']\n",
- "41\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "4E26lXFDRvYe"
- },
- "source": [
- "### Identify the genetic variants in the exon coding regions\n",
- "Now that we know all the possible reported exon coordinates for RUNX1 we can identify which genetic variants are in exons. Note that RUNX1 has 4 - 9 variants depending on the isoform. Many of these exon coordinates from transcripts of different isoforms are overlapping with each other, but not exact resulting in 41 unique coordinate ranges to be observed. We are interested in genetic variants within any reported exon coordinates in this example and will therefore use them all for our next filtering step. For filtering by overlap in position please remember that the range of the coordinates is [) in which the first number, but not the last number is considered as inside of the range."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "b5i3FNxxRyge",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 36
- },
- "outputId": "125d623a-3a4e-4e56-fe91-0d0ae4a9c10a"
- },
- "source": [
- "# initialize empty list for storing genetic variants in RUNX1 exons\n",
- "RUNX1_exon_geneticVariants = []\n",
- "\n",
- "# for each genetic variant identify their hg38GenomicPosition and check if it's in an exon\n",
- "for geneticVariant_dcid in RUNX1_geneticVariants:\n",
- " position = int(dc.get_property_values([geneticVariant_dcid], 'hg38GenomicPosition')[geneticVariant_dcid][0])\n",
- " for exonCoordinates in RUNX1_exonCoordinates:\n",
- " start, stop = exonCoordinates.strip('Position').split('To')\n",
- " start, stop = int(start), int(stop)\n",
- " # filter for variants within RUNX1 exons\n",
- " if position >= start and position < stop:\n",
- " RUNX1_exon_geneticVariants.append(geneticVariant_dcid)\n",
- " break\n",
- "RUNX1_exon_geneticVariants = list(set(RUNX1_exon_geneticVariants))\n",
- "\n",
- "# check how many of the genetic variants are in exons\n",
- "print(len(RUNX1_exon_geneticVariants))"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "474\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "6LPPL03eR0ft"
- },
- "source": [
- "### Filter genetic variants for ones that have been clinically studied\n",
- "Great! We've identified 345 genetic variants in exons that are worth further consideration. Let's narrow our candidate list further by identifying genetic variants with clinical data associated with them (reported in ClinVar). We can do this by checking if the genetic variant has the property `clinVarID` using `get_property_values`. For ones that have been clinically reported we are going to grab the following additional clinical information for the genetic variant: `diseaseName`, `clinicalSignificance`, and `clinVarReviewStatus`."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "uGmUfs8TR2Fb",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 188
- },
- "outputId": "ef66e1f5-33a9-431d-80b9-9d0e10d759a3"
- },
- "source": [
- "# initialize Empty Data Frame\n",
- "column_names = ['name', 'clinVarAlleleID', 'diseaseName', 'clinicalSignificance', 'clinVarReviewStatus', 'dcid']\n",
- "df_RUNX1_genVar_clinical = pd.DataFrame(columns=column_names)\n",
- "\n",
- "for geneticVariant_dcid in RUNX1_exon_geneticVariants:\n",
- " clinVarID = dc.get_property_values([geneticVariant_dcid], 'clinVarAlleleID')[geneticVariant_dcid][0]\n",
- " if clinVarID.isdigit():\n",
- " name = geneticVariant_dcid.strip('bio/')\n",
- " diseaseName = dc.get_property_values( [geneticVariant_dcid], 'diseaseName')[geneticVariant_dcid][0]\n",
- " clinicalSignificance = dc.get_property_values( [geneticVariant_dcid], 'clinicalSignificance')[geneticVariant_dcid][0]\n",
- " clinVarReviewStatus = dc.get_property_values( [geneticVariant_dcid], 'clinVarReviewStatus')[geneticVariant_dcid][0]\n",
- " df_RUNX1_genVar_clinical = df_RUNX1_genVar_clinical.append({'name': name, 'clinVarAlleleID': clinVarID, 'diseaseName': diseaseName, \\\n",
- " 'clinicalSignificance': clinicalSignificance, 'clinVarReviewStatus': clinVarReviewStatus, \\\n",
- " 'dcid': geneticVariant_dcid}, ignore_index=True)\n",
- "\n",
- "# visualize the head of the dataframe containing the clinical info\n",
- "print(df_RUNX1_genVar_clinical.head())\n",
- "\n",
- "# see how many clinical genetic variants in RUNX1\n",
- "print(df_RUNX1_genVar_clinical.shape[0])"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- " name ... dcid\n",
- "0 rs1569084170 ... bio/rs1569084170\n",
- "1 643883 ... bio/643883\n",
- "2 rs1569002337 ... bio/rs1569002337\n",
- "3 839054 ... bio/839054\n",
- "4 rs150481777 ... bio/rs150481777\n",
- "\n",
- "[5 rows x 6 columns]\n",
- "474\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "4m57MS1gR4Wp"
- },
- "source": [
- "## Filter For Pathogenic Genetic Variants\n",
- "There are 345 genetic variants in the exons of RUNX1 that have recorded clinical information on them. Filter out the ones that are benign to establish our final candidate list of genetic variants that effect the function of RUNX1. We'll do this by filtering our pandas dataframe with the clinical information on the genetic variants."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "PNoAw2XjR6M5",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 55
- },
- "outputId": "2ddae2f0-5b5c-4655-ec85-fbe0d8b775be"
- },
- "source": [
- "# identify the clinical significance types for the genetic variants\n",
- "print(df_RUNX1_genVar_clinical.clinicalSignificance.unique())"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "['ClinSigPathogenic' 'ClinSigUncertain' 'ClinSigBenign'\n",
- " 'ClinSigConflictingPathogenicity']\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "xpmj5i3dR8sb",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 549
- },
- "outputId": "953deea3-fea1-4f84-b4a5-0653010abe74"
- },
- "source": [
- "# filter genetic variants for those with pathogenicity\n",
- "clinSig = ['ClinSigPathogenic']\n",
- "df_final_geneticVariants = df_RUNX1_genVar_clinical[df_RUNX1_genVar_clinical.clinicalSignificance.isin(clinSig)]\n",
- "\n",
- "# check how many genetic variants made the final cut\n",
- "print(df_final_geneticVariants.shape[0])\n",
- "\n",
- "# identify the diseases associated with these pathogenic variants\n",
- "print(df_final_geneticVariants.diseaseName.unique())\n",
- "\n",
- "# print the final genetic variant dataframe\n",
- "print(df_final_geneticVariants)"
- ],
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "21\n",
- "['not provided'\n",
- " 'Familial platelet disorder with associated myeloid malignancy'\n",
- " 'Acute myeloid leukemia']\n",
- " name ... dcid\n",
- "0 rs1569084170 ... bio/rs1569084170\n",
- "26 871175 ... bio/871175\n",
- "64 rs1555889984 ... bio/rs1555889984\n",
- "65 rs1569084082 ... bio/rs1569084082\n",
- "90 rs587776811 ... bio/rs587776811\n",
- "95 rs74315451 ... bio/rs74315451\n",
- "129 rs1569008655 ... bio/rs1569008655\n",
- "143 rs1569084530 ... bio/rs1569084530\n",
- "183 rs1555899813 ... bio/rs1555899813\n",
- "192 rs74315450 ... bio/rs74315450\n",
- "205 rs1060499616 ... bio/rs1060499616\n",
- "207 rs121912498 ... bio/rs121912498\n",
- "240 840868 ... bio/840868\n",
- "266 rs121912499 ... bio/rs121912499\n",
- "321 647118 ... bio/647118\n",
- "326 rs1057519748 ... bio/rs1057519748\n",
- "377 rs1569061762 ... bio/rs1569061762\n",
- "394 rs1569061831 ... bio/rs1569061831\n",
- "408 rs1569061768 ... bio/rs1569061768\n",
- "444 rs1555884790 ... bio/rs1555884790\n",
- "463 869209 ... bio/869209\n",
- "\n",
- "[21 rows x 6 columns]\n"
- ],
- "name": "stdout"
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "KF3dr_kAR8Xk"
- },
- "source": [
- "##Conclusion of RUNX1 Analysis\n",
- "In this exercise we were able to filter millions of genetic variants to identify a handful that meet our specific parameters. To do this we used multiple datasets from UCSC Genome Browser, NCBI/gene, and ClinVar all in a single python notebook. We found that there are 16 genetic variants in exons of RUNX1, which have been reported to be pathogenic by clinical data. We also learned that these pathogenic variants are associated with Familial platelet disorder with associated myeloid malignancy. Such analyses can preformed using any gene and is a way to easily identify candidate genetic variants of interest. The synthesis of data of different types acorss multiple databases enables easy complex analyses all in a single python notebook."
- ]
- }
- ]
-}
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-All notebooks have been updated to use the V2 Python APIs and are found in the `v2/intro_data_science` directory.
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