From 31dfd6877e1528e63b78b068162dca9f939184df Mon Sep 17 00:00:00 2001
From: IAlibay <ialibay@mdanalysis.org>
Date: Thu, 17 Aug 2023 14:50:42 +0100
Subject: [PATCH 1/2] Add notebook for plotting out free energies using
 Cinnabar

---
 .../PlottingFreeEnergiesUsingCinnabar.ipynb   | 340 ++++++++++++++++++
 cinnabar/plotting_rbfes/experimental.tsv      |  14 +
 cinnabar/plotting_rbfes/final_results.tsv     |  28 ++
 3 files changed, 382 insertions(+)
 create mode 100644 cinnabar/plotting_rbfes/PlottingFreeEnergiesUsingCinnabar.ipynb
 create mode 100644 cinnabar/plotting_rbfes/experimental.tsv
 create mode 100644 cinnabar/plotting_rbfes/final_results.tsv

diff --git a/cinnabar/plotting_rbfes/PlottingFreeEnergiesUsingCinnabar.ipynb b/cinnabar/plotting_rbfes/PlottingFreeEnergiesUsingCinnabar.ipynb
new file mode 100644
index 0000000..8195c46
--- /dev/null
+++ b/cinnabar/plotting_rbfes/PlottingFreeEnergiesUsingCinnabar.ipynb
@@ -0,0 +1,340 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "ddae61fd-fa15-4be9-9160-ba3e195c67dc",
+   "metadata": {},
+   "source": [
+    "# Plotting OpenFE results against experiment using Cinnabar v0.3\n",
+    "\n",
+    "This notebook shows how one would go about creating a cinnabar plot of OpenFE results against known experimental values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6abcaae7-f5fd-483c-972f-5bb5b6d4908a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# First we do a set of imports\n",
+    "import csv\n",
+    "from pprint import pprint\n",
+    "import cinnabar\n",
+    "from cinnabar import plotting as cinnabar_plotting\n",
+    "from cinnabar.wrangle import FEMap"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22124f1f-5349-4174-830d-65c5bf9f560e",
+   "metadata": {},
+   "source": [
+    "## Loading experimental data\n",
+    "\n",
+    "First we load our known experimental data from a tab separated values (TSV) file.\n",
+    "\n",
+    "The format of the TSV file is as follows:\n",
+    "\n",
+    "```\n",
+    "ligand  estimate (kcal/mol)     uncertainty (kcal/mol)\n",
+    "```\n",
+    "\n",
+    "**Important note:**\n",
+    "Please note that for now you must have an experimental entry for every ligand involved in your free energy network.\n",
+    "In future versions of cinnabar this will no longer be needed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8b80f592-f1a3-4c7f-8757-58a88c2e8ee7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'lig_ejm_31': {'dG': -9.57, 'ddG': 0.18},\n",
+      " 'lig_ejm_42': {'dG': -9.81, 'ddG': 0.18},\n",
+      " 'lig_ejm_43': {'dG': -8.29, 'ddG': 0.18},\n",
+      " 'lig_ejm_45': {'dG': -9.59, 'ddG': 0.18},\n",
+      " 'lig_ejm_46': {'dG': -11.35, 'ddG': 0.17},\n",
+      " 'lig_ejm_47': {'dG': -9.73, 'ddG': 0.18},\n",
+      " 'lig_ejm_48': {'dG': -9.03, 'ddG': 0.18},\n",
+      " 'lig_ejm_50': {'dG': -9.01, 'ddG': 0.18},\n",
+      " 'lig_ejm_54': {'dG': -10.57, 'ddG': 0.18},\n",
+      " 'lig_ejm_55': {'dG': -9.24, 'ddG': 0.18},\n",
+      " 'lig_jmc_23': {'dG': -11.74, 'ddG': 0.18},\n",
+      " 'lig_jmc_27': {'dG': -11.31, 'ddG': 0.17},\n",
+      " 'lig_jmc_28': {'dG': -11.01, 'ddG': 0.18}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# read in the experimental data\n",
+    "\n",
+    "experimental_data = {}\n",
+    "experimental_filename = 'experimental.tsv'\n",
+    "\n",
+    "with open(experimental_filename, 'r') as fd:\n",
+    "    rd = csv.reader(fd, delimiter=\"\\t\", quotechar='\"')\n",
+    "    headers = next(rd)\n",
+    "    for row in rd:\n",
+    "        experimental_data[row[0]] = {}\n",
+    "        experimental_data[row[0]]['dG'] = float(row[1])\n",
+    "        experimental_data[row[0]]['ddG'] = float(row[2])\n",
+    "\n",
+    "pprint(experimental_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aca5ede7-3741-4cc1-97ba-9115d90abd96",
+   "metadata": {},
+   "source": [
+    "## Loading free energy results\n",
+    "\n",
+    "Next we load in results from the TSV file created by `openfe gather`.\n",
+    "\n",
+    "Please see the following tutorial for more information on how to run the gather command: https://github.com/OpenFreeEnergy/ExampleNotebooks/blob/main/rbfe_tutorial/cli_tutorial.md"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "63a920b3-6ef3-4214-b3cc-433319053721",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'DDGbind(lig_ejm_42, lig_ejm_31)': {'dG': 0.49,\n",
+      "                                     'ddG': 0.09,\n",
+      "                                     'ligand_i': 'lig_ejm_31',\n",
+      "                                     'ligand_j': 'lig_ejm_42'},\n",
+      " 'DDGbind(lig_ejm_43, lig_ejm_42)': {'dG': 1.2,\n",
+      "                                     'ddG': 0.14,\n",
+      "                                     'ligand_i': 'lig_ejm_42',\n",
+      "                                     'ligand_j': 'lig_ejm_43'},\n",
+      " 'DDGbind(lig_ejm_46, lig_ejm_31)': {'dG': -0.73,\n",
+      "                                     'ddG': 0.097,\n",
+      "                                     'ligand_i': 'lig_ejm_31',\n",
+      "                                     'ligand_j': 'lig_ejm_46'},\n",
+      " 'DDGbind(lig_ejm_47, lig_ejm_31)': {'dG': 0.016,\n",
+      "                                     'ddG': 0.15,\n",
+      "                                     'ligand_i': 'lig_ejm_31',\n",
+      "                                     'ligand_j': 'lig_ejm_47'},\n",
+      " 'DDGbind(lig_ejm_48, lig_ejm_31)': {'dG': 0.45,\n",
+      "                                     'ddG': 0.17,\n",
+      "                                     'ligand_i': 'lig_ejm_31',\n",
+      "                                     'ligand_j': 'lig_ejm_48'},\n",
+      " 'DDGbind(lig_ejm_50, lig_ejm_31)': {'dG': 0.94,\n",
+      "                                     'ddG': 0.072,\n",
+      "                                     'ligand_i': 'lig_ejm_31',\n",
+      "                                     'ligand_j': 'lig_ejm_50'},\n",
+      " 'DDGbind(lig_jmc_23, lig_ejm_46)': {'dG': -0.39,\n",
+      "                                     'ddG': 0.046,\n",
+      "                                     'ligand_i': 'lig_ejm_46',\n",
+      "                                     'ligand_j': 'lig_jmc_23'},\n",
+      " 'DDGbind(lig_jmc_27, lig_ejm_46)': {'dG': -0.65,\n",
+      "                                     'ddG': 0.1,\n",
+      "                                     'ligand_i': 'lig_ejm_46',\n",
+      "                                     'ligand_j': 'lig_jmc_27'},\n",
+      " 'DDGbind(lig_jmc_28, lig_ejm_46)': {'dG': -0.12,\n",
+      "                                     'ddG': 0.044,\n",
+      "                                     'ligand_i': 'lig_ejm_46',\n",
+      "                                     'ligand_j': 'lig_jmc_28'}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Read in calculated results\n",
+    "\n",
+    "calculated_data = {}\n",
+    "calculated_filename = 'final_results.tsv'\n",
+    "\n",
+    "with open(calculated_filename, 'r') as fd:\n",
+    "    rd = csv.reader(fd, delimiter=\"\\t\", quotechar='\"')\n",
+    "    headers = next(rd)\n",
+    "    for row in rd:\n",
+    "        if 'DDGbind' not in row[0]:\n",
+    "            continue\n",
+    "            \n",
+    "        calculated_data[row[0]] = {}\n",
+    "        calculated_data[row[0]]['ligand_i'] = row[2]\n",
+    "        calculated_data[row[0]]['ligand_j'] = row[3]\n",
+    "        calculated_data[row[0]]['dG'] = float(row[4])\n",
+    "        calculated_data[row[0]]['ddG'] = float(row[5])\n",
+    "\n",
+    "pprint(calculated_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a1daf9cf-5107-4564-a200-b9fe670837cb",
+   "metadata": {},
+   "source": [
+    "## Creating a Cinnabar CSV file\n",
+    "\n",
+    "Next we take the data we've gathered above and write it out as `cinnabar` \"csv\" file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "16d98240-62b3-469c-a12a-c2b8337caba9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cinnabar_filename = 'cinnabar_input.csv'\n",
+    "\n",
+    "with open(cinnabar_filename, 'w') as f:\n",
+    "    f.write(\"# Experimental block\\n\")\n",
+    "    f.write(\"# Ligand, expt_DDG, expt_dDDG\\n\")\n",
+    "    for entry in experimental_data:\n",
+    "        dG = experimental_data[entry]['dG']\n",
+    "        ddG = experimental_data[entry]['ddG']\n",
+    "        f.write(f\"{entry},{dG:.2f},{ddG:.2f}\\n\")\n",
+    "    f.write('\\n')\n",
+    "    f.write('# Calculated block\\n')\n",
+    "    f.write('# Ligand1,Ligand2,calc_DDG,calc_dDDG(MBAR),calc_dDDG(additional)\\n')\n",
+    "    for entry in calculated_data:\n",
+    "        dG = calculated_data[entry]['dG']\n",
+    "        ddG = calculated_data[entry]['ddG']\n",
+    "        molA = calculated_data[entry]['ligand_i']\n",
+    "        molB = calculated_data[entry]['ligand_j']\n",
+    "        f.write(f\"{molA},{molB},{dG:.2f},0,{ddG:.2f}\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7dea03c7-6b6a-4e59-96e7-a94cdc9047e9",
+   "metadata": {},
+   "source": [
+    "## Plotting the results using Cinnabar\n",
+    "\n",
+    "Once we've created the appropriate Cinnabar input file we can go ahead and plot out our results."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce62492e-da4b-4b48-bbcd-2bc92a08804b",
+   "metadata": {},
+   "source": [
+    "### Generating a Cinnabar FEMap and plotting out the network\n",
+    "\n",
+    "First let's load the data into cinnabar and draw out the network of free energy results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "86c004bc-bc58-4a55-92e2-151beb994d65",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fe = cinnabar.wrangle.FEMap('cinnabar_input.csv')\n",
+    "fe.generate_absolute_values()  # Get MLE generated estimates of the absolute values\n",
+    "fe.draw_graph()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5caacbf3-089c-460c-bc91-bb22e78b3c7c",
+   "metadata": {},
+   "source": [
+    "### Plotting out the relative free energy results\n",
+    "\n",
+    "Next we can go ahead and plot out the relative free energy results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2edeabb9-9c07-49be-a83f-9622ef742046",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# note you can pass the filename argument to write things out to file\n",
+    "cinnabar_plotting.plot_DDGs(fe.graph, figsize=10.0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23c78360-bd2f-40a7-97a6-d9f967f6abb6",
+   "metadata": {},
+   "source": [
+    "### Plotting out the absolute free energy results\n",
+    "\n",
+    "Finally let's go ahead and plot out the MLE derived absolute free energies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f39ef3c0-4d74-4c53-83bc-94d820428d47",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# note you can pass the filename argument to write to file\n",
+    "cinnabar_plotting.plot_DGs(fe.graph, figsize=10.0)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/cinnabar/plotting_rbfes/experimental.tsv b/cinnabar/plotting_rbfes/experimental.tsv
new file mode 100644
index 0000000..ff2d3a1
--- /dev/null
+++ b/cinnabar/plotting_rbfes/experimental.tsv
@@ -0,0 +1,14 @@
+ligand	estimate (kcal/mol)	uncertainty (kcal/mol)
+lig_ejm_31	-9.57	0.18
+lig_ejm_42	-9.81	0.18
+lig_ejm_43	-8.29	0.18
+lig_ejm_45	-9.59	0.18
+lig_ejm_46	-11.35	0.17
+lig_ejm_47	-9.73	0.18
+lig_ejm_48	-9.03	0.18
+lig_ejm_50	-9.01	0.18
+lig_ejm_54	-10.57	0.18
+lig_ejm_55	-9.24	0.18
+lig_jmc_23	-11.74	0.18
+lig_jmc_27	-11.31	0.17
+lig_jmc_28	-11.01	0.18
diff --git a/cinnabar/plotting_rbfes/final_results.tsv b/cinnabar/plotting_rbfes/final_results.tsv
new file mode 100644
index 0000000..4d43433
--- /dev/null
+++ b/cinnabar/plotting_rbfes/final_results.tsv
@@ -0,0 +1,28 @@
+measurement	type	ligand_i	ligand_j	estimate (kcal/mol)	uncertainty (kcal/mol)
+DDGbind(lig_ejm_42, lig_ejm_31)	RBFE	lig_ejm_31	lig_ejm_42	0.49	0.09
+DDGbind(lig_ejm_46, lig_ejm_31)	RBFE	lig_ejm_31	lig_ejm_46	-0.73	0.097
+DDGbind(lig_ejm_47, lig_ejm_31)	RBFE	lig_ejm_31	lig_ejm_47	0.016	0.15
+DDGbind(lig_ejm_48, lig_ejm_31)	RBFE	lig_ejm_31	lig_ejm_48	0.45	0.17
+DDGbind(lig_ejm_50, lig_ejm_31)	RBFE	lig_ejm_31	lig_ejm_50	0.94	0.072
+DDGbind(lig_ejm_43, lig_ejm_42)	RBFE	lig_ejm_42	lig_ejm_43	1.2	0.14
+DDGbind(lig_jmc_23, lig_ejm_46)	RBFE	lig_ejm_46	lig_jmc_23	-0.39	0.046
+DDGbind(lig_jmc_27, lig_ejm_46)	RBFE	lig_ejm_46	lig_jmc_27	-0.65	0.1
+DDGbind(lig_jmc_28, lig_ejm_46)	RBFE	lig_ejm_46	lig_jmc_28	-0.12	0.044
+DGcomplex(lig_ejm_31, lig_ejm_42)	complex	lig_ejm_31	lig_ejm_42	-19.0	0.088
+DGsolvent(lig_ejm_31, lig_ejm_42)	solvent	lig_ejm_31	lig_ejm_42	-19.0	0.017
+DGcomplex(lig_ejm_31, lig_ejm_46)	complex	lig_ejm_31	lig_ejm_46	-39.0	0.077
+DGsolvent(lig_ejm_31, lig_ejm_46)	solvent	lig_ejm_31	lig_ejm_46	-38.0	0.059
+DGcomplex(lig_ejm_31, lig_ejm_47)	complex	lig_ejm_31	lig_ejm_47	-27.0	0.11
+DGsolvent(lig_ejm_31, lig_ejm_47)	solvent	lig_ejm_31	lig_ejm_47	-27.0	0.11
+DGcomplex(lig_ejm_31, lig_ejm_48)	complex	lig_ejm_31	lig_ejm_48	-19.0	0.17
+DGsolvent(lig_ejm_31, lig_ejm_48)	solvent	lig_ejm_31	lig_ejm_48	-20.0	0.043
+DGcomplex(lig_ejm_31, lig_ejm_50)	complex	lig_ejm_31	lig_ejm_50	-54.0	0.072
+DGsolvent(lig_ejm_31, lig_ejm_50)	solvent	lig_ejm_31	lig_ejm_50	-55.0	0.0072
+DGcomplex(lig_ejm_42, lig_ejm_43)	complex	lig_ejm_42	lig_ejm_43	-13.0	0.14
+DGsolvent(lig_ejm_42, lig_ejm_43)	solvent	lig_ejm_42	lig_ejm_43	-14.0	0.0046
+DGcomplex(lig_ejm_46, lig_jmc_23)	complex	lig_ejm_46	lig_jmc_23	6.5	0.041
+DGsolvent(lig_ejm_46, lig_jmc_23)	solvent	lig_ejm_46	lig_jmc_23	6.9	0.021
+DGcomplex(lig_ejm_46, lig_jmc_27)	complex	lig_ejm_46	lig_jmc_27	7.6	0.1
+DGsolvent(lig_ejm_46, lig_jmc_27)	solvent	lig_ejm_46	lig_jmc_27	8.3	0.0086
+DGcomplex(lig_ejm_46, lig_jmc_28)	complex	lig_ejm_46	lig_jmc_28	14.0	0.0069
+DGsolvent(lig_ejm_46, lig_jmc_28)	solvent	lig_ejm_46	lig_jmc_28	14.0	0.043

From e900a846498e9d61b7c5aaa78f79e01f5b29571d Mon Sep 17 00:00:00 2001
From: IAlibay <ialibay@mdanalysis.org>
Date: Thu, 17 Aug 2023 15:12:33 +0100
Subject: [PATCH 2/2] change dir structure

---
 .../PlottingFreeEnergiesUsingCinnabar.ipynb                       | 0
 .../experimental.tsv                                              | 0
 .../final_results.tsv                                             | 0
 3 files changed, 0 insertions(+), 0 deletions(-)
 rename {cinnabar/plotting_rbfes => plotting_rbfes_with_cinnabar}/PlottingFreeEnergiesUsingCinnabar.ipynb (100%)
 rename {cinnabar/plotting_rbfes => plotting_rbfes_with_cinnabar}/experimental.tsv (100%)
 rename {cinnabar/plotting_rbfes => plotting_rbfes_with_cinnabar}/final_results.tsv (100%)

diff --git a/cinnabar/plotting_rbfes/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb
similarity index 100%
rename from cinnabar/plotting_rbfes/PlottingFreeEnergiesUsingCinnabar.ipynb
rename to plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb
diff --git a/cinnabar/plotting_rbfes/experimental.tsv b/plotting_rbfes_with_cinnabar/experimental.tsv
similarity index 100%
rename from cinnabar/plotting_rbfes/experimental.tsv
rename to plotting_rbfes_with_cinnabar/experimental.tsv
diff --git a/cinnabar/plotting_rbfes/final_results.tsv b/plotting_rbfes_with_cinnabar/final_results.tsv
similarity index 100%
rename from cinnabar/plotting_rbfes/final_results.tsv
rename to plotting_rbfes_with_cinnabar/final_results.tsv