diff --git a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb index 8195c46..14021d1 100644 --- a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb +++ b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb @@ -95,7 +95,7 @@ "source": [ "## Loading free energy results\n", "\n", - "Next we load in results from the TSV file created by `openfe gather`.\n", + "Next we load in results from the TSV file created by `openfe gather --report ddg`.\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" ] @@ -110,42 +110,42 @@ "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" + "{'lig_ejm_31->lig_ejm_42': {'dG': 0.49,\n", + " 'ddG': 0.09,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_42'},\n", + " 'lig_ejm_31->lig_ejm_46': {'dG': -0.73,\n", + " 'ddG': 0.1,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_46'},\n", + " 'lig_ejm_31->lig_ejm_47': {'dG': 0.0,\n", + " 'ddG': 0.2,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_47'},\n", + " 'lig_ejm_31->lig_ejm_48': {'dG': 0.5,\n", + " 'ddG': 0.2,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_48'},\n", + " 'lig_ejm_31->lig_ejm_50': {'dG': 0.94,\n", + " 'ddG': 0.07,\n", + " 'ligand_i': 'lig_ejm_31',\n", + " 'ligand_j': 'lig_ejm_50'},\n", + " 'lig_ejm_42->lig_ejm_43': {'dG': 1.2,\n", + " 'ddG': 0.1,\n", + " 'ligand_i': 'lig_ejm_42',\n", + " 'ligand_j': 'lig_ejm_43'},\n", + " 'lig_ejm_46->lig_jmc_23': {'dG': -0.39,\n", + " 'ddG': 0.05,\n", + " 'ligand_i': 'lig_ejm_46',\n", + " 'ligand_j': 'lig_jmc_23'},\n", + " 'lig_ejm_46->lig_jmc_27': {'dG': -0.6,\n", + " 'ddG': 0.1,\n", + " 'ligand_i': 'lig_ejm_46',\n", + " 'ligand_j': 'lig_jmc_27'},\n", + " 'lig_ejm_46->lig_jmc_28': {'dG': -0.12,\n", + " 'ddG': 0.04,\n", + " 'ligand_i': 'lig_ejm_46',\n", + " 'ligand_j': 'lig_jmc_28'}}\n" ] } ], @@ -159,14 +159,12 @@ " 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", + " tag = row[0] + \"->\" + row[1]\n", + " calculated_data[tag] = {}\n", + " calculated_data[tag]['ligand_i'] = row[0]\n", + " calculated_data[tag]['ligand_j'] = row[1]\n", + " calculated_data[tag]['dG'] = float(row[2])\n", + " calculated_data[tag]['ddG'] = float(row[3])\n", "\n", "pprint(calculated_data)" ] @@ -269,9 +267,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -280,7 +278,7 @@ ], "source": [ "# note you can pass the filename argument to write things out to file\n", - "cinnabar_plotting.plot_DDGs(fe.graph, figsize=10.0)" + "cinnabar_plotting.plot_DDGs(fe.graph, figsize=5)" ] }, { @@ -301,9 +299,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -312,7 +310,142 @@ ], "source": [ "# note you can pass the filename argument to write to file\n", - "cinnabar_plotting.plot_DGs(fe.graph, figsize=10.0)" + "cinnabar_plotting.plot_DGs(fe.graph, figsize=5)" + ] + }, + { + "cell_type": "markdown", + "id": "a905416e-11bd-47cb-8002-5ac923b0e95b", + "metadata": {}, + "source": [ + "We can also shift our free energies by the average experimental value to have DGs on the same scale as experiment." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9bf09b72-7295-4e6e-88c3-4e7683948f11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "exp_DG_sum = sum([fe.results['Experimental'][i].DG for i in fe.results['Experimental'].keys()])\n", + "shift = exp_DG_sum / len(fe.results['Experimental'].keys())\n", + "\n", + "cinnabar_plotting.plot_DGs(fe.graph, figsize=5, shift=shift)" + ] + }, + { + "cell_type": "markdown", + "id": "0c1b5935-d11b-4c1b-b092-038b007323ce", + "metadata": {}, + "source": [ + "## Writing out the MLE derived absolute free energies\n", + "\n", + "Finally, we can also write out the MLE derived absolute free energies in the following manner.\n", + "\n", + "**Note: you can obtain this directly from your results by calling `openfe gather --report dg`**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'lig_ejm_31': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.57,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.57},\n", + " 'lig_ejm_42': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.81,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.81},\n", + " 'lig_ejm_43': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -8.29,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -8.29},\n", + " 'lig_ejm_46': {'calculated_error': 0.17,\n", + " 'calculated_estimate': -11.35,\n", + " 'experimental_error': 0.17,\n", + " 'experimental_estimate': -11.35},\n", + " 'lig_ejm_47': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.73,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.73},\n", + " 'lig_ejm_48': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.03,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.03},\n", + " 'lig_ejm_50': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -9.01,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -9.01},\n", + " 'lig_jmc_23': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -11.74,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -11.74},\n", + " 'lig_jmc_27': {'calculated_error': 0.17,\n", + " 'calculated_estimate': -11.31,\n", + " 'experimental_error': 0.17,\n", + " 'experimental_estimate': -11.31},\n", + " 'lig_jmc_28': {'calculated_error': 0.18,\n", + " 'calculated_estimate': -11.01,\n", + " 'experimental_error': 0.18,\n", + " 'experimental_estimate': -11.01}}\n" + ] + } + ], + "source": [ + "dG_results = {}\n", + "nodes = fe.graph.nodes(data=True)\n", + "\n", + "for key in range(len(nodes)):\n", + " dG_results[nodes[key]['name']] = {\n", + " 'experimental_estimate': nodes[key]['exp_DG'],\n", + " 'experimental_error': nodes[key]['exp_dDG'],\n", + " 'calculated_estimate': nodes[key]['exp_DG'],\n", + " 'calculated_error': nodes[key]['exp_dDG'], \n", + " }\n", + "\n", + "# We can now print out the results\n", + "pprint(dG_results)\n", + "\n", + "# write out the calculated results\n", + "with open('dG_calculated_results.dat', 'w') as f:\n", + " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", + " writer.writerow([\"ligand\", \"DG(MLE)\", \"uncertainty (kcal/mol)\",])\n", + " for ligand in dG_results:\n", + " writer.writerow([\n", + " ligand,\n", + " dG_results[ligand]['calculated_estimate'],\n", + " dG_results[ligand]['calculated_error'],\n", + " ])\n", + "\n", + "# write out the experimental results\n", + "with open('dG_experimental_results.dat', 'w') as f:\n", + " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", + " writer.writerow([\"ligand\", \"DG\", \"uncertainty (kcal/mol)\",])\n", + " for ligand in dG_results:\n", + " writer.writerow([\n", + " ligand,\n", + " dG_results[ligand]['experimental_estimate'],\n", + " dG_results[ligand]['experimental_error'],\n", + " ])" ] } ], @@ -332,7 +465,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/plotting_rbfes_with_cinnabar/final_results.tsv b/plotting_rbfes_with_cinnabar/final_results.tsv index 4d43433..284aaef 100644 --- a/plotting_rbfes_with_cinnabar/final_results.tsv +++ b/plotting_rbfes_with_cinnabar/final_results.tsv @@ -1,28 +1,10 @@ -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 +ligand_i ligand_j DDG(i->j) (kcal/mol) uncertainty (kcal/mol) +lig_ejm_31 lig_ejm_42 0.49 0.09 +lig_ejm_31 lig_ejm_46 -0.73 0.10 +lig_ejm_31 lig_ejm_47 0.0 0.2 +lig_ejm_31 lig_ejm_48 0.5 0.2 +lig_ejm_31 lig_ejm_50 0.94 0.07 +lig_ejm_42 lig_ejm_43 1.2 0.1 +lig_ejm_46 lig_jmc_23 -0.39 0.05 +lig_ejm_46 lig_jmc_27 -0.6 0.1 +lig_ejm_46 lig_jmc_28 -0.12 0.04