{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sn\n", "from rdkit import Chem, DataStructs\n", "from rdkit.Chem import Draw\n", "from rdkit.Chem.Draw import IPythonConsole\n", "\n", "matplotlib.style.use(\"fivethirtyeight\")\n", "matplotlib.style.use(\"seaborn-talk\")\n", "matplotlib.rcParams['font.family'] = \"monospace\"\n", "matplotlib.rcParams['figure.dpi'] = 200\n", "matplotlib.pyplot.rcParams['savefig.facecolor'] = 'white'\n", "sn.set_context(\"poster\")\n", "IPythonConsole.ipython_useSVG = False\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "trapnell_df = pd.read_csv(\"../embeddings/trapnell_drugs_smiles.csv\", names=[\"drug\", \"smiles\", \"pathway\"])\n", "trapnell_df[\"smiles\"] = trapnell_df.smiles.str.strip()\n", "lincs_df = pd.read_csv(\"../embeddings/lincs_drugs_smiles.csv\", names=[\"drug\", \"smiles\"])\n", "lincs_df[\"smiles\"] = lincs_df.smiles.str.strip()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def tanimoto_score(input_smiles, target_smiles):\n", " input_fp = Chem.RDKFingerprint(Chem.MolFromSmiles(input_smiles))\n", " target_fp = Chem.RDKFingerprint(Chem.MolFromSmiles(target_smiles))\n", " return DataStructs.TanimotoSimilarity(input_fp, target_fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking 3 hold out drugs\n", "Looking for the most similar drugs in LINCS to our 3 hold out drug in Trapnell" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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drugsmilespathway
26BMS-754807CC1(C(=O)Nc2ccc(F)nc2)CCCN1c1nc(Nc2cc(C3CC3)[n...Protein Tyrosine Kinase
69FlavopiridolCN1CCC(c2c(O)cc(O)c3c(=O)cc(-c4ccccc4Cl)oc23)C...Cell Cycle
129QuisinostatCl.Cl.Cn1cc(CNCC2CCN(c3ncc(C(=O)NO)cn3)CC2)c2c...Epigenetics
\n", "
" ], "text/plain": [ " drug smiles \\\n", "26 BMS-754807 CC1(C(=O)Nc2ccc(F)nc2)CCCN1c1nc(Nc2cc(C3CC3)[n... \n", "69 Flavopiridol CN1CCC(c2c(O)cc(O)c3c(=O)cc(-c4ccccc4Cl)oc23)C... \n", "129 Quisinostat Cl.Cl.Cn1cc(CNCC2CCN(c3ncc(C(=O)NO)cn3)CC2)c2c... \n", "\n", " pathway \n", "26 Protein Tyrosine Kinase \n", "69 Cell Cycle \n", "129 Epigenetics " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loo_drugs = trapnell_df[trapnell_df.drug.isin([\"Quisinostat\", \"Flavopiridol\", \"BMS-754807\"])]\n", "loo_drugs" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BMS-754807 False 1.0 BRD-K13049116\n", " drug tanimoto_sim_BMS-754807\n", "3538 BRD-K13049116 1.000000\n", "306 BRD-A20697603 0.681639\n", "772 BRD-A52627843 0.681639\n", "13567 BRD-K74793820 0.678252\n", "14761 BRD-K82109576 0.678252\n", "Flavopiridol False 1.0 BRD-K87909389\n", " drug tanimoto_sim_Flavopiridol\n", "15687 BRD-K87909389 1.000000\n", "621 BRD-A41941932 0.719014\n", "2316 BRD-K05433219 0.679172\n", "2878 BRD-K08714182 0.669799\n", "12064 BRD-K65639003 0.669296\n", "Quisinostat False 1.0 BRD-K83837640\n", " drug tanimoto_sim_Quisinostat\n", "15047 BRD-K83837640 1.000000\n", "1570 BRD-K00627859 0.519417\n", "17693 BRD-M45580279 0.515430\n", "14996 BRD-K83508485 0.513755\n", "10466 BRD-K55703048 0.504013\n" ] } ], "source": [ "smiles_orig = []\n", "smiles_lincs = []\n", "for i, (drug, smiles, pathway) in loo_drugs.iterrows():\n", " tanimoto_sim_col = f\"tanimoto_sim_{drug}\"\n", " lincs_df[tanimoto_sim_col] = lincs_df.smiles.apply(lambda lincs_smiles: tanimoto_score(lincs_smiles, smiles))\n", " most_similar = lincs_df.sort_values(tanimoto_sim_col, ascending=False).head(1)\n", " smiles_orig.append(smiles)\n", " smiles_lincs.append(most_similar[\"smiles\"].item())\n", " print(drug, any(lincs_df.smiles.isin([smiles])), most_similar[tanimoto_sim_col].item(), most_similar[\"drug\"].item())\n", " print(lincs_df.sort_values(tanimoto_sim_col, ascending=False).head(5)[[\"drug\", tanimoto_sim_col]])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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ZIVLvGn+L3gM1ITVIpmjNPXWbUttu++Aq7xtjrSxsi2XfKkHzHsAy679d8U6blMqC+uMVpIG6gcJb4s5jJgFzJXWpuHfRpYJpgEU3SBwnwd6plU0a/kVemf9LtHIssRF1HICY5FwDk4vbLIFtM9YwosrxxlBlpuOjmT2AhOJOz98/qqV4laMzskcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for orig, lincs in zip(smiles_orig, smiles_lincs):\n", " im = Draw.MolsToGridImage([Chem.MolFromSmiles(orig), Chem.MolFromSmiles(lincs)], subImgSize=(600, 400),\n", " legends=[orig, lincs])\n", " plt.tight_layout()\n", " display(im)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 4 }