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@alyferryhalo
Created August 31, 2022 06:54
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molecules_clustering.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/alyferryhalo/e656335079a64f64dcc512c6a418e4c6/molecules_clustering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"id": "02a9b036",
"metadata": {
"id": "02a9b036"
},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6496dcaf",
"metadata": {
"id": "6496dcaf",
"outputId": "21560db0-6cbb-490a-bd65-51096177cbd5"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/alisagorislav/opt/anaconda3/envs/my-rdkit-env/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.2\n",
" warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
]
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import gridspec\n",
"\n",
"from rdkit import Chem, DataStructs\n",
"from rdkit.Chem.Fingerprints import FingerprintMols\n",
"from rdkit.Chem import Draw\n",
"\n",
"from scipy.cluster.hierarchy import dendrogram, linkage\n",
"from scipy.cluster.hierarchy import to_tree\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\") "
]
},
{
"cell_type": "markdown",
"id": "f5e3c95f",
"metadata": {
"id": "f5e3c95f"
},
"source": [
"# Data Prep"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4c8ac37f",
"metadata": {
"id": "4c8ac37f"
},
"outputs": [],
"source": [
"data = pd.read_csv('chembl.csv', sep=';')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "598e9f83",
"metadata": {
"id": "598e9f83",
"outputId": "3a67de23-9752-4440-b29f-0083544d97b3"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mol_id</th>\n",
" <th>SMILES</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>CHEMBL220946</td>\n",
" <td>c1cn(-c2ccc3c(-c4cc5cc(CN6CCCCC6)ccc5[nH]4)n[n...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>CHEMBL374940</td>\n",
" <td>CN(C)C(=O)c1ccc2c(-c3cc4cc(CN5CCOCC5)ccc4[nH]3...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>CHEMBL220258</td>\n",
" <td>c1cnn(-c2ccc3c(-c4cc5cc(CN6CCCCC6)ccc5[nH]4)n[...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>CHEMBL221428</td>\n",
" <td>c1cc2[nH]c(-c3n[nH]c4cc(-c5cn[nH]c5)ccc34)cc2c...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>CHEMBL1940980</td>\n",
" <td>C[C@H]1COc2c(NCCCn3cccn3)c(F)c(N)c3c(=O)c(C(=O...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>194</th>\n",
" <td>CHEMBL3601472</td>\n",
" <td>CS(=O)(=O)NCc1ccc2c(N3CCOCC3)nc(-c3cnc(N)nc3)nn12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>195</th>\n",
" <td>CHEMBL3603847</td>\n",
" <td>CN(C)C/C=C/C(=O)Nc1ccc(C(=O)Nc2cccc(Nc3ncc(Cl)...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>196</th>\n",
" <td>CHEMBL4790868</td>\n",
" <td>C=CC(=O)Nc1cccc(C(=O)Nc2ncc(N3CCN(C)CC3)s2)c1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>CHEMBL4744627</td>\n",
" <td>C=CC(=O)N1CCc2cc(S(=O)(=O)N3CCCC(Nc4ncc(SCc5nc...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>198</th>\n",
" <td>CHEMBL4643057</td>\n",
" <td>C=CC(=O)Nc1cccc(C(=O)Nc2ncc(SCc3ncc(C(C)(C)C)o...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>199 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" mol_id SMILES\n",
"0 CHEMBL220946 c1cn(-c2ccc3c(-c4cc5cc(CN6CCCCC6)ccc5[nH]4)n[n...\n",
"1 CHEMBL374940 CN(C)C(=O)c1ccc2c(-c3cc4cc(CN5CCOCC5)ccc4[nH]3...\n",
"2 CHEMBL220258 c1cnn(-c2ccc3c(-c4cc5cc(CN6CCCCC6)ccc5[nH]4)n[...\n",
"3 CHEMBL221428 c1cc2[nH]c(-c3n[nH]c4cc(-c5cn[nH]c5)ccc34)cc2c...\n",
"4 CHEMBL1940980 C[C@H]1COc2c(NCCCn3cccn3)c(F)c(N)c3c(=O)c(C(=O...\n",
".. ... ...\n",
"194 CHEMBL3601472 CS(=O)(=O)NCc1ccc2c(N3CCOCC3)nc(-c3cnc(N)nc3)nn12\n",
"195 CHEMBL3603847 CN(C)C/C=C/C(=O)Nc1ccc(C(=O)Nc2cccc(Nc3ncc(Cl)...\n",
"196 CHEMBL4790868 C=CC(=O)Nc1cccc(C(=O)Nc2ncc(N3CCN(C)CC3)s2)c1\n",
"197 CHEMBL4744627 C=CC(=O)N1CCc2cc(S(=O)(=O)N3CCCC(Nc4ncc(SCc5nc...\n",
"198 CHEMBL4643057 C=CC(=O)Nc1cccc(C(=O)Nc2ncc(SCc3ncc(C(C)(C)C)o...\n",
"\n",
"[199 rows x 2 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "09c77a65",
"metadata": {
"id": "09c77a65"
},
"outputs": [],
"source": [
"smiles = data['SMILES'].to_list()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "968a047a",
"metadata": {
"id": "968a047a"
},
"outputs": [],
"source": [
"mol_id = data['mol_id'].to_list()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0e0ebd94",
"metadata": {
"id": "0e0ebd94"
},
"outputs": [],
"source": [
"mols = []\n",
"\n",
"for smile in smiles:\n",
" mol = Chem.MolFromSmiles(smile)\n",
" mols.append(mol)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "74133958",
"metadata": {
"id": "74133958",
"outputId": "0c2a43a9-3ff8-4914-a7d8-62097ada57db"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage(mols, molsPerRow=10, subImgSize=(150,150))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "243dd612",
"metadata": {
"id": "243dd612"
},
"outputs": [],
"source": [
"fps = [FingerprintMols.FingerprintMol(mol) for mol in mols]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e0bcf74c",
"metadata": {
"id": "e0bcf74c",
"outputId": "792ae704-3d68-458c-a266-5edd731c48c1"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"199\n",
"199\n"
]
}
],
"source": [
"print(len(mols))\n",
"print(len(fps))"
]
},
{
"cell_type": "markdown",
"id": "6ddecd2d",
"metadata": {
"id": "6ddecd2d"
},
"source": [
"# HeatMap&Tree"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ff8169cb",
"metadata": {
"id": "ff8169cb"
},
"outputs": [],
"source": [
"size = len(mols)\n",
"hmap = np.empty(shape=(size,size))\n",
"table = pd.DataFrame()\n",
"for index, i in enumerate(fps):\n",
" for jndex, j in enumerate(fps):\n",
" similarity = DataStructs.FingerprintSimilarity(i,j)\n",
" hmap[index,jndex] = similarity\n",
" table.loc[mols[index], mols[jndex]]=similarity"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d51d48d4",
"metadata": {
"id": "d51d48d4"
},
"outputs": [],
"source": [
"linked = linkage(hmap,'single')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fb6f59e7",
"metadata": {
"id": "fb6f59e7",
"outputId": "b536f009-7fb1-4039-a16e-bd3287558588"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,15))\n",
"\n",
"ax1=plt.subplot()\n",
"o=dendrogram(linked, \n",
" orientation='left',\n",
" labels=mol_id,\n",
" distance_sort='descending',\n",
" show_leaf_counts=True)\n",
"\n",
"ax1.spines['left'].set_visible(False)\n",
"ax1.spines['top'].set_visible(False)\n",
"ax1.spines['right'].set_visible(False)\n",
"plt.title('Similarity clustering',fontsize=20,weight='bold')\n",
"plt.tick_params ('both',width=2,labelsize=8)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bb680ed3",
"metadata": {
"id": "bb680ed3"
},
"outputs": [],
"source": [
"def get_newick(node, parent_dist, leaf_names, newick='') -> str:\n",
" \"\"\"\n",
" Convert sciply.cluster.hierarchy.to_tree()-output to Newick format.\n",
"\n",
" :param node: output of sciply.cluster.hierarchy.to_tree()\n",
" :param parent_dist: output of sciply.cluster.hierarchy.to_tree().dist\n",
" :param leaf_names: list of leaf names\n",
" :param newick: leave empty, this variable is used in recursion.\n",
" :returns: tree in Newick format\n",
" \"\"\"\n",
" if node.is_leaf():\n",
" return \"%s:%.2f%s\" % (leaf_names[node.id], parent_dist - node.dist, newick)\n",
" else:\n",
" if len(newick) > 0:\n",
" newick = \"):%.2f%s\" % (parent_dist - node.dist, newick)\n",
" else:\n",
" newick = \");\"\n",
" newick = get_newick(node.get_left(), node.dist, leaf_names, newick=newick)\n",
" newick = get_newick(node.get_right(), node.dist, leaf_names, newick=\",%s\" % (newick))\n",
" newick = \"(%s\" % (newick)\n",
" return newick"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "40696bb8",
"metadata": {
"id": "40696bb8",
"outputId": "a4fc1662-5290-455a-a843-b6ba1be5196b"
},
"outputs": [
{
"data": {
"text/plain": [
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]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tree = to_tree(linked, False)\n",
"get_newick(tree, tree.dist, leaf_names=mol_id)"
]
}
],
"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": "3.10.5"
},
"colab": {
"name": "molecules_clustering.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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