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Forked from greglandrum/Clustering Methods.ipynb
Created October 27, 2020 22:59
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Clustering Methods.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from rdkit import Chem, DataStructs\nfrom rdkit.Chem import Draw\nfrom rdkit.Chem import rdFingerprintGenerator\nfrom rdkit.Chem.Draw import IPythonConsole\nimport random\nimport pickle\n%pylab inline",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "Populating the interactive namespace from numpy and matplotlib\n",
"name": "stdout"
},
{
"output_type": "stream",
"text": "/other_linux/home/glandrum/anaconda3/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['random']\n`%matplotlib` prevents importing * from pylab and numpy\n \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import glob\nfns = glob.glob('../../Code/benchmarking_platform/compounds/ChEMBL_II/*.pkl')\nfns",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "['../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_10280.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_87.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_12952.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_11365.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_25.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_126.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_61.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_11575.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_12252.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_65.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_10434.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_259.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_108.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_10260.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_165.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_93.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_10188.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_72.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_114.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_43.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_100.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_13001.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_90.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_10193.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_19905.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_130.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_12209.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_10980.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_11631.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_11534.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_107.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_51.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_11489.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_15.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_17045.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_121.pkl',\n '../../Code/benchmarking_platform/compounds/ChEMBL_II/Target_no_11140.pkl']"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# pick one doc from each target:\nimport os\ndata = {}\nfor fn in fns:\n d = pickle.load(open(fn,'rb'))\n data[os.path.basename(fn)] = list(d.values())[0]",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fps = []\nsmis = []\nfor k in data:\n lsmis = [y for x,y in data[k]]\n lfps = rdFingerprintGenerator.GetFPs([Chem.MolFromSmiles(y) for y in lsmis],\n fpType=rdFingerprintGenerator.MorganFP)\n fps.extend((k,x) for x in lfps)\n smis.extend((k,x) for x in lsmis)\n",
"execution_count": 38,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "len(fns),len(fps)",
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 15,
"data": {
"text/plain": "(37, 776)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from rdkit import DataStructs\ndm = []\nfor lbl,fp in fps:\n dm.append(DataStructs.BulkTanimotoSimilarity(fp,[y for x,y in fps]))",
"execution_count": 24,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from sklearn import manifold\ndist_mat = [[1.-x for x in y] for y in dm]\nmds = manifold.MDS(eps=1e-8,n_components=2, random_state=3, dissimilarity=\"precomputed\",n_jobs = 4, verbose=0,max_iter=1000)\nresults = mds.fit(dist_mat)",
"execution_count": 31,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from sklearn import cluster\nmdl = cluster.SpectralClustering(affinity='precomputed',n_clusters=10,random_state=0xf00d)\nlbls = mdl.fit_predict(dm)",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.cm as cm\nimport matplotlib.markers as markers\nnMarkers=len(markers.MarkerStyle.filled_markers)\ncolors = cm.rainbow(np.linspace(0, 1, max(lbls)))\nfor cv in range(max(lbls)):\n lpts = [results.embedding_[i] for i,x in enumerate(lbls) if x==cv]\n mrk=markers.MarkerStyle.filled_markers[cv%nMarkers]\n scatter([x for x,y in lpts[1:]], [y for x,y in lpts[1:]], color=colors[cv],\n marker=mrk,edgecolor='none',s=40)\n scatter([lpts[0][0]], [lpts[0][1]], color=colors[cv],marker=mrk,s=80)\nylim((-.8,.8))\n_=xlim((-.8,.8))",
"execution_count": 37,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The embedding isn't great, but the clusters don't look terrible."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Show a couple random clusters"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "tms = [Chem.MolFromSmiles(smis[i][1]) for i,x in enumerate(lbls) if x==4]\nDraw.MolsToGridImage(tms,molsPerRow=4)",
"execution_count": 40,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 40,
"data": {
"text/plain": "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x2400 at 0x7F8C3527AAC8>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "tms = [Chem.MolFromSmiles(smis[i][1]) for i,x in enumerate(lbls) if x==8]\nDraw.MolsToGridImage(tms,molsPerRow=4)",
"execution_count": 41,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 41,
"data": {
"text/plain": "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x2000 at 0x7F8C3513EC18>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.2",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "Clustering Methods.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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