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@PatWalters
Created May 30, 2020 19:45
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit WARNING: [15:15:24] Enabling RDKit 2019.09.3 jupyter extensions\n"
]
}
],
"source": [
"from openeye.oechem import *\n",
"from openeye.oeshape import *\n",
"from io import StringIO\n",
"from rdkit import Chem\n",
"import oddt\n",
"from oddt.fingerprints import PLEC, sparse_to_dense, dice\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from tqdm.notebook import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"protein_filename = \"covid.pdb\"\n",
"ligand_filename = \"test.sdf\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ifs = oemolistream(ligand_filename)\n",
"ofs = oemolostream()\n",
"ofs.SetFormat(OEFormat_SDF)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def count_mols(file_name):\n",
" ifs = oemolistream(file_name)\n",
" for i,mol in enumerate(ifs.GetOEGraphMols()):\n",
" pass\n",
" return i+1"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"protein = next(oddt.toolkit.readfile('pdb', protein_filename))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3b7896a92ccb4417976ea53a1086a234",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"mol_list = []\n",
"fp_list = []\n",
"total = count_mols(ligand_filename)\n",
"for oe_mol in tqdm(ifs.GetOEGraphMols(),total=total):\n",
" ofs.openstring()\n",
" oe_mol.SetTitle(OEGetSDData(oe_mol,\"idnumber\"))\n",
" OEWriteMolecule(ofs,oe_mol)\n",
" sdf_buff = ofs.GetString()\n",
" rd_mol = Chem.MolFromMolBlock(sdf_buff)\n",
" od_mol = oddt.toolkit.Molecule(rd_mol)\n",
" fp_list.append(PLEC(od_mol,protein))\n",
" mol_list.append(OEGraphMol(oe_mol))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"prep = OEOverlapPrep()\n",
"for mol in mol_list:\n",
" prep.Prep(mol)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3c334fbe8ab840d4a185946985022180",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"res = OEOverlapResults()\n",
"out_list = []\n",
"for i in tqdm(range(0,len(mol_list))):\n",
" ref_mol = mol_list[i]\n",
" ref_fp = fp_list[i]\n",
" func = OEOverlapFunc()\n",
" func.SetupRef(ref_mol)\n",
" for j in range(0,i):\n",
" fit_mol = mol_list[j]\n",
" fit_fp = fp_list[j]\n",
" dice_coeff = dice(ref_fp,fit_fp,sparse=True)\n",
" func.Overlap(fit_mol, res)\n",
" out_list.append([i,j,ref_mol.GetTitle(),fit_mol.GetTitle(),res.GetTanimotoCombo(),dice_coeff])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(out_list,columns=['i','j','ref','fit','ROCS Tanimoto','PLEC Dice'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"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>i</th>\n",
" <th>j</th>\n",
" <th>ref</th>\n",
" <th>fit</th>\n",
" <th>ROCS Tanimoto</th>\n",
" <th>PLEC Dice</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>Z1941525529</td>\n",
" <td>Z1738108262</td>\n",
" <td>0.601644</td>\n",
" <td>0.238947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>Z2365015966</td>\n",
" <td>Z1738108262</td>\n",
" <td>0.922813</td>\n",
" <td>0.458507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>Z2365015966</td>\n",
" <td>Z1941525529</td>\n",
" <td>0.950142</td>\n",
" <td>0.225542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>Z3639318998</td>\n",
" <td>Z1738108262</td>\n",
" <td>0.885043</td>\n",
" <td>0.638689</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>Z3639318998</td>\n",
" <td>Z1941525529</td>\n",
" <td>0.665709</td>\n",
" <td>0.221299</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" i j ref fit ROCS Tanimoto PLEC Dice\n",
"0 1 0 Z1941525529 Z1738108262 0.601644 0.238947\n",
"1 2 0 Z2365015966 Z1738108262 0.922813 0.458507\n",
"2 2 1 Z2365015966 Z1941525529 0.950142 0.225542\n",
"3 3 0 Z3639318998 Z1738108262 0.885043 0.638689\n",
"4 3 1 Z3639318998 Z1941525529 0.665709 0.221299"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2017a7d0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"ROCS Tanimoto\",y=\"PLEC Dice\",data=df,alpha=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = sns.jointplot(df[\"ROCS Tanimoto\"],df[\"PLEC Dice\"], kind=\"hex\", color=\"#4CB391\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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