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@iwatobipen
Created January 18, 2021 11:18
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data from DUD-E\n",
"### http://dude.docking.org/targets/try1\n",
"### PDB ID 2ayw.pdb\n",
"### https://www.rcsb.org/3d-view/2AYW/1"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem import DataStructs\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"allmols = [m for m in Chem.SDMolSupplier('./screeningdb.sdf')]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"23126\n"
]
}
],
"source": [
"print(len(allmols))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"res = {}\n",
"for m in allmols:\n",
" molid = m.GetProp('_Name')\n",
" tag = m.GetProp('Tag')\n",
" res[molid] = tag"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"scoredf = pd.read_csv('score.txt', sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>dbName</th>\n",
" <th>refName</th>\n",
" <th>Shape-it::Tanimoto</th>\n",
" <th>Shape-it::Tversky_Ref</th>\n",
" <th>Shape-it::Tversky_Db</th>\n",
" <th>overlap</th>\n",
" <th>refVolume</th>\n",
" <th>dbVolume</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>CHEMBL355378</td>\n",
" <td>ONO_501_2AYW</td>\n",
" <td>0.540</td>\n",
" <td>0.673</td>\n",
" <td>0.733</td>\n",
" <td>231.39</td>\n",
" <td>345.23</td>\n",
" <td>314.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>CHEMBL332655</td>\n",
" <td>ONO_501_2AYW</td>\n",
" <td>0.477</td>\n",
" <td>0.621</td>\n",
" <td>0.673</td>\n",
" <td>213.58</td>\n",
" <td>345.23</td>\n",
" <td>316.05</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dbName refName Shape-it::Tanimoto Shape-it::Tversky_Ref \\\n",
"0 CHEMBL355378 ONO_501_2AYW 0.540 0.673 \n",
"1 CHEMBL332655 ONO_501_2AYW 0.477 0.621 \n",
"\n",
" Shape-it::Tversky_Db overlap refVolume dbVolume \n",
"0 0.733 231.39 345.23 314.31 \n",
"1 0.673 213.58 345.23 316.05 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scoredf.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(23126, 8) 22549\n"
]
}
],
"source": [
"print(scoredf.shape, len(res))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"scoredf['Tag'] = scoredf.dbName.apply(lambda x: res[x])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Shape-it::Tversky_Ref', ylabel='Density'>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(data=scoredf[scoredf.Tag=='ACT'], x='Shape-it::Tversky_Ref')\n",
"sns.kdeplot(data=scoredf[scoredf.Tag=='DEC'], x='Shape-it::Tversky_Ref')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Shape-it::Tversky_Ref', ylabel='Count'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=scoredf, x='Shape-it::Tversky_Ref', hue='Tag')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"refmol = Chem.MolFromMol2File('crystal_ligand.mol2')\n",
"reffp = AllChem.GetMorganFingerprintAsBitVect(refmol,2)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"fpbasedsim = {}\n",
"for idx, m in enumerate(allmols):\n",
" fp = AllChem.GetMorganFingerprintAsBitVect(m,2)\n",
" molid = m.GetProp('_Name')\n",
" tc = DataStructs.TanimotoSimilarity(reffp, fp)\n",
" fpbasedsim[molid] = tc"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"scoredf['MorganFP_TC'] = scoredf['dbName'].apply(lambda x: fpbasedsim[x])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='MorganFP_TC', ylabel='Density'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(data=scoredf[scoredf.Tag=='ACT'], x='MorganFP_TC')\n",
"sns.kdeplot(data=scoredf[scoredf.Tag=='DEC'], x='MorganFP_TC')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='MorganFP_TC', ylabel='Count'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=scoredf, x='MorganFP_TC', hue='Tag')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"sys.path.append('/home/iwatobipen/src/shape-it/pyshapeit/')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"23126\n",
"0\n",
"1000\n",
"2000\n",
"3000\n",
"4000\n",
"5000\n",
"6000\n",
"7000\n",
"8000\n",
"9000\n",
"10000\n",
"11000\n",
"12000\n",
"13000\n",
"14000\n",
"15000\n",
"16000\n",
"17000\n",
"18000\n",
"19000\n",
"20000\n",
"21000\n",
"22000\n",
"23000\n",
"1056.3235890865326\n"
]
}
],
"source": [
"print(len(allmols))\n",
"import cpyshapeit\n",
"import time\n",
"shapesim = {}\n",
"start = time.time()\n",
"for idx, m in enumerate(allmols):\n",
" score = cpyshapeit.AlignMol(refmol, m, maxIter=100, whichScore='Shape-it::Tversky_Ref')\n",
" molid = m.GetProp('_Name')\n",
" shapesim[molid] = score\n",
" calctime = time.time()\n",
" if idx % 1000 == 0:\n",
" print(idx)\n",
"finish = time.time()\n",
"print(finish-start)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"scoredf['rdk_shape_sim'] = scoredf['dbName'].apply(lambda x: shapesim[x])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='rdk_shape_sim', ylabel='Density'>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(data=scoredf[scoredf.Tag=='ACT'], x='rdk_shape_sim')\n",
"sns.kdeplot(data=scoredf[scoredf.Tag=='DEC'], x='rdk_shape_sim')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Shape-it::Tversky_Ref', ylabel='rdk_shape_sim'>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=scoredf, x='Shape-it::Tversky_Ref', y='rdk_shape_sim')"
]
},
{
"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": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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