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@iwatobipen
Created May 17, 2020 03:27
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CReM
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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem import Draw\n",
"from rdkit.Chem.Draw import rdMolDraw2D\n",
"from rdkit.Chem import rdMolDescriptors\n",
"from rdkit.Chem.Draw import IPythonConsole, MolDraw2DSVG\n",
"from IPython.display import SVG"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"AllChem.SetPreferCoordGen(True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from crem.crem import mutate_mol\n",
"from crem.crem import grow_mol\n",
"from crem.crem import link_mols"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"m = Chem.MolFromSmiles('CCCS(=O)(=O)NC1=C(C(=C(C=C1)F)C(=O)C2=CNC3=C2C=C(C=N3)C4=CC=C(C=C4)Cl)F')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x7f83ed3578f0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"mols_r1 = list(mutate_mol(m, db_name='replacements02_sc2.5.db', radius=1))\n",
"mols_r3 = list(mutate_mol(m, db_name='replacements02_sc2.5.db', radius=3))\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"28286\n",
"28286\n"
]
}
],
"source": [
"print(len(mols_r1))\n",
"mols_r1u = list(set(mols_r1))\n",
"mols_r3u = list(set(mols_r3))\n",
"print(len(mols_r1u))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x800 at 0x7F83ECF4A990>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage([m]+[Chem.MolFromSmiles(m) for m in mols_r1[:9]], molsPerRow=3)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x800 at 0x7F83EC8FA5D0>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage([m]+[Chem.MolFromSmiles(m) for m in mols_r3[:9]], molsPerRow=3)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:18] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n",
"RDKit WARNING: [12:23:19] WARNING: not removing hydrogen atom with dummy atom neighbors\n"
]
}
],
"source": [
"mols_r1g = list(grow_mol(m, db_name='replacements02_sc2.5.db', radius=1))\n",
"mols_r3g = list(grow_mol(m, db_name='replacements02_sc2.5.db', radius=3))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x800 at 0x7F83EC8FADD0>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage([m]+[Chem.MolFromSmiles(m) for m in mols_r1g[:9]], molsPerRow=3)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x800 at 0x7F83ECF51E90>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage([m]+[Chem.MolFromSmiles(m) for m in mols_r3g[:9]], molsPerRow=3)"
]
},
{
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@DrrDom
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DrrDom commented May 17, 2020

Thank you for the interest to CReM :)
I'm curious about those warnings. I could not reproduce them. Which version of rdkit did you use?

@iwatobipen
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Hi, I'm using rdkit2020.03.01. The newest version of rdkit and it installed via conda.
Thanks.

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