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@adelenelai
Created March 17, 2022 08:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "19b43fd1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2021.09.4\n"
]
}
],
"source": [
"# Import libraries\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem.Draw import rdMolDraw2D\n",
"from rdkit.Chem import rdDepictor\n",
"rdDepictor.SetPreferCoordGen(True)\n",
"from rdkit import rdBase\n",
"from io import BytesIO\n",
"try:\n",
" import Image\n",
"except ImportError:\n",
" from PIL import Image\n",
"import rdkit\n",
"\n",
"print(rdkit.__version__)"
]
},
{
"cell_type": "markdown",
"id": "8e519c10",
"metadata": {},
"source": [
"## Read in COCONUT DB (with sanitisation)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "332e7c72",
"metadata": {},
"outputs": [],
"source": [
"suppl = Chem.SmilesMolSupplier('COCONUT_DB_2022-03-16.smi', titleLine=False) #sanitize=True is default"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4b6f5039",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 407270 molecules in COCONUTDB.\n"
]
}
],
"source": [
"print('There are ', str(len(suppl)), ' molecules in COCONUTDB.')"
]
},
{
"cell_type": "markdown",
"id": "cbc52c7b",
"metadata": {},
"source": [
"### A note about molecular sanitisation in RDKit\n",
"\n",
"From https://www.rdkit.org/docs/RDKit_Book.html#molecular-sanitization:\n",
"\n",
"> \"The molecule parsing functions all, by default, perform a “sanitization” operation on the molecules read. The idea is to generate useful computed properties (like hybridization, ring membership, etc.) for the rest of the code and to ensure that the molecules are “reasonable”: that they can be represented with octet-complete Lewis dot structures.\"\n",
"\n",
"We will see why this is important as we try to work with `suppl`.\n"
]
},
{
"cell_type": "markdown",
"id": "2141b787",
"metadata": {},
"source": [
"### Get list of molecule 'names'\n",
"\n",
"In the .smi file, the 2nd column contains a unique COCONUT ID (CNPXXXXXXX) for every molecule. \n",
"\n",
"Let's treat them as molecule names and generate a list of them:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9688c140",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit ERROR: [09:44:56] Explicit valence for atom # 20 C, 6, is greater than permitted\n",
"[09:44:56] Explicit valence for atom # 20 C, 6, is greater than permitted\n",
"RDKit ERROR: [09:44:56] ERROR: Could not sanitize molecule on line 0\n",
"[09:44:56] ERROR: Could not sanitize molecule on line 0\n"
]
},
{
"ename": "AttributeError",
"evalue": "'NoneType' object has no attribute 'GetProp'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/ht/t9zmfzjd5yv9qthr72h8bwm83b97yj/T/ipykernel_26067/1399333904.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnames\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGetProp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_Name'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuppl\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/var/folders/ht/t9zmfzjd5yv9qthr72h8bwm83b97yj/T/ipykernel_26067/1399333904.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnames\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGetProp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_Name'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuppl\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'GetProp'"
]
}
],
"source": [
"names = [m.GetProp('_Name') for m in suppl] "
]
},
{
"cell_type": "markdown",
"id": "88b71e65",
"metadata": {},
"source": [
"Seems that some molecules could not be sanitised. Therefore, NoneType objects were generated.\n",
"\n",
"Let's get a list of their indices so that we can inspect them and eventually filter them out."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3aef9889",
"metadata": {},
"outputs": [],
"source": [
"rdBase.DisableLog('rdApp.error') #disable error messages, output too long\n",
"idx_to_rem = [x for x,y in enumerate(suppl) if y is None]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7d39f3e1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 351 molecules that could not be sanitized.\n"
]
}
],
"source": [
"print('There are ', str(len(idx_to_rem)), ' molecules that could not be sanitized.')"
]
},
{
"cell_type": "markdown",
"id": "c2cee5ad",
"metadata": {},
"source": [
"## Read in COCONUTDB (without sanitisation)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "efd86994",
"metadata": {},
"outputs": [],
"source": [
"suppl2 = Chem.SmilesMolSupplier('COCONUT_DB_2022-03-16.smi', titleLine=False, sanitize=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "d8caaf41",
"metadata": {},
"outputs": [],
"source": [
"names2 = [m.GetProp('_Name') for m in suppl2]"
]
},
{
"cell_type": "markdown",
"id": "5bcc6ec1",
"metadata": {},
"source": [
"No errors generated, meaning no NoneType objects generated if we toggle `sanitize=False`.\n",
"\n",
"Let's visualise some of the molecules that could not be sanitised."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7900b6b3",
"metadata": {},
"outputs": [],
"source": [
"mols = [suppl2[i] for i in idx_to_rem]\n",
"labels = [names2[i] for i in idx_to_rem]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "2e650cc8",
"metadata": {},
"outputs": [],
"source": [
"def DrawMolsZoomed(mols, legends, molsPerRow=5, subImgSize=(300, 300)):#, leg):\n",
" \"\"\"Function to draw rows of zoomed molecules. Credit Rocco Moretti.\"\"\"\n",
" nRows = len(mols) // molsPerRow\n",
" if len(mols) % molsPerRow: nRows += 1\n",
" fullSize = (molsPerRow * subImgSize[0], nRows * subImgSize[1])\n",
" full_image = Image.new('RGB', fullSize )\n",
" for ii, mol in enumerate(mols):\n",
" if mol.GetNumConformers() == 0:\n",
" AllChem.Compute2DCoords(mol)\n",
" le = legends[ii]\n",
" column = ii % molsPerRow\n",
" row = ii // molsPerRow\n",
" offset = ( column*subImgSize[0], row * subImgSize[1] )\n",
" #rdDepictor.SetPreferCoordGen(True)\n",
" d2d = rdMolDraw2D.MolDraw2DCairo(subImgSize[0], subImgSize[1])\n",
" d2d.DrawMolecule(mol,legend=le)\n",
" d2d.FinishDrawing()\n",
" sub = Image.open(BytesIO(d2d.GetDrawingText()))\n",
" full_image.paste(sub,box=offset)\n",
" return full_image"
]
},
{
"cell_type": "markdown",
"id": "c367ed97",
"metadata": {},
"source": [
"### Molecules from COCONUTDB that could not be sanitised in RDKit\n",
"\n",
"Showing first 10 of 351 here:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a76354d2",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=1500x600 at 0x110CF1370>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMolsZoomed(mols[:10], legends=labels[:10])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "adb36907",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:my-rdkit-env] *",
"language": "python",
"name": "conda-env-my-rdkit-env-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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