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@adelenelai
Created November 9, 2020 09:37
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DrawMolsZoomed in rdkit
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import rdkit.Chem as Chem\n",
"from rdkit.Chem import AllChem \n",
"import rdkit.Chem.Draw as Draw"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"##from https://sourceforge.net/p/rdkit/mailman/rdkit-discuss/thread/CAHGTkV8sdfb4Q7FLn9C5MTwrqiJjHtnXK%2Bmz2SY3_4j2eAtevQ%40mail.gmail.com/#msg36477772\n",
"from rdkit.Chem.Draw import rdMolDraw2D\n",
"try:\n",
" import Image\n",
"except ImportError:\n",
" from PIL import Image\n",
"from io import BytesIO\n",
"\n",
"def DrawMolsZoomed(mols, legends, molsPerRow=3, subImgSize=(300, 300)):#, leg): #https://www.rdkit.org/docs/source/rdkit.Chem.Draw.rdMolDraw2D.html#rdkit.Chem.Draw.rdMolDraw2D.MolDraw2D\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('RGBA', 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",
" 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": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"smi = [\"OC=1C=C(O)C2=C(OC(C3=CC=C(O)C(OC4OC(CO)C(O)C(O)C4O)=C3)C(O)C2)C1\",\n",
" \"O=C(OC(C)CC=1C(OC)=C(O)C=2C(=O)C=C(OC)C3=C4C(OC)=CC(=O)C5=C(O)C(OC)=C(C(=C54)C1C23)CC(O)C)C=6C=CC=CC6\",\n",
" \"OC=1C=C(O)C=C(C1)C=2OC=3C=CC=CC3C2\"]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"mol = [Chem.MolFromSmiles(s) for s in smi]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x200 at 0x116B50F90>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage(mol)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=900x300 at 0x1170C6510>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMolsZoomed(mol,legends=[\"CNP0385458\",\"CNP0320385\",\"CNP0192622\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "rdkit-kernel",
"language": "python",
"name": "my-rdkit-env"
},
"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
}
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