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@adelenelai
Created April 20, 2022 05:13
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{
"cells": [
{
"cell_type": "markdown",
"id": "f214cd96",
"metadata": {},
"source": [
"## Gist 3 of 3 - Sugarfree NPs\n",
"\n",
"\n",
"https://adelenel.ai/sugarfreecoconut\n",
"\n",
"20/04/2022"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "45895cf6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022.03.1\n"
]
}
],
"source": [
"from pymongo import MongoClient\n",
"import pandas as pd\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem.Draw import rdMolDraw2D\n",
"from rdkit.Chem import Draw\n",
"from io import BytesIO\n",
"from rdkit.Chem.Draw import IPythonConsole\n",
"from rdkit.Chem import rdDepictor\n",
"rdDepictor.SetPreferCoordGen(True)\n",
"try:\n",
" import Image\n",
"except ImportError:\n",
" from PIL import Image\n",
"import rdkit\n",
"print(rdkit.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e82a3ecc",
"metadata": {},
"outputs": [],
"source": [
"client = MongoClient('localhost',27017)\n",
"db = client.COCONUT_2021_11"
]
},
{
"cell_type": "markdown",
"id": "c7917972",
"metadata": {},
"source": [
"## Find all NPs containing sugars"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d7f9982b",
"metadata": {},
"outputs": [],
"source": [
"cursor = db.uniqueNaturalProduct.find({\"contains_sugar\" : {'$eq' : 1}},{'contains_sugar':1, 'coconut_id':1, 'unique_smiles':1,\n",
" 'sugar_free_smiles':1,'_id':0})\n",
"df = pd.DataFrame(list(cursor))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6824011f",
"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>coconut_id</th>\n",
" <th>contains_sugar</th>\n",
" <th>unique_smiles</th>\n",
" <th>sugar_free_smiles</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>CNP0125332</td>\n",
" <td>1</td>\n",
" <td>O=P(O)(O)OCC1OC(OP(=O)(O)O)C(O)C1O</td>\n",
" <td>O=P(O)(O)OC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>CNP0151033</td>\n",
" <td>1</td>\n",
" <td>O=C(OC1C(OCC2=COC(OC(=O)CC(C)C)C3C2CC(O)C3(O)C...</td>\n",
" <td>O=C(OCC1(O)C(O)CC2C(=COC(OC(=O)CC(C)C)C21)CO)C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>CNP0436862</td>\n",
" <td>1</td>\n",
" <td>O=C1C=2C=C(OC)C=C(OC3OC(CO)C(O)(CCC=4C=C(N)NCC...</td>\n",
" <td>O=C1C=2C=C(OC)C=C(O)C2C(=O)C=3C(O)=C(C(=CC13)C...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>CNP0407970</td>\n",
" <td>1</td>\n",
" <td>O=C(OC)C1=COC(OC2OC(CO)C(O)C(O)C2O)C(=CC)C1CC(...</td>\n",
" <td>O=C(OC)C1=COC(O)C(=CC)C1CC(=O)OC2=CC=C(C=C2)CCO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>CNP0436872</td>\n",
" <td>1</td>\n",
" <td>O=C(C)C1(C)CCC2(C(=O)C3(CCC12C)C(O)CC4C(C)(C)C...</td>\n",
" <td>O=C(C)C1(C)CCC2(C(=O)C3(CCC12C)C(O)CC4C(C)(C)C...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" coconut_id contains_sugar \\\n",
"0 CNP0125332 1 \n",
"1 CNP0151033 1 \n",
"2 CNP0436862 1 \n",
"3 CNP0407970 1 \n",
"4 CNP0436872 1 \n",
"\n",
" unique_smiles \\\n",
"0 O=P(O)(O)OCC1OC(OP(=O)(O)O)C(O)C1O \n",
"1 O=C(OC1C(OCC2=COC(OC(=O)CC(C)C)C3C2CC(O)C3(O)C... \n",
"2 O=C1C=2C=C(OC)C=C(OC3OC(CO)C(O)(CCC=4C=C(N)NCC... \n",
"3 O=C(OC)C1=COC(OC2OC(CO)C(O)C(O)C2O)C(=CC)C1CC(... \n",
"4 O=C(C)C1(C)CCC2(C(=O)C3(CCC12C)C(O)CC4C(C)(C)C... \n",
"\n",
" sugar_free_smiles \n",
"0 O=P(O)(O)OC \n",
"1 O=C(OCC1(O)C(O)CC2C(=COC(OC(=O)CC(C)C)C21)CO)C \n",
"2 O=C1C=2C=C(OC)C=C(O)C2C(=O)C=3C(O)=C(C(=CC13)C... \n",
"3 O=C(OC)C1=COC(O)C(=CC)C1CC(=O)OC2=CC=C(C=C2)CCO \n",
"4 O=C(C)C1(C)CCC2(C(=O)C3(CCC12C)C(O)CC4C(C)(C)C... "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2ab2df7d",
"metadata": {},
"outputs": [],
"source": [
"#run this to download as CSV\n",
"#df.to_csv('sweet_coconut.csv',index=False)"
]
},
{
"cell_type": "markdown",
"id": "613104b8",
"metadata": {},
"source": [
"### Examples of deglycosylation"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "44081415",
"metadata": {},
"outputs": [],
"source": [
"ids = [str(i) for i in df.coconut_id[:4]]\n",
"leg = [x for xs in zip(ids, ids) for x in xs]\n",
"nps = df.unique_smiles[:4]\n",
"sfnps = df.sugar_free_smiles[:4]\n",
"smi = [x for xs in zip(nps, sfnps) for x in xs]\n",
"mols = [Chem.MolFromSmiles(s) for s in smi]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2c90974f",
"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": "code",
"execution_count": 8,
"id": "b7198a93",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=600x1200>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMolsZoomed(mols,legends=leg, molsPerRow=2)"
]
},
{
"cell_type": "markdown",
"id": "4ae50f96",
"metadata": {},
"source": [
"## Other sugar-related metadata we can query:\n",
"\n",
"* contains_ring_sugars\n",
"* contains_linear_sugars\n",
"* fragments_with_sugar"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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