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@yamasakih
Created November 6, 2018 23:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2018.09.1\n",
"sys.version_info(major=3, minor=6, micro=5, releaselevel='final', serial=0)\n"
]
}
],
"source": [
"import sys\n",
"\n",
"from rdkit import rdBase\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem, DataStructs\n",
"from rdkit.Chem.Draw import DrawMorganBit, DrawMorganBits, IPythonConsole\n",
"\n",
"\n",
"print(rdBase.rdkitVersion)\n",
"print(sys.version_info)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def mol_with_atom_index(mol):\n",
" atoms = mol.GetNumAtoms()\n",
" for idx in range( atoms ):\n",
" mol.GetAtomWithIdx(idx).SetProp(\n",
" 'molAtomMapNumber', str(mol.GetAtomWithIdx(idx).GetIdx()))\n",
" return mol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Make Aspirin Mol object From SMILES"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x106c1cc10>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aspirin = 'CC(=O)Oc1ccccc1C(=O)O'\n",
"mol = Chem.MolFromSmiles(aspirin)\n",
"mol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw Aspirin with atom index"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x106c1cc10>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mol_with_atom_index(mol)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get ECFP2 and FCFP2 bit information"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_bit_info = {}\n",
"_ = AllChem.GetMorganFingerprint(mol, radius=1, bitInfo=ECFP2_bit_info, useFeatures=False)\n",
"FCFP2_bit_info = {}\n",
"_ = AllChem.GetMorganFingerprint(mol, radius=1, bitInfo=FCFP2_bit_info, useFeatures=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{98513984: ((6, 1), (7, 1)),\n",
" 864662311: ((12, 0),),\n",
" 864674487: ((3, 0),),\n",
" 864942730: ((2, 0), (11, 0)),\n",
" 951226070: ((5, 1), (8, 1)),\n",
" 1135286194: ((4, 1),),\n",
" 1510328189: ((2, 1), (11, 1)),\n",
" 1533864325: ((12, 1),),\n",
" 2077658817: ((3, 1),),\n",
" 2246699815: ((1, 0), (10, 0)),\n",
" 2246728737: ((0, 0),),\n",
" 2309124039: ((9, 1),),\n",
" 2664995851: ((1, 1),),\n",
" 2784506312: ((10, 1),),\n",
" 3217380708: ((4, 0), (9, 0)),\n",
" 3218693969: ((5, 0), (6, 0), (7, 0), (8, 0)),\n",
" 3545365497: ((0, 1),)}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ECFP2_bit_info"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: ((0, 0), (1, 0)),\n",
" 1: ((12, 0),),\n",
" 2: ((2, 0), (3, 0), (11, 0)),\n",
" 4: ((4, 0), (5, 0), (6, 0), (7, 0), (8, 0), (9, 0)),\n",
" 32: ((10, 0),),\n",
" 605972801: ((10, 1),),\n",
" 614173298: ((1, 1),),\n",
" 728497630: ((9, 1),),\n",
" 728943675: ((4, 1),),\n",
" 3205495832: ((11, 1),),\n",
" 3205495869: ((0, 1),),\n",
" 3205496734: ((12, 1),),\n",
" 3205496824: ((2, 1),),\n",
" 3764344801: ((5, 1), (6, 1), (7, 1), (8, 1)),\n",
" 3768571846: ((3, 1),)}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FCFP2_bit_info"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_tuples = [(mol, bit, ECFP2_bit_info) for bit in list(ECFP2_bit_info.keys())]\n",
"FCFP2_tuples = [(mol, bit, FCFP2_bit_info) for bit in list(FCFP2_bit_info.keys())]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw ECFP2"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x600 at 0x106C3C518>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(ECFP2_tuples, molsPerRow=5, legends=list(map(str, list(ECFP2_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw FCFP2"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x450 at 0x1071A0390>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(FCFP2_tuples, molsPerRow=5, legends=list(map(str, list(FCFP2_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Change drawn example by using which_example argument"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1037A6F60>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=0)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0080>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A01D0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A02B0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=3)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0278>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=4)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0518>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get **8 bit** ECFP2 bit information to show bit collision"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_8_bit_info = {}\n",
"_ = AllChem.GetMorganFingerprintAsBitVect(mol, radius=1, nBits=8, bitInfo=ECFP2_8_bit_info)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: ((6, 1), (7, 1), (10, 1)),\n",
" 1: ((0, 0), (5, 0), (6, 0), (7, 0), (8, 0), (0, 1), (3, 1)),\n",
" 2: ((2, 0), (11, 0), (4, 1)),\n",
" 3: ((1, 1),),\n",
" 4: ((4, 0), (9, 0)),\n",
" 5: ((2, 1), (11, 1), (12, 1)),\n",
" 6: ((5, 1), (8, 1)),\n",
" 7: ((1, 0), (3, 0), (10, 0), (12, 0), (9, 1))}"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ECFP2_8_bit_info"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw features at position 1"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0CC0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0C18>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0B70>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=2)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A09E8>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=3)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0860>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=4)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0E80>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=5)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x1071A0780>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EOF "
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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