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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1.BRICSを用いて分子のフラグメント化を試みる"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### setオブジェクトから取り出す順番を再現性のあるものにするため、random.seed(1)を今回は使っている"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017.03.3\n"
]
}
],
"source": [
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem import BRICS\n",
"from rdkit.Chem import rdMolDescriptors\n",
"from rdkit.Chem import Draw\n",
"from rdkit import rdBase\n",
"import copy\n",
"import random\n",
"random.seed(1)\n",
"print(rdBase.rdkitVersion)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### 分子の作成"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"mol = Chem.MolFromSmiles('O=c1nc([nH]c2NCC(Nc12)CN(c1ccc(cc1)C(=O)NC(CCC(=O)O)C(=O)O)C=O)N')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### 1.1BRICSDecomposeメソッドでフラグメント化を行う。返り値は文字列のsmilesキーを含むsetオブジェクト。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'[1*]C([6*])=O',\n",
" '[13*]C1CNc2[nH]c(N)nc(=O)c2N1',\n",
" '[16*]c1ccc([16*])cc1',\n",
" '[4*]C(CCC(=O)O)C(=O)O',\n",
" '[4*]C[8*]',\n",
" '[5*]N([5*])C=O',\n",
" '[5*]N[5*]'}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fragments = BRICS.BRICSDecompose(mol)\n",
"fragments"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### setオブジェクトはiteratorで取り出せる"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4*]C(CCC(=O)O)C(=O)O\n",
"[1*]C([6*])=O\n",
"[5*]N([5*])C=O\n",
"[13*]C1CNc2[nH]c(N)nc(=O)c2N1\n",
"[5*]N[5*]\n",
"[16*]c1ccc([16*])cc1\n",
"[4*]C[8*]\n"
]
}
],
"source": [
"for fragment in fragments:\n",
" print(fragment)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### setオブジェクトからフラグメントを取り出して画像にしてみる。"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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ZM4aIiAg6duxIbGwsgwYNSp/Y0Gny54eRI81T4IGBEB9v9k6uWROc2A/lXrdp0ybAHJ3M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\nERERyyiAiIiIiIiIZf4fsuc6Y34Hp6oAAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=800x400 at 0x2B78C42BA6A0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mols = [Chem.MolFromSmiles(smiles) for smiles in fragments]\n",
"Draw.MolsToGridImage(mols, molsPerRow=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### 1.2 RECAPの時に作った関数で同じようにアスタリスクを水素にできるか調べる。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*\n",
"C\n",
"C\n",
"C\n",
"C\n",
"O\n",
"O\n",
"C\n",
"O\n",
"O\n"
]
}
],
"source": [
"mol = mols[0]\n",
"for atom in mol.GetAtoms():\n",
" print(atom.GetSymbol())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def replace_asterisk_to_hydrogen(mol):\n",
" atoms = mol.GetAtoms()\n",
" for atom in atoms:\n",
" if atom.GetAtomicNum() == 0:\n",
" atom.SetAtomicNum(1)\n",
" Chem.SanitizeMol(mol)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['[*]C(CCC(=O)O)C(=O)O', '[H]C(CCC(=O)O)C(=O)O']\n"
]
},
{
"data": {
"image/png": 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N0Lnz3Y/ZtAl46SUgIwNwdQViYoBZswB7e/PXWw87duzAsmXLMHDgQLRq1QpT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\nRKQyBiwiIiIilf0/S85/Y0ujz+wAAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=600x200 at 0x2B78E13E20F0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"copy_mol = copy.deepcopy(mol)\n",
"replace_asterisk_to_hydrogen(copy_mol)\n",
"print([Chem.MolToSmiles(mol) for mol in [mol, copy_mol]])\n",
"Draw.MolsToGridImage([mol, copy_mol], legends=['before', 'after'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### BRICSで切断したものでも問題なくアスタリスクを水素に置換できた。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"##### 2.BRICS.BRICSBuildメソッドを実行するとフラグメントを結合ルールにのっとて結合し新しい化合物を作ってくれる。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<rdkit.Chem.rdchem.Mol at 0x2b78e13da7c0>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13dad40>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13daa28>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13daad8>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13da978>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13da9d0>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13daef8>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13da138>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13dab30>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13dad98>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13da8c8>,\n",
" <rdkit.Chem.rdchem.Mol at 0x2b78e13dadf0>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ms_out = BRICS.BRICSBuild([Chem.MolFromSmiles(smi) for smi in fragments])\n",
"new_mols = list(ms_out)\n",
"new_mols[:12]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### 今回は1化合物からしかフラグメントを作ってないので、元の化合物が再現されたりするだけである。一部だけ図にしてみる。"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Fi4B//7V1L0Q2V6NGDQCQACSLealWQOLi4mAwGODs7GzRA/wsFYCk7v+jR48scg2re7yi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\n5rVhJ4W1vNoBSCpxcXHYuHEjFi9ejD/++AMxMTEwGAzw8vJCZGSkrbt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bU9Bcbc8ufPTwcHB+r1eotunLcGSxwyp54H1qFDB7Pt3bh48aKWsWFOR48eTXOIsV6vZ+PGjfn1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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=800x600 at 0x2B78E13D7E48>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage(new_mols[:12], molsPerRow=4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"### 以上。"
]
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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