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@rkakamilan
Created December 13, 2019 19:11
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>.container { width:90% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2019.03.4\n"
]
}
],
"source": [
"import base64\n",
"from io import BytesIO\n",
"import warnings\n",
"warnings.filterwarnings(action='ignore')\n",
"\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"<style>.container { width:90% !important; }</style>\"))\n",
"from matplotlib import cm\n",
"import matplotlib.gridspec as gridspec\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import rdkit\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem, Draw, rdBase, rdCoordGen, rdDepictor\n",
"from rdkit.Chem.Draw import IPythonConsole, rdMolDraw2D, SimilarityMaps\n",
"from rdkit.ML.Descriptors import MoleculeDescriptors\n",
"print(rdBase.rdkitVersion)\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"sns.set_style(\"whitegrid\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Function Settings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# from chainer-chemistry's visualizer_utils.py\n",
"def red_blue_cmap(x):\n",
" \"\"\"Red to Blue color map\n",
" Args:\n",
" x (float): value between -1 ~ 1, represents normalized saliency score\n",
" Returns (tuple): tuple of 3 float values representing R, G, B.\n",
" \"\"\"\n",
" if x > 0:\n",
" # Red for positive value\n",
" # x=0 -> 1, 1, 1 (white)\n",
" # x=1 -> 1, 0, 0 (red)\n",
" return 1.0, 1.0 - x, 1.0 - x\n",
" else:\n",
" # Blue for negative value\n",
" x *= -1\n",
" return 1.0 - x, 1.0 - x, 1.0\n",
"\n",
"def is_visible(begin, end):\n",
" if begin <= 0 or end <= 0:\n",
" return 0\n",
" elif begin >= 1 or end >= 1:\n",
" return 1\n",
" else:\n",
" return (begin + end) * 0.5\n",
" \n",
"def color_bond(bond, saliency, color_fn):\n",
" begin = saliency[bond.GetBeginAtomIdx()]\n",
" end = saliency[bond.GetEndAtomIdx()]\n",
" return color_fn(is_visible(begin, end))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def calc_crippen_weight(mol):\n",
" contribs = Chem.rdMolDescriptors._CalcCrippenContribs(mol)\n",
" weights = [x for x,y in contribs]\n",
" return weights"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def calc_tpsa_weight(mol):\n",
" weights = Chem.rdMolDescriptors._CalcTPSAContribs(mol)\n",
" return weights"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def calc_gcharge_weight(mol):\n",
" AllChem.ComputeGasteigerCharges(mol)\n",
" weights = [float(mol.GetAtomWithIdx(i).GetProp('_GasteigerCharge')) for i in range(mol.GetNumAtoms())]\n",
" return weights"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def moltopng(mol, atom_colors, bond_colors, molSize=(450,150),kekulize=True):\n",
" mc = Chem.Mol(mol.ToBinary())\n",
" if kekulize:\n",
" try:\n",
" Chem.Kekulize(mc)\n",
" except:\n",
" mc = Chem.Mol(mol.ToBinary())\n",
" if not mc.GetNumConformers():\n",
" rdDepictor.Compute2DCoords(mc)\n",
" drawer = rdMolDraw2D.MolDraw2DCairo(molSize[0],molSize[1])\n",
" drawer.drawOptions().useBWAtomPalette()\n",
" drawer.drawOptions().padding = .2\n",
" drawer.DrawMolecule(\n",
" mc,\n",
" highlightAtoms=[i for i in range(len(atom_colors))], \n",
" highlightAtomColors=atom_colors, \n",
" highlightBonds=[i for i in range(len(bond_colors))],\n",
" highlightBondColors=bond_colors,\n",
" highlightAtomRadii={i: .5 for i in range(len(atom_colors))}\n",
" )\n",
" drawer.FinishDrawing()\n",
" return drawer.GetDrawingText()\n",
"\n",
"def label_cat(label):\n",
" return '$+$' if bool(label!=0) else '$\\cdot$'"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# https://iwatobipen.wordpress.com/2017/02/25/draw-molecule-with-atom-index-in-rdkit/\n",
"def mol_with_atom_index(mol):\n",
" import copy\n",
" atoms = mol.GetNumAtoms()\n",
" molwithidx = copy.deepcopy(mol)\n",
" for idx in range( atoms ):\n",
" molwithidx.GetAtomWithIdx( idx ).SetProp( 'molAtomMapNumber', str( molwithidx.GetAtomWithIdx( idx ).GetIdx() ) )\n",
" return molwithidx"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def draw_mols_with_idx(mol, atom_colors, bond_colors):\n",
" images = []\n",
" _img = moltopng(mol, atom_colors, bond_colors, molSize=(720, 480))\n",
" output = BytesIO()\n",
" output.write(_img)\n",
" encoded_string = base64.b64encode(output.getvalue()).decode()\n",
" images.append(f\"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,{encoded_string}' />\")\n",
" _img = moltopng(mol_with_atom_index(mol), {}, {}, molSize=(720, 470))\n",
" output = BytesIO()\n",
" output.write(_img)\n",
" encoded_string = base64.b64encode(output.getvalue()).decode()\n",
" images.append(f\"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,{encoded_string}' />\")\n",
"\n",
" images = ''.join(images)\n",
" display(HTML(images))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def plot_explainable_images(mol: rdkit.Chem.Mol, weight_fn, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br']):\n",
" symbols = [f'{mol.GetAtomWithIdx(i).GetSymbol()}_{i}' for i in range(mol.GetNumAtoms())]\n",
" df = pd.DataFrame(columns=atoms)\n",
" contribs = weight_fn(mol)\n",
" num_atoms = mol.GetNumAtoms()\n",
" arr = np.zeros((num_atoms, len(atoms)))\n",
" for i in range(mol.GetNumAtoms()):\n",
" _a = mol.GetAtomWithIdx(i).GetSymbol()\n",
" arr[i,atoms.index(_a)] = contribs[i]\n",
" df = pd.DataFrame(arr, index=symbols, columns=atoms)\n",
" weights, vmax = SimilarityMaps.GetStandardizedWeights(contribs)\n",
" vmin = -vmax\n",
" atom_colors = {i: red_blue_cmap(e) for i, e in enumerate(weights)}\n",
" bondlist = [bond.GetIdx() for bond in mol.GetBonds()]\n",
" bond_colors = {i: color_bond(bond, weights, red_blue_cmap) for i, bond in enumerate(mol.GetBonds())}\n",
"\n",
" draw_mols_with_idx(mol, atom_colors, bond_colors)\n",
" \n",
" fig = plt.figure(figsize=(18, 9))\n",
" grid = plt.GridSpec(15, 10)\n",
" ax = fig.add_subplot(grid[1:, -1])\n",
" ax.barh(range(mol.GetNumAtoms()), np.maximum(0, df.values).sum(axis=1), color='C3')\n",
" ax.barh(range(mol.GetNumAtoms()), np.minimum(0, df.values).sum(axis=1), color='C0')\n",
" ax.set_yticks(range(mol.GetNumAtoms()))\n",
" ax.set_ylim(-.5, mol.GetNumAtoms()-.5)\n",
" ax.axvline(0, color='k', linestyle='-', linewidth=.5)\n",
" ax.spines['top'].set_visible(False)\n",
" ax.spines['right'].set_visible(False)\n",
" ax.spines['left'].set_visible(False)\n",
" ax.tick_params(axis='both', which='both', left=False, labelleft=False)\n",
"\n",
" ax = fig.add_subplot(grid[1:, :-1], sharey=ax)\n",
" im = ax.imshow(df.values, cmap='bwr', vmin=vmin, vmax=vmax, aspect='auto')\n",
" ax.set_yticks(range(mol.GetNumAtoms()))\n",
" ax.set_ylim(mol.GetNumAtoms() -.5, -.5)\n",
" symbols= {i: f'${mol.GetAtomWithIdx(i).GetSymbol()}_{{{i}}}$' for i in range(mol.GetNumAtoms())}\n",
" ax.set_yticklabels(symbols.values())\n",
" ax.set_xticks(range(len(atoms)))\n",
"\n",
" ax.set_xlim(-.5, len(atoms) -.5)\n",
" ax.set_xticklabels(atoms, rotation=90)\n",
" ax.set_ylabel('Node')\n",
"\n",
" for (j,i),label in np.ndenumerate(df.values):\n",
" ax.text(i,j, label_cat(label) ,ha='center',va='center')\n",
" ax.tick_params(axis='both', which='both', bottom=True, labelbottom=True, top=False, labeltop=False)\n",
" ax.grid(b=None)\n",
"\n",
"\n",
" ax = fig.add_subplot(grid[0, :-1])\n",
" fig.colorbar(mappable=im, cax=ax, orientation='horizontal')\n",
" ax.tick_params(axis='both', which='both', bottom=False, labelbottom=False, top=True, labeltop=True)\n",
"\n",
" display(fig)\n",
" plt.close(fig)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Experiments"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x7f51aa1ef6c0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mol = Chem.MolFromSmiles('COc1cccc2cc(C(=O)NCCCCN3CCN(c4cccc5nccnc54)CC3)oc21')\n",
"mol"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 180x180 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# https://www.rdkit.org/docs/GettingStartedInPython.html#visualization-of-descriptors\n",
"fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_crippen_weight(mol), colorMap='jet', contourLines=10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' 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' 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' 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],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
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"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 1296x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_explainable_images(mol, weight_fn=calc_crippen_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 180x180 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_tpsa_weight(mol), colorMap='jet', contourLines=10)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' 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' 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' 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],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
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"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 1296x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_explainable_images(mol, weight_fn=calc_tpsa_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Hello, I want to know how to add a box (axis) for the figure generated by SimilarityMaps?
image
(like this one)

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