iwatobipen/rdkit_contrib_freewilson.ipynb

## rdkit_contrib_freewilson.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "discrete-dominant",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import csv\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import RDConfig\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem import Draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "alert-rescue",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021.09.11\n"
     ]
    }
   ],
   "source": [
    "print(Chem.rdBase.rdkitVersion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "manufactured-nevada",
   "metadata": {},
   "outputs": [],
   "source": [
    "fwpath = os.path.join(RDConfig.RDContribDir, 'FreeWilson')\n",
    "datapath = os.path.join(fwpath, 'data')\n",
    "sys.path.append(fwpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "arctic-cartridge",
   "metadata": {},
   "outputs": [],
   "source": [
    "smifile = os.path.join(datapath, \"CHEMBL2321810.smi\")\n",
    "scaffoldfile = os.path.join(datapath, \"CHEMBL2321810_scaffold.mol\")\n",
    "csvfile = os.path.join(datapath, \"CHEMBL2321810_act.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "forced-dividend",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1017\n"
     ]
    }
   ],
   "source": [
    "mols = []\n",
    "for line in open(smifile):\n",
    "    smiles, name = line.strip().split()\n",
    "    m = Chem.MolFromSmiles(smiles)\n",
    "    m.SetProp(\"_Name\", name)\n",
    "    Draw.rdDepictor.Compute2DCoords(m)\n",
    "    mols.append(m)\n",
    "print(len(mols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "united-crazy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(mols[:10], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "accurate-heaven",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f189412fda0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaffold = Chem.MolFromMolFile(scaffoldfile)\n",
    "scaffold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "through-pasta",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {k:float(v) for k,v in list(csv.reader(open(csvfile)))[1:]}\n",
    "scores = [data[m.GetProp(\"_Name\")] for m in mols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "expensive-shanghai",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5.48, 5.48, 5.5, 5.5, 5.5, 5.51, 5.51, 5.51, 5.51, 5.51]\n"
     ]
    }
   ],
   "source": [
    "print(scores[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "romantic-miami",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "0it [00:00, ?it/s]RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "159it [00:00, 1588.98it/s]RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "325it [00:00, 1629.85it/s]RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
      "RDKit DEBUG: [20:24:50] No core matches\n",
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      "503it [00:00, 1697.94it/s]RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "695it [00:00, 1784.21it/s]RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
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      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "907it [00:00, 1903.96it/s]RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "RDKit DEBUG: [20:24:51] No core matches\n",
      "1017it [00:00, 1756.09it/s]\n",
      "RDKit INFO: [20:24:51] GA RNG seed 5489\n",
      "RDKit WARNING: [20:24:51] WARNING: not removing hydrogen atom with dummy atom neighbors\n"
     ]
    }
   ],
   "source": [
    "from freewilson import FWDecompose, FWBuild, predictions_to_csv\n",
    "decomp = FWDecompose(scaffold, mols, scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "tribal-cooperation",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training R^2 is 0.81\n"
     ]
    }
   ],
   "source": [
    "print(f\"Training R^2 is {decomp.r2:0.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "spectacular-pressing",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 64970/64970 [00:41<00:00, 1563.33it/s]\n"
     ]
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "pred_mols = []\n",
    "pred_vals = []\n",
    "for pred in FWBuild(decomp):\n",
    "    m = Chem.MolFromSmiles(pred.smiles)\n",
    "    pred_v = pred.prediction\n",
    "    pred_vals.append(pred_v)\n",
    "    pred_mols.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "disabled-luther",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(pred_mols[:10],\n",
    "                     legends=[f\"{v:.2f}\" for v in pred_vals][:10], \n",
    "                    molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "mental-debut",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Core', 'R1', 'R10', 'R3']\n"
     ]
    }
   ],
   "source": [
    "print(list(decomp.rgroups.keys()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "extraordinary-columbia",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f18681c0b20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Chem.MolFromSmiles(decomp.rgroups['Core'][0].smiles))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "isolated-inspiration",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([Chem.MolFromSmiles(data.smiles) for data in decomp.rgroups['R1']][:10], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "stretch-croatia",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([Chem.MolFromSmiles(data.smiles) for data in decomp.rgroups['R3']][:10], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "liable-lightweight",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "RDKit WARNING: [20:33:12] WARNING: not removing hydrogen atom with dummy atom neighbors\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([Chem.MolFromSmiles(data.smiles) for data in decomp.rgroups['R10']][:10], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "competitive-excerpt",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}