PDBChlorine

PDBChlorine.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "import nglview as nv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "pdb_block = \"\"\"\\\n",
    "HETATM 2398  CAO IRE A2020     -45.304  -2.997 -16.897  1.00122.10           C\n",
    "HETATM 2399  CAL IRE A2020     -43.827  -3.493 -16.996  1.00123.10           C\n",
    "HETATM 2400  OAU IRE A2020     -43.220  -3.247 -18.306  1.00123.30           O\n",
    "HETATM 2401  CAM IRE A2020     -43.994  -3.906 -19.350  1.00123.20           C\n",
    "HETATM 2402  CAP IRE A2020     -45.496  -3.489 -19.358  1.00122.60           C\n",
    "HETATM 2403  NBE IRE A2020     -46.161  -3.498 -18.011  1.00121.30           N\n",
    "HETATM 2404  CAN IRE A2020     -47.407  -2.673 -18.034  1.00118.20           C\n",
    "HETATM 2405  CAJ IRE A2020     -48.605  -3.375 -18.872  1.00114.10           C\n",
    "HETATM 2406  CAK IRE A2020     -49.337  -2.173 -19.937  1.00110.10           C\n",
    "HETATM 2407  OAV IRE A2020     -50.011  -1.115 -19.052  1.00105.90           O\n",
    "HETATM 2408  CBA IRE A2020     -51.059  -0.411 -19.607  1.00102.30           C\n",
    "HETATM 2409  CAZ IRE A2020     -51.851   0.322 -18.738  1.00101.30           C\n",
    "HETATM 2410  CAH IRE A2020     -52.942   1.052 -19.210  1.00 99.93           C\n",
    "HETATM 2411  OAT IRE A2020     -51.528   0.289 -17.416  1.00101.80           O\n",
    "HETATM 2412  CAA IRE A2020     -51.880   1.501 -16.695  1.00102.70           C\n",
    "HETATM 2413  CAI IRE A2020     -51.372  -0.409 -20.968  1.00100.70           C\n",
    "HETATM 2414   C5 IRE A2020     -52.464   0.324 -21.452  1.00 99.50           C\n",
    "HETATM 2415   C4 IRE A2020     -53.245   1.057 -20.563  1.00 99.11           C\n",
    "HETATM 2416   N3 IRE A2020     -54.287   1.766 -21.024  1.00 98.34           N\n",
    "HETATM 2417   C2 IRE A2020     -54.585   1.767 -22.319  1.00 98.52           C\n",
    "HETATM 2418   N1 IRE A2020     -53.869   1.082 -23.206  1.00 98.52           N\n",
    "HETATM 2419   C6 IRE A2020     -52.803   0.352 -22.818  1.00 99.29           C\n",
    "HETATM 2420  NAS IRE A2020     -52.074  -0.355 -23.704  1.00 99.56           N\n",
    "HETATM 2421  CAY IRE A2020     -52.184  -0.387 -25.047  1.00 99.25           C\n",
    "HETATM 2422  CAG IRE A2020     -52.170   0.790 -25.800  1.00 99.16           C\n",
    "HETATM 2423  CAX IRE A2020     -52.260   0.730 -27.191  1.00 98.92           C\n",
    "HETATM 2424   CL IRE A2020     -52.264   2.208 -28.134  1.00101.50          CL\n",
    "HETATM 2425  CAW IRE A2020     -52.359  -0.499 -27.837  1.00 97.96           C\n",
    "HETATM 2426  FAB IRE A2020     -52.448  -0.520 -29.177  1.00 95.82           F\n",
    "HETATM 2427  CAD IRE A2020     -52.366  -1.685 -27.098  1.00 98.17           C\n",
    "HETATM 2428  CAE IRE A2020     -52.270  -1.627 -25.705  1.00 98.98           C\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "ire_pdb = Chem.MolFromPDBBlock(pdb_block)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "ire_smi = \"COc1cc2c(cc1OCCCN3CCOCC3)/C(=N/c4ccc(c(c4)Cl)F)/N=CN2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "ire_smi = Chem.MolFromSmiles(ire_smi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "ire_pdb = Chem.AddHs(AllChem.AssignBondOrdersFromTemplate(ire_smi, ire_pdb), addCoords=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "view1 = nv.NGLWidget()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a1abd3664f3e4251bed2b48a11289e28",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "NGLWidget()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "view1.add_structure(nv.RdkitStructure(ire_pdb))\n",
    "view1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.6.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}