{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "IPythonConsole.use_SVG = True\n",
    "\n",
    "from rdkit.Chem import rdmolops\n",
    "\n",
    "import py3Dmol\n",
    "from ipywidgets import interact, interactive, fixed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get the entire pdb structure as an rdkit molecule\n",
    "mol = Chem.MolFromPDBFile('/Users/curt/Downloads/1yat.pdb')\n",
    "\n",
    "# split the \"molecule\" into fragments by covalent connectivity\n",
    "frags = rdmolops.GetMolFrags(mol, asMols=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DlSpVsLOzS2r3rEsXElxcsLGxYc2aNdjY2LzWV5MmTbh26hSjHj9mNvDXiBG0L16cTbdv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AhLliwhT548TBkxgnPPPjvYVgAHDiRSIntWPsrIYBtwDZD0m7FFRUVRunRp6tSpQ5Patam9aBkd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\nyQ033MCTTz5JgQIFePXVV+natSt16nSmZ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      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=1600x1200 at 0x109AD0828>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot all the fragments to determine which is tacrolimus (most are just water)\n",
    "Draw.MolsToGridImage(frags, molsPerRow=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EUG5ubkREhI+PT5Nt3YyNjX18fCIiIp4+fdqlARHLWYWEIBcXpK7e6/1SLAYGBkQ8RUVF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\nJ8edOLGk0TrHprJc5/jOnTs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      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x10a0cff50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verify that fragment \"1\" (in python, the 2nd fragment) is tacrolimus\n",
    "frags[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "var viewer_1501025762488689 = null;\n",
       "$3Dmolpromise.done(function() {\n",
       "viewer_1501025762488689 = $3Dmol.createViewer($(\"#3dmolviewer_1501025762488689\"),{backgroundColor:\"white\"});\n",
       "\tviewer_1501025762488689.removeAllModels();\n",
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       "\tviewer_1501025762488689.setStyle({\"stick\": {}});\n",
       "\tviewer_1501025762488689.setBackgroundColor(\"0xeeeeee\");\n",
       "\tviewer_1501025762488689.zoomTo();\n",
       "viewer_1501025762488689.render();\n",
       "});\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get a rotatable 3D view of the conformation from the PDB file\n",
    "tacro_block = Chem.MolToMolBlock(frags[1])\n",
    "\n",
    "p = py3Dmol.view(width=400, height=400)\n",
    "p.removeAllModels()\n",
    "p.addModel(tacro_block, 'sdf')\n",
    "p.setStyle({'stick':{}})\n",
    "p.setBackgroundColor('0xeeeeee')\n",
    "p.zoomTo()\n",
    "p.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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