[480cb7]: / 6_maximum_common_substructure.ipynb

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\n"
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          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/francescopatane96/Computer_aided_drug_discovery_kit/blob/main/6_maximum_common_substructure.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 6. Maximum common substructure\n",
        "\n",
        "in this tutorial we will learn how to calculate the maximum common substructure that a set of compounds has in common.\n",
        "\n",
        "it is the largest substructure that appears in two or more candidate molecules."
      ],
      "metadata": {
        "id": "9wFu3wv0Chby"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pip install rdkit"
      ],
      "metadata": {
        "id": "OlqdNuu1DaT4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "QjoxYan_CZ_1"
      },
      "outputs": [],
      "source": [
        "from collections import defaultdict\n",
        "from pathlib import Path\n",
        "from copy import deepcopy\n",
        "import random\n",
        "\n",
        "from ipywidgets import interact, fixed, widgets\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from rdkit import Chem, Geometry\n",
        "from rdkit.Chem import AllChem\n",
        "from rdkit.Chem import Draw\n",
        "from rdkit.Chem import rdFMCS\n",
        "from rdkit.Chem import PandasTools"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sdf = str(\"molecule_set_largest_cluster.sdf\")\n",
        "supplier = Chem.ForwardSDMolSupplier(sdf)\n",
        "mols = list(supplier)\n",
        "\n",
        "print(f\"Set with {len(mols)} molecules loaded.\")\n",
        "# NBVAL_CHECK_OUTPUT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qQ_zRuHaDwbQ",
        "outputId": "ad09161f-3a2a-454c-ae7d-3984d62d7f74"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Set with 146 molecules loaded.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Show only first 10 molecules -- use slicing\n",
        "num_mols = 10\n",
        "legends = [mol.GetProp(\"_Name\") for mol in mols]\n",
        "Draw.MolsToGridImage(mols[:num_mols], legends=legends[:num_mols], molsPerRow=5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 315
        },
        "id": "bt9WJO9wD10Y",
        "outputId": "10e1b5e8-8ead-4eb2-aa41-a50a63331484"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mcs1 = rdFMCS.FindMCS(mols)\n",
        "print(f\"MCS1 contains {mcs1.numAtoms} atoms and {mcs1.numBonds} bonds.\")\n",
        "print(\"MCS SMARTS string:\", mcs1.smartsString)\n",
        "# NBVAL_CHECK_OUTPUT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Io7ftgA1D7PJ",
        "outputId": "9cd6737e-ade5-41ca-bd5f-f1363be12889"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MCS1 contains 24 atoms and 26 bonds.\n",
            "MCS SMARTS string: [#6]-[#6](=[#8])-[#7]-[#6]1:[#6]:[#6]2:[#6](-[#7]-[#6]3:[#6]:[#6]:[#6]:[#6]:[#6]:3):[#7]:[#6]:[#7]:[#6]:2:[#6]:[#6]:1-[#8]-[#6]-[#6]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Draw substructure from Smarts\n",
        "m1 = Chem.MolFromSmarts(mcs1.smartsString)\n",
        "Draw.MolToImage(m1, legend=\"MCS1\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "sDcSAI7SD-jI",
        "outputId": "7ad25024-3b74-46fb-92aa-260a7666ae16"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def highlight_molecules(molecules, mcs, number, label=True, same_orientation=True, **kwargs):\n",
        "    \"\"\"Highlight the MCS in our query molecules\"\"\"\n",
        "    molecules = deepcopy(molecules)\n",
        "    # convert MCS to molecule\n",
        "    pattern = Chem.MolFromSmarts(mcs.smartsString)\n",
        "    # find the matching atoms in each molecule\n",
        "    matching = [molecule.GetSubstructMatch(pattern) for molecule in molecules[:number]]\n",
        "\n",
        "    legends = None\n",
        "    if label is True:\n",
        "        legends = [x.GetProp(\"_Name\") for x in molecules]\n",
        "\n",
        "    # Align by matched substructure so they are depicted in the same orientation\n",
        "    # Adapted from: https://gist.github.com/greglandrum/82d9a86acb3b00d3bb1df502779a5810\n",
        "    if same_orientation:\n",
        "        mol, match = molecules[0], matching[0]\n",
        "        AllChem.Compute2DCoords(mol)\n",
        "        coords = [mol.GetConformer().GetAtomPosition(x) for x in match]\n",
        "        coords2D = [Geometry.Point2D(pt.x, pt.y) for pt in coords]\n",
        "        for mol, match in zip(molecules[1:number], matching[1:number]):\n",
        "            if not match:\n",
        "                continue\n",
        "            coord_dict = {match[i]: coord for i, coord in enumerate(coords2D)}\n",
        "            AllChem.Compute2DCoords(mol, coordMap=coord_dict)\n",
        "\n",
        "    return Draw.MolsToGridImage(\n",
        "        molecules[:number],\n",
        "        legends=legends,\n",
        "        molsPerRow=5,\n",
        "        highlightAtomLists=matching[:number],\n",
        "        subImgSize=(200, 200),\n",
        "        **kwargs,\n",
        "    )"
      ],
      "metadata": {
        "id": "zC8307HyEOl5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "highlight_molecules(mols, mcs1, 5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 166
        },
        "id": "RigyKgSbERZh",
        "outputId": "d1896fc3-c553-475b-85ec-382c9a084dee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "img = highlight_molecules(mols, mcs1, 3, useSVG=True)\n",
        "\n",
        "# Get SVG data\n",
        "molsvg = img.data\n",
        "\n",
        "# Set background to transparent & Enlarge size of label\n",
        "molsvg = molsvg.replace(\"opacity:1.0\", \"opacity:0.0\").replace(\"12px\", \"20px\")\n",
        "\n",
        "# Save altered SVG data to file\n",
        "with open(\"mcs_largest_cluster.svg\", \"w\") as f:\n",
        "    f.write(molsvg)"
      ],
      "metadata": {
        "id": "y596Rv8lEUxH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mcs2 = rdFMCS.FindMCS(mols, threshold=0.8)\n",
        "print(f\"MCS2 contains {mcs2.numAtoms} atoms and {mcs2.numBonds} bonds.\")\n",
        "print(\"SMARTS string:\", mcs2.smartsString)\n",
        "# NBVAL_CHECK_OUTPUT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VsBVkdYMEZii",
        "outputId": "94575a30-07e7-42e5-9d88-043bf537ca18"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MCS2 contains 28 atoms and 30 bonds.\n",
            "SMARTS string: [#6]=[#6]-[#6](=[#8])-[#7]-[#6]1:[#6]:[#6]2:[#6](-[#7]-[#6]3:[#6]:[#6]:[#6]:[#6]:[#6]:3-[#9]):[#7]:[#6]:[#7]:[#6]:2:[#6]:[#6]:1-[#8]-[#6]-[#6]-[#7]-[#6]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Draw substructure\n",
        "m2 = Chem.MolFromSmarts(mcs2.smartsString)\n",
        "Draw.MolsToGridImage([m1, m2], legends=[\"MCS1\", \"MCS2: +threshold=0.8\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "id": "6jN9xT-IEb_8",
        "outputId": "f29b3b18-ed91-47de-c963-20e06f25e8ec"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "highlight_molecules(mols, mcs2, 5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 166
        },
        "id": "oNDYLbjFE41o",
        "outputId": "0292ac26-8434-4d32-ec77-d48362caacb4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mcs3 = rdFMCS.FindMCS(mols, threshold=0.8, ringMatchesRingOnly=True)\n",
        "print(f\"MCS3 contains {mcs3.numAtoms} atoms and {mcs3.numBonds} bonds.\")\n",
        "print(\"SMARTS string:\", mcs3.smartsString)\n",
        "# NBVAL_CHECK_OUTPUT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V3RShVCeFHxv",
        "outputId": "3e0a6b2d-3efb-4393-c629-640ead90930b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MCS3 contains 27 atoms and 29 bonds.\n",
            "SMARTS string: [#6&!R]=&!@[#6&!R]-&!@[#6&!R](=&!@[#8&!R])-&!@[#7&!R]-&!@[#6&R]1:&@[#6&R]:&@[#6&R]2:&@[#6&R](-&!@[#7&!R]-&!@[#6&R]3:&@[#6&R]:&@[#6&R]:&@[#6&R]:&@[#6&R]:&@[#6&R]:&@3-&!@[#9&!R]):&@[#7&R]:&@[#6&R]:&@[#7&R]:&@[#6&R]:&@2:&@[#6&R]:&@[#6&R]:&@1-&!@[#8&!R]-&!@[#6&!R]-&!@[#6&!R]-&!@[#7&!R]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Draw substructure\n",
        "m3 = Chem.MolFromSmarts(mcs3.smartsString)\n",
        "Draw.MolsToGridImage([m1, m2, m3], legends=[\"MCS1\", \"MCS2: +treshold=0.8\", \"mcs3: +ringmatch\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "id": "n703Aa2cFKEg",
        "outputId": "da4f1d26-8359-4974-9438-5212fd6d5d12"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "highlight_molecules(mols, mcs3, 5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 166
        },
        "id": "DY4bvQ-LFrpy",
        "outputId": "4cab6c15-ef68-483b-e711-c358a5e42115"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Read full EGFR data\n",
        "mol_df = pd.read_csv(\"EGFR_compounds.csv\", index_col=0)\n",
        "print(\"Total number of compounds:\", mol_df.shape[0])\n",
        "\n",
        "# Only keep molecules with pIC50 > 9 (IC50 > 1nM)\n",
        "mol_df = mol_df[mol_df.pIC50 > 9]\n",
        "print(\"Number of compounds with pIC50 > 9:\", mol_df.shape[0])\n",
        "# NBVAL_CHECK_OUTPUT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_6DfX45KFxo7",
        "outputId": "b4d6dc8e-ab66-41b3-9be5-27b74e24be32"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total number of compounds: 6816\n",
            "Number of compounds with pIC50 > 9: 322\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Add molecule column to data frame\n",
        "PandasTools.AddMoleculeColumnToFrame(mol_df, \"smiles\")\n",
        "mol_df.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "id": "rpdlqvlpF_mJ",
        "outputId": "e970bc60-baf4-4b93-e356-a442c3764e2e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  molecule_chembl_id   IC50 units                               smiles  \\\n",
              "0        CHEMBL63786  0.003    nM    Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1   \n",
              "1        CHEMBL53711  0.006    nM   CN(C)c1cc2c(Nc3cccc(Br)c3)ncnc2cn1   \n",
              "2        CHEMBL35820  0.006    nM  CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC   \n",
              "\n",
              "       pIC50                                             ROMol  \n",
              "0  11.522879  <rdkit.Chem.rdchem.Mol object at 0x7dcb1314fed0>  \n",
              "1  11.221849  <rdkit.Chem.rdchem.Mol object at 0x7dcb1314fe60>  \n",
              "2  11.221849  <rdkit.Chem.rdchem.Mol object at 0x7dcb1314fdf0>  "
            ],
            "text/html": [
              "\n",
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>molecule_chembl_id</th>\n",
              "      <th>IC50</th>\n",
              "      <th>units</th>\n",
              "      <th>smiles</th>\n",
              "      <th>pIC50</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>CHEMBL63786</td>\n",
              "      <td>0.003</td>\n",
              "      <td>nM</td>\n",
              "      <td>Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1</td>\n",
              "      <td>11.522879</td>\n",
              "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x7dcb1314fed0&gt;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>CHEMBL53711</td>\n",
              "      <td>0.006</td>\n",
              "      <td>nM</td>\n",
              "      <td>CN(C)c1cc2c(Nc3cccc(Br)c3)ncnc2cn1</td>\n",
              "      <td>11.221849</td>\n",
              "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x7dcb1314fe60&gt;</td>\n",
              "    </tr>\n",
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              "      <th>2</th>\n",
              "      <td>CHEMBL35820</td>\n",
              "      <td>0.006</td>\n",
              "      <td>nM</td>\n",
              "      <td>CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC</td>\n",
              "      <td>11.221849</td>\n",
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              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-2070c4bc-5367-475a-abb2-bb36a9d2a420 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-129b20e7-751b-4185-91ee-500ea2dd62b7 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-129b20e7-751b-4185-91ee-500ea2dd62b7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mols_diverse = []\n",
        "# Note: discarded variables we do not care about are usually referred to with a single underscore\n",
        "for _, row in mol_df.iterrows():\n",
        "    m = Chem.MolFromSmiles(row.smiles)\n",
        "    m.SetProp(\"_Name\", row.molecule_chembl_id)\n",
        "    mols_diverse.append(m)"
      ],
      "metadata": {
        "id": "hpfgmFA-GDK3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# We have fixed the random seed above (imports) for deterministic results\n",
        "mols_diverse_sample = random.sample(mols_diverse, 50)"
      ],
      "metadata": {
        "id": "BIweQHO-GFiI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "threshold_diverse = 0.7\n",
        "mcs1 = rdFMCS.FindMCS(mols_diverse_sample)\n",
        "print(\"SMARTS string1:\", mcs1.smartsString)\n",
        "mcs2 = rdFMCS.FindMCS(mols_diverse_sample, threshold=threshold_diverse)\n",
        "print(\"SMARTS string2:\", mcs2.smartsString)\n",
        "mcs3 = rdFMCS.FindMCS(mols_diverse_sample, ringMatchesRingOnly=True, threshold=threshold_diverse)\n",
        "print(\"SMARTS string3:\", mcs3.smartsString)\n",
        "# NBVAL_CHECK_OUTPUT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jgHIaoX1GImq",
        "outputId": "d72f9896-9ae5-4ec2-9f03-22498709c636"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "SMARTS string1: [#6](:,-[#7]:,-[#6]):,-[#6]:,-[#6]-,:[#7]-,:[#6]:,-[#6]:,-[#6]:[#6]:,-[#6]:,-[#6]\n",
            "SMARTS string2: [#6](:[#6]:,-[#6](:,-[#7]:,-[#6]:[#7]:[#6]-,:[#7]-,:[#6]:,-[#6]:,-[#6]:[#6]:,-[#6]:[#6]):,-[#6]):,-[#6]\n",
            "SMARTS string3: [#6&R]:&@[#6&R]:&@[#7&R]:&@[#6&R]:&@[#7&R]:&@[#6&R]-&!@[#7&!R]-&!@[#6&R]:&@[#6&R]:&@[#6&R]:&@[#6&R]:&@[#6&R]:&@[#6&R]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Draw substructures\n",
        "m1 = Chem.MolFromSmarts(mcs1.smartsString)\n",
        "m2 = Chem.MolFromSmarts(mcs2.smartsString)\n",
        "m3 = Chem.MolFromSmarts(mcs3.smartsString)\n",
        "\n",
        "Draw.MolsToGridImage(\n",
        "    [m1, m2, m3],\n",
        "    legends=[\n",
        "        \"MCS1\",\n",
        "        f\"MCS2: +threshold={threshold_diverse}\",\n",
        "        \"MCS3: +ringmatch\",\n",
        "    ],\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "id": "E_TJz9XnGLTz",
        "outputId": "69993bc1-11b7-4274-cb6d-a19a72cd1c47"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "highlight_molecules(mols_diverse_sample, mcs3, 5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 166
        },
        "id": "uVZU9xBoGSot",
        "outputId": "355f9589-967c-482e-f06c-14b84f757935"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def render_mcs(molecules, percentage):\n",
        "    \"\"\"Interactive widget helper. `molecules` must be wrapped in `ipywidgets.fixed()`,\n",
        "    while `percentage` will be determined by an IntSlider widget.\"\"\"\n",
        "    tmcs = rdFMCS.FindMCS(molecules, threshold=percentage / 100.0)\n",
        "    if tmcs is None:\n",
        "        print(\"No MCS found\")\n",
        "        return None\n",
        "\n",
        "    m = Chem.MolFromSmarts(tmcs.smartsString)\n",
        "    print(tmcs.smartsString)\n",
        "    return m"
      ],
      "metadata": {
        "id": "_i153C5VGWna"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Note that the slider may take a few seconds to react\n",
        "interact(\n",
        "    render_mcs,\n",
        "    molecules=fixed(mols_diverse_sample),\n",
        "    percentage=widgets.IntSlider(min=0, max=100, step=10, value=70),\n",
        ");"
      ],
      "metadata": {
        "id": "DlR1Q-GmGYE5",
        "outputId": "56d71a5e-b1ac-4f3d-f398-43b76b80f0b5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234,
          "referenced_widgets": [
            "8e3840aafcaa4715893dae947265b5f4",
            "b1b4c645767440428baed287075d8223",
            "32e693ac152447b7952f4c1579c5462c",
            "cec7c82149ca495f8e5f55c7651101d2",
            "73d76460344c4a959b2c3545202762cb",
            "ce64d1ce380446d299d7be0d4573c7b3",
            "716ced9b89954d7e8bef94b640fed4e5"
          ]
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(IntSlider(value=70, description='percentage', step=10), Output()), _dom_classes=('widget…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8e3840aafcaa4715893dae947265b5f4"
            }
          },
          "metadata": {}
        }
      ]
    }
  ]
}