notebooks/advanced_03_introduction_to_explainable_ai.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "52d2059f-af91-44cb-8606-3797d89a0b76",
   "metadata": {},
   "source": [
    "# Introduction to explainable AI (XAI)\n",
    "\n",
    "MolPipeline supports explainability methods for machine learning models, also called explainable AI (XAI). Explainability methods provide explanations for predictions, which can be used to interprete why a model made a prediction. This can help, for example, users in decision making and developers to improve machine learning models.   \n",
    "\n",
    "This notebooks shows how explanations can be easily generated with MolPipeline. We illustrate this with XAI explanations for a simple standard Random Forest with Morgan fingerprints model. This XAI method was introduced by [Feldmann et al. 2022](https://doi.org/10.3390/biom12040557) and uses Shapley Values from [SHAP](https://github.com/shap/shap) to explain important atoms and substructures with a heatmap on the 2D depcition of the molecular structure. For the implementation details see MolPipelines `explainability` module.\n",
    "\n",
    "In addition, we selected a real-world drug design data set from [Harren et al. 2022](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) and showcase how explanations generated with MolPipeline can be used in real-world scenarios. The study by Harren et al. is a comprehensive analysis of methods for interpreting structure–activity relationships (SARs) in lead optimization with XAI from Sanofi and the University of Hamburg. This notebook shows that explanations with a Random Forest model with fingerprints highlight key substructures important for affinity. However, some of the explanations differ from those by Harren et al. generated with a multilayer perceptron with the same fingerprints. This shows that explanations must always be interpreted in the context of the model and data set and that for a comprehensive interpretation multiple machine learning models should be consolidated.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "24d07cc6-81e1-48d1-b30f-6a1e1f37bf4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "from molpipeline import Pipeline\n",
    "from molpipeline.any2mol import AutoToMol\n",
    "from molpipeline.experimental.explainability import (\n",
    "    SHAPTreeExplainer,\n",
    "    structure_heatmap_shap,\n",
    ")\n",
    "from molpipeline.mol2any import MolToMorganFP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b10eefeb-f30f-4e49-a9a7-2b0af5e78199",
   "metadata": {},
   "outputs": [],
   "source": [
    "RANDOM_STATE = 123456"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c89a57a-2467-4ab0-941f-1a15ce3921dd",
   "metadata": {},
   "source": [
    "## Reading the protein-ligand binding data set"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a640f22c-9568-47a9-9f1d-4601015a5902",
   "metadata": {},
   "source": [
    "The data set from [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) contains bioactivity measurements describing the binding of small molecules (the ligands) and the protein target.\n",
    "\n",
    "The bioactivity is provided as pIC50 values against the aspartic protease renin for molecular series of indole-3-carboxamides and azaindoles. The structure−activity relationship (SAR) is relatively well understood for these molecules. For example, for the indole-3-carboxamides, a PDB structure of the protein-ligand complex is available [3oot](https://www.rcsb.org/structure/3OOT), illustrating the interactions of the potent ligand \"5k\" (IC50=2 nM), that can be used to evaluate XAI explanations. See the paper of [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) for useful details and references."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d726f57-40ff-44dd-a360-76953f42e0c8",
   "metadata": {},
   "source": [
    "Let's read in the molecular data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7c7588c6-1c9c-4831-96a8-98223ee7c75a",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pubchem_cid</th>\n",
       "      <th>pubchem_inchi</th>\n",
       "      <th>pubchem_smiles</th>\n",
       "      <th>name</th>\n",
       "      <th>origin</th>\n",
       "      <th>pIC50</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>54753101.0</td>\n",
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       "      <td>b2a3m</td>\n",
       "      <td>BMCL2011A</td>\n",
       "      <td>8.8861</td>\n",
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       "      <th>1</th>\n",
       "      <td>52949598.0</td>\n",
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       "      <td>b1i5c</td>\n",
       "      <td>BMCL2010</td>\n",
       "      <td>8.6990</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>44195154.0</td>\n",
       "      <td>InChI=1S/C28H28FN3O2/c1-18-20(7-6-10-22(18)29)...</td>\n",
       "      <td>CC1=C(C=CC=C1F)CC2=C(C3=C(N2C4=CC=CC=C4)C=CC(=...</td>\n",
       "      <td>b1i5k</td>\n",
       "      <td>BMCL2010</td>\n",
       "      <td>8.6990</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44194118.0</td>\n",
       "      <td>InChI=1S/C26H25FN4O2/c1-17-8-9-21(27)18(2)24(1...</td>\n",
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       "      <td>b2a6d</td>\n",
       "      <td>BMCL2011A</td>\n",
       "      <td>8.6990</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53346499.0</td>\n",
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       "      <td>CC1=C(C=C(C=C1)F)OC2=C(C3=C(N2C4=CC=CC=C4)C(=N...</td>\n",
       "      <td>b2a7d</td>\n",
       "      <td>BMCL2011A</td>\n",
       "      <td>8.5229</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>52947015.0</td>\n",
       "      <td>InChI=1S/C26H25N3O2/c1-19-18-28(17-16-27-19)25...</td>\n",
       "      <td>CC1CN(CCN1)C(=O)C2=C(N(C3=CC=CC=C32)C4=CC=CC=C...</td>\n",
       "      <td>b1i3a</td>\n",
       "      <td>BMCL2010</td>\n",
       "      <td>5.1898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>56675445.0</td>\n",
       "      <td>InChI=1S/C26H25FN4O3/c1-17-8-9-18(27)16-21(17)...</td>\n",
       "      <td>CC1=C(C=C(C=C1)F)OC2=C(C3=C(N2C4=CC=CC=C4)C=CC...</td>\n",
       "      <td>b2a5a</td>\n",
       "      <td>BMCL2011A</td>\n",
       "      <td>5.1785</td>\n",
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       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>52944458.0</td>\n",
       "      <td>InChI=1S/C27H27N3O2/c1-27(2)19-29(18-17-28-27)...</td>\n",
       "      <td>CC1(CN(CCN1)C(=O)C2=C(N(C3=CC=CC=C32)C4=CC=CC=...</td>\n",
       "      <td>b1i3b</td>\n",
       "      <td>BMCL2010</td>\n",
       "      <td>5.1367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>52948980.0</td>\n",
       "      <td>InChI=1S/C26H22F3N3O2/c27-26(28,29)18-7-6-10-2...</td>\n",
       "      <td>C1CN(CCN1)C(=O)C2=C(N(C3=CC=CC=C32)C4=CC=CC=C4...</td>\n",
       "      <td>b1i2c</td>\n",
       "      <td>BMCL2010</td>\n",
       "      <td>5.0458</td>\n",
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       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>52944486.0</td>\n",
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       "      <td>CC1=C(C=CC=C1F)CC2=C(C3=CC=CC=C3N2C4=CNC(=O)C=...</td>\n",
       "      <td>b1i4h</td>\n",
       "      <td>BMCL2010</td>\n",
       "      <td>5.0292</td>\n",
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       "<p>138 rows × 6 columns</p>\n",
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      "text/plain": [
       "     pubchem_cid                                      pubchem_inchi  \\\n",
       "0     54753101.0  InChI=1S/C26H25FN4O2/c1-17-10-11-20(27)18(2)24...   \n",
       "1     52949598.0  InChI=1S/C26H24FN3O3/c1-17-7-8-18(27)15-23(17)...   \n",
       "2     44195154.0  InChI=1S/C28H28FN3O2/c1-18-20(7-6-10-22(18)29)...   \n",
       "3     44194118.0  InChI=1S/C26H25FN4O2/c1-17-8-9-21(27)18(2)24(1...   \n",
       "4     53346499.0  InChI=1S/C32H29FN4O2/c1-22-12-13-24(33)21-28(2...   \n",
       "..           ...                                                ...   \n",
       "133   52947015.0  InChI=1S/C26H25N3O2/c1-19-18-28(17-16-27-19)25...   \n",
       "134   56675445.0  InChI=1S/C26H25FN4O3/c1-17-8-9-18(27)16-21(17)...   \n",
       "135   52944458.0  InChI=1S/C27H27N3O2/c1-27(2)19-29(18-17-28-27)...   \n",
       "136   52948980.0  InChI=1S/C26H22F3N3O2/c27-26(28,29)18-7-6-10-2...   \n",
       "137   52944486.0  InChI=1S/C26H25FN4O2/c1-17-18(5-4-7-21(17)27)1...   \n",
       "\n",
       "                                        pubchem_smiles   name     origin  \\\n",
       "0    CC1=C(C(=C(C=C1)F)C)OC2=C(C3=C(N2C4=CC=CC=C4)C...  b2a3m  BMCL2011A   \n",
       "1    CC1=C(C=C(C=C1)F)OC2=C(C3=C(N2C4=CC=CC=C4)C=CC...  b1i5c   BMCL2010   \n",
       "2    CC1=C(C=CC=C1F)CC2=C(C3=C(N2C4=CC=CC=C4)C=CC(=...  b1i5k   BMCL2010   \n",
       "3    CC1=C(C(=C(C=C1)F)C)OC2=C(C3=C(N2C4=CC=CC=C4)C...  b2a6d  BMCL2011A   \n",
       "4    CC1=C(C=C(C=C1)F)OC2=C(C3=C(N2C4=CC=CC=C4)C(=N...  b2a7d  BMCL2011A   \n",
       "..                                                 ...    ...        ...   \n",
       "133  CC1CN(CCN1)C(=O)C2=C(N(C3=CC=CC=C32)C4=CC=CC=C...  b1i3a   BMCL2010   \n",
       "134  CC1=C(C=C(C=C1)F)OC2=C(C3=C(N2C4=CC=CC=C4)C=CC...  b2a5a  BMCL2011A   \n",
       "135  CC1(CN(CCN1)C(=O)C2=C(N(C3=CC=CC=C32)C4=CC=CC=...  b1i3b   BMCL2010   \n",
       "136  C1CN(CCN1)C(=O)C2=C(N(C3=CC=CC=C32)C4=CC=CC=C4...  b1i2c   BMCL2010   \n",
       "137  CC1=C(C=CC=C1F)CC2=C(C3=CC=CC=C3N2C4=CNC(=O)C=...  b1i4h   BMCL2010   \n",
       "\n",
       "      pIC50  \n",
       "0    8.8861  \n",
       "1    8.6990  \n",
       "2    8.6990  \n",
       "3    8.6990  \n",
       "4    8.5229  \n",
       "..      ...  \n",
       "133  5.1898  \n",
       "134  5.1785  \n",
       "135  5.1367  \n",
       "136  5.0458  \n",
       "137  5.0292  \n",
       "\n",
       "[138 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_path = Path(\"example_data\") / \"renin_harren.csv\"\n",
    "df = pd.read_csv(data_path)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f7353cb-3818-420e-bc5a-e7f43f351ab1",
   "metadata": {},
   "source": [
    "A small note on the data sets:  \n",
    "We use a version of the Renin data set from PubChem because automatic downloading from the journal website is prevented. This version contains only 138 instead of the original 142 compounds, since the missing molecules were not available in PubChem. This difference should be negligible for the illustrative purpose of this notebook. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ae0441a-660c-4362-83b7-e9e88a17e72d",
   "metadata": {},
   "source": [
    "We construct RDKit molecule data structures from the SMILES and add relevant infos as properties to the molecules for convenience.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1786f5a1-bec6-475a-ba1a-9f798d4b753b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
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       "<table><tr><td colspan=\"2\" style=\"text-align: center;\"><image 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\"></td></tr>\n",
       "<tr><th style=\"text-align: right\">name</th><td style=\"text-align: left\">b1i5c</td></tr>\n",
       "<tr><th style=\"text-align: right\">origin</th><td style=\"text-align: left\">BMCL2010</td></tr>\n",
       "<tr><th style=\"text-align: right\">pIC50</th><td style=\"text-align: left\">8.699</td></tr></table>"
      ],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fd4510b0cf0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mols = [Chem.MolFromSmiles(smiles) for smiles in df[\"pubchem_smiles\"]]\n",
    "for prop_name in [\"name\", \"origin\", \"pIC50\"]:\n",
    "    for mol, prop in zip(mols, df[prop_name]):\n",
    "        mol.SetProp(prop_name, str(prop))\n",
    "mols[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9470f1df-6175-4991-bb08-9c84692f3f58",
   "metadata": {},
   "source": [
    "The target values are extraxted in a separate list `y`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d2c32c0a-baf5-4c71-acb7-859ab016628b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[8.8861, 8.699, 8.699]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = [float(mol.GetProp(\"pIC50\")) for mol in mols]\n",
    "y[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04ddb98e-9eba-45fd-be5f-5fc96eed9d86",
   "metadata": {},
   "source": [
    "## Explaining predictions with MolPipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38c88eb2-2a3f-494b-8f05-2036c9f0a815",
   "metadata": {},
   "source": [
    "We start by setting up and fitting a standard Random Forest model with Morgan fingerprints on the data set with a pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fe99594a-0e06-49d9-81d4-59b735a8af5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: #000;\n",
       "  --sklearn-color-text-muted: #666;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: flex;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "  align-items: start;\n",
       "  justify-content: space-between;\n",
       "  gap: 0.5em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label .caption {\n",
       "  font-size: 0.6rem;\n",
       "  font-weight: lighter;\n",
       "  color: var(--sklearn-color-text-muted);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 0.5em;\n",
       "  text-align: center;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;auto2mol&#x27;, AutoToMol()), (&#x27;morgan&#x27;, MolToMorganFP(radius=3)),\n",
       "                (&#x27;rf&#x27;,\n",
       "                 RandomForestRegressor(n_estimators=500, random_state=123456))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>Pipeline</div></div><div><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>Pipeline(steps=[(&#x27;auto2mol&#x27;, AutoToMol()), (&#x27;morgan&#x27;, MolToMorganFP(radius=3)),\n",
       "                (&#x27;rf&#x27;,\n",
       "                 RandomForestRegressor(n_estimators=500, random_state=123456))])</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>AutoToMol</div></div></label><div class=\"sk-toggleable__content fitted\"><pre>AutoToMol()</pre></div> </div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>MolToMorganFP</div></div></label><div class=\"sk-toggleable__content fitted\"><pre>MolToMorganFP(radius=3)</pre></div> </div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>RandomForestRegressor</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a></div></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(n_estimators=500, random_state=123456)</pre></div> </div></div></div></div></div></div>"
      ],
      "text/plain": [
       "Pipeline(steps=[('auto2mol', AutoToMol()), ('morgan', MolToMorganFP(radius=3)),\n",
       "                ('rf',\n",
       "                 RandomForestRegressor(n_estimators=500, random_state=123456))])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline = Pipeline(\n",
    "    [\n",
    "        (\"auto2mol\", AutoToMol()),\n",
    "        (\"morgan\", MolToMorganFP(n_bits=2048, radius=3)),\n",
    "        (\"rf\", RandomForestRegressor(n_estimators=500, random_state=RANDOM_STATE)),\n",
    "    ]\n",
    ")\n",
    "\n",
    "pipeline.fit(mols, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "715075c3-cff8-4870-bd9c-7fd87b7bb7c3",
   "metadata": {},
   "source": [
    "After the model is trained, we can simply pass the `pipeline` into a MolPipeline explainer and call the `explain` function to generate explanations for a list of molecules. Here we use the `SHAPTreeExplainer` which is a wrapper around [SHAP's TreeExplainer](https://shap.readthedocs.io/en/latest/generated/shap.TreeExplainer.html) that handles all necessary steps to generate explanations for molecules automatically. In addition, all molecules given to `explain` will be processed by the `pipeline` meaning all transformation, standardization and error handling steps will also be applied to explaining molecules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "18ccba9b-42d5-4078-bc2a-b433d93d79b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = SHAPTreeExplainer(pipeline)\n",
    "explanations = explainer.explain(mols)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "641c7f21-38d7-4858-ade3-f9fca6703b53",
   "metadata": {},
   "source": [
    "We can check if an explanation could be computed successfully by calling the `is_valid()` function, e.g. sometimes errors can occur for unprocessable molecules. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4c8a7790-39c6-462c-afd2-22a26c78afde",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert all(exp for exp in explanations if not exp.is_valid())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7f48fd5-5cf9-4d3a-870a-4bedba58ef38",
   "metadata": {},
   "source": [
    "The algorithm behind MolPipeline's `SHAPTreeExplainer` uses [SHAP's TreeExplainer](https://shap.readthedocs.io/en/latest/generated/shap.TreeExplainer.html) to estimate Shapley Values. With the Shapley Values each feature is attributed an importance value for the prediction, which we term `feature_weights`. When computed on the Morgan fingerprint, these `feature_weigths` can be mapped to `atom_weights`. The weight of an atom is the sum of all feature weights of substructures intersecting the atom, normalized by the substructure size and occurrence in the molecule. See [Feldmann et al.](https://doi.org/10.3390/biom12040557) for more details and [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) for some alternative approaches for calculating atom weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f9b515d8-b837-4277-b1cf-17ac6e890b8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.00033001, 0.00010306, ..., 0.        , 0.00025244,\n",
       "       0.        ])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# feature weights for the first molecule\n",
    "explanations[0].feature_weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ae932eb9-d144-4ed3-8f98-ad20fc37dfb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.12741071,  0.13919019,  0.07593206,  0.13930674,  0.08594195,\n",
       "        0.01826992,  0.07099029,  0.03481592,  0.13192108,  0.0763856 ,\n",
       "        0.06904259,  0.06558726,  0.06548176,  0.0672983 ,  0.0670064 ,\n",
       "        0.05595265,  0.00196574,  0.00114999,  0.00072739,  0.00114999,\n",
       "        0.00196574,  0.00710791, -0.00021892,  0.00095641, -0.00198274,\n",
       "        0.06092596,  0.00555693,  0.00703136,  0.00723796,  0.00834429,\n",
       "        0.00433498,  0.00834429,  0.00723796])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# atom weights for the first molecule\n",
    "explanations[0].atom_weights"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb21eef9-20fb-4e8d-910a-d1389f9ce09f",
   "metadata": {},
   "source": [
    "## Visualizing explanations with MolPipeline\n",
    "\n",
    "Now that we generated explanations, let's depict one to understand how they can be used for interpreting predictions. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "971d77d5-bf8c-4c7a-985c-a27dd9f5316a",
   "metadata": {},
   "source": [
    "We select a molecule from the data set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9b91dfea-7d87-4a2c-9d5d-1d3e7810e21a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "<table><tr><td colspan=\"2\" style=\"text-align: center;\"><image 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\"></td></tr>\n",
       "<tr><th style=\"text-align: right\">name</th><td style=\"text-align: left\">b3a4g</td></tr>\n",
       "<tr><th style=\"text-align: right\">origin</th><td style=\"text-align: left\">BMCL2011B</td></tr>\n",
       "<tr><th style=\"text-align: right\">pIC50</th><td style=\"text-align: left\">7.0506</td></tr></table>"
      ],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fd4510b23b0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanation = explanations[55]\n",
    "explanation.molecule"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4284b9d9-b1cf-4328-be1d-4f7a2c5c7fb6",
   "metadata": {},
   "source": [
    "We can illustrate MolPipeline's explanations with the `structure_heatmap_shap`. This function generates an image with a 2D depiction of the molecular structure and explanations.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c5545ea6-ca77-48c6-9871-f84f7fdbfe88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=800x800>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structure_heatmap_shap(explanation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a3baa39-95c1-4b39-a591-32ae7a145024",
   "metadata": {},
   "source": [
    "The explanations are a heatmap and a decomposition of the predicted value into three contributing factors.\n",
    "\n",
    "**Heatmap of the molecular structure**  \n",
    "Substructures associated with positive contributions by the model are highlighted in red, while substructures with negative contributions would be illustrated in blue. No color indicates no contribution. Therefore, we can interprete that substructures highlighted in red are important for high activity while blue substructures are unfavorable for activity. \n",
    "\n",
    "**Contribution of present/absent substructure features**  \n",
    "In addition to the heatmap of the structure, MolPipelines also provides a breakdown of the predicted value on the bottom of the explanation image. The model predicts a pIC50 value of 6.92 for the compound. This value can be decomposed in contributions from the expected value of the model output (see [Lundberg et al.](https://doi.org/10.48550/arXiv.1705.07874) for details), the features present and features absent using the Shapley Value-based feature weights. Since we are using Morgan binary fingerprints, present features correspond to the substructures present in the molecule, that can be seen in the image. In contrast, absent features are features that are important for the prediction but are not in the depicted molecule. For example, some features/substructures in the training set can be important for the model and that they are missing in this particular molecule influences the prediction.  \n",
    "\n",
    "Note that this decomposition is currently only provided for binary fingerprints."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb9cfe22-bd1e-4d40-9ff5-095a8bf646dd",
   "metadata": {},
   "source": [
    "## Comparison to explanations from Harren et al.\n",
    "\n",
    "We compare explanations [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) obtained with a simple multilayer perceptron (MLP) with Morgan fingerprints using DeepSHAP to the standard Random Forest model with Morgan fingeprints using SHAP's TreeExplainer on the real-world lead optimization data set.  \n",
    "\n",
    "In the lead optimization step in drug discovery, it is important that a machine learning model reflects the affinity trends induced by smaller structural changes. Especially, small structural changes causing large affinity changes are of interest and the interpretations obtained from an XAI method should adequately capture and visualize these trends. The goal of applying XAI in such a project is usually to identify further small structural modification to improve affinity. See [Harren et al.](https://pubs.acs.org/doi/10.1021/acs.jcim.1c01263) for details.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f9a402c-e184-478a-99b5-bddf165794e3",
   "metadata": {},
   "source": [
    "For convenience we store all explanations in a dict to access them by the molecules IDs or names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f4332475-d5c1-416b-9394-f8d3d0c0b9da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "138"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanations_dict = {exp.molecule.GetProp(\"name\"): exp for exp in explanations}\n",
    "len(explanations_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef02cd6b-0c85-441f-ab57-967b550581b3",
   "metadata": {},
   "source": [
    "We will compare our explanation with the explanations in Figure 6 in Harren et al. Therefore, we extract the 3 compounds of different affinities (see Harren et al.):\n",
    "\n",
    "| Compound name | exp. IC50 | exp. pIC50| \n",
    "| --- | --- | --- |\n",
    "| 5k (b1i5k) | 0.002 | 8.70|\n",
    "| 2n (b1i2n) | 0.009 | 8.05|\n",
    "| 5b (b1i5b) | 1.350 | 5.87|"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cc8a0fb-b4a4-47b6-ba99-4b4cea4f14ad",
   "metadata": {},
   "source": [
    "Extract the min and max atom weight values for normalizing the coloring of the series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cf838915-2fb1-4507-9a6d-344366f88ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# series_names = [\"b1i5k\", \"b1i2n\", \"b1i5b\"]\n",
    "# series_dict = {k:explanations_dict[k] for k in series_names}\n",
    "series_dict = explanations_dict\n",
    "\n",
    "weight_min = min(exp.atom_weights.min() for exp in series_dict.values())\n",
    "weight_max = max(exp.atom_weights.max() for exp in series_dict.values())\n",
    "weight_abs_max = max(abs(weight_min), abs(weight_max))\n",
    "# following Harren et al., we set the maximum color intensity to 70% of the maximal numerical value\n",
    "# for better visual differentiations in low value regions.\n",
    "weight_abs_max *= 0.70"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e35531-1b91-4f39-a71b-357fadd105dc",
   "metadata": {},
   "source": [
    "First, let's have a look at the most active compound **5k** in the series ([Scheiper et al. 2010](https://doi.org/10.1016/j.bmcl.2010.08.092))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c5aadaed-f55a-4fa8-a471-a64bf0e9e994",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\"></td></tr>\n",
       "<tr><th style=\"text-align: right\">name</th><td style=\"text-align: left\">b1i5k</td></tr>\n",
       "<tr><th style=\"text-align: right\">origin</th><td style=\"text-align: left\">BMCL2010</td></tr>\n",
       "<tr><th style=\"text-align: right\">pIC50</th><td style=\"text-align: left\">8.699</td></tr></table>"
      ],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fd4510b0d60>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanations_dict[\"b1i5k\"].molecule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d9048b03-6ce6-475d-b440-4f403b45cce4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=800x800>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structure_heatmap_shap(\n",
    "    explanations_dict[\"b1i5k\"], color_limits=(-weight_abs_max, weight_abs_max)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20bc00de-d184-4cdf-be8e-2440ff183d06",
   "metadata": {},
   "source": [
    "The heatmap explanation strongly highlights a positive contribution from the indole's hydroxyl group. As also described by Harren et al., this hydroxyl has a favorable hydrogen bond with His287 (see the crystal structure [3oot](https://www.rcsb.org/structure/3OOT)), one of the key interactions of this compound. There are also smaller contributions from the methyl at the indole system and the fluorine and methyl decorations on the benzyl substituent. \n",
    "\n",
    "Interestingly, our heatmap explanation differs from Harren et al. (see Figure 6). The coloring using DeepSHAP in Harren et al. indicates a postive contributions from larger parts of the structure, including the whole indole system. In comparison, our heatmap is much sparser. We hypothesize that this difference is due to the machine learning algorithms used. Random Forest's predictions are potentially based on a sparser set of features as the MLP's, because a highly predictive (or important) feature will correspond to only a short path in the decision tree, considering only few features. In contrast, an MLP might be considering a larger set of all fingerprint features. \n",
    "\n",
    "This difference in results illustrate that explanations are hard to compare because there is no real ground truth. While Harren et al. found reasonable interpretations for the larger highlighted parts in their results, we could hypothesize that the hydroxyl's hydrogen bond is the key contributer to affinity in this compound, justifying strong highlighting. Therefore, considering multiple models and approaches seems necessary to get a comprehensive interpretation. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20bcb584-943b-4a02-8e11-6a23ead5a0b5",
   "metadata": {},
   "source": [
    "Next, we look at the **2n** compound which differs structurally only in the indole decoration to **5k** but has a 4.5-fold lower binding affinity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "00f75eca-e30c-49cf-aa9c-6011214a852d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "<table><tr><td colspan=\"2\" style=\"text-align: center;\"><image 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VVVVRUdHe3t7k0/Uk0+tk3lKPm6ZmZnp4OBAvhn5+rYgFPLwIAAIRUy7yZf9L1++TH1ppL5oBEEAQu3B4/FOnTp18uTJ27dvk39+jI2N7e3tCwsLGxsbR4wYER8fb25urrgOfPMNfPstfPEF7N9PZdkHDx4MGjTI0tKyrKxMPvRG6F/hts2o3Vgs1vLly1NSUoqKiiIjI729vevr67OyshobG0eNGnXlyhWFZigATJ0KAPDHH0DtGOC3334DgOnTp2OGonbB0SiiQGZm5ubNm4cOHRoSEqKcDOJwoKAAUlPBy4uymi4uLrm5udevXyff/UeojTBGkUpavhwiI2HtWvjuO2oKpqWlDR061NrauqSkRP6wF0JtgZN6pJKmTAEAOHuWsoLkGU3Tp0/HDEXthTGKVNLIkWBuDtnZRE5OMyUFf//9dwCQn9eEUNvhrXT0glgs9vf3T0lJ6d+/P4fDYbFYDg4ObDabxWKxWCxra+tudW6wtjZ89tnxo0fXnTmzODQ0tJPV7ty5k5eXZ2Nj4+3tTUn3kEbBGEUvLF26NCkpCQAePHjw4MGDV/4rg8EwNze3tbXlcDgcDsfGxob82dnZuUePHl3RX/DyMgoP5509e7bzMUrO6GfMmCF/JBahtsMlJgQAkJCQ8MEHH2hra2/fvn348OE8Ho/H4xUVFRUXF5M/8/n8f/qsmZkZi8VqbW318fGJjIxU2tNCjY2NlpaWDQ0NxcXFLx9G0l4EQfTq1auoqCg5OXnEiBEU9hBpCIxRBDwez8PDQygU/vjjj0uXLj1x4sT169fZ/4/FYtnb2xMEUVpaWlZWVl5enp+fn5+fT/6cm5srFovlpT755JPjx48rrecffvjh2bNno6KiyPP4OiYlJWXEiBH29vbFxcXd6sYFUhU4qdd0Eolk5syZQqHQ399/yZIlAHD16tWDBw++clnPnj1fnsv7+vqSPzs6OgoEAh6P9/XXX1+4cIF8r0lpYTRlypSzZ8/+8ccfZIxyOJzW1lb5bqEkY2PjVwbIJiYm5HL8+fPntbW15TN6zFDUMTga1XQrV67ctWsXi8VKT08n3z66fft2Wlray/P6srKy1tbWN35cX1+fzWbHxcUNGDCAw+HweLyLFy+OGzdOOZ0XCATk2hefzzc1NTUxMamrq2v7x2UyGQA4OjoWFxenpqZ6UfgoP9IkGKMa7dy5c/7+/nQ6/caNG2+/LVhTU/PyXF7+c0VFBUEQz549c3Jy2rZt27p16yZNmpSQkKC0rzBmzJjExMS4uLiZM2fW1tbW1dVJJJKXL6irq3vl3wCRSEQGqK+v719//TVq1Cg2m11YWIijUdQxGKOaq6SkZNCgQdXV1Tt27Fi5cmXHijx//ryoqMjFxUVbW1soFLJYrMbGxqysLPIoESXYunXr+vXrjY2NLS0tAYBOp5NHP8lpa2uTe6HKMRgM+enz6enpz549W7ly5Y4dO5TTYaR+8N6ohmptbf3444+rq6snTJiwYsWKDtcxNDSUH91uZmYWFBR08ODB/fv37969m6Kevo1MJrt27Zqenl5dXV27pvMvMzc3r6mpobZjSKPgaFRDrVu3btu2bfb29unp6RYWFlSVffz4sbu7u5GREY/HU8LzpOHh4WvXrrWwsIiPj7eysgIAqVT68pMDACCRSOrr61/+TUtLy/Pnz8mf8/LyNm7cKJVKL1++PHbsWEV3GKmnrtjkFHWxa9eu0el0bW3tmzdvUl58zJgxALB7927KK78iNTVVR0eHRqN18qiSsLAwALC3txcIBFT1DWkUjFGNU1FRYW1tDQBbt25VRP0zZ84AgLOzMyWngf4ToVDo6OgIAKGhoZ0sJZFIhg8fDgDTpk2jpG9I02CMahapVOrr6wsAY8aMaW1tVVATHA4HABISEhRRnyAImUw2depUAPD09Gym4kimvLw8cmEqJiam89WQpsEY1SzkBNbKyqq8vFxxrezcuRMAxo0bp6D633//PQD07NmzoKCAqpqHDx8GACMjI4WeIoXUEsaoBklMTKTT6VpaWoo+sq2mpsbIyAgAMjIyKC9+9+5dBoNBo9HOnDlDbeWZM2cCwLBhw/B0ZdQuuJ+NpuDz+UFBQVKpdMOGDeS8XnFMTU0//fRTAIiKiqK2cm1t7UcffdTS0hISEkLO6ykUFRXFZrPv3r37HVVb6iPNgA88aQpbW9vy8nIfH58rV64oYYP3nJycvn376unp8Xg8MzMzqsoGBQXFxcUNHTo0OTmZwWBQVVYuKSlpzJgxNBrt5s2b5LoTQv8KR6Ma4fnz5+Xl5QCwdetWOp2emJh4+/Zthbbo4uLi5+fX0NBw6NAhqmru27cvLi6uR48ev/76qyIyFABGjRq1YsWK1tbWWbNmvfL8KUL/qKvvKiAlsbOzA4Do6Ggy19577z1Ft/jnn38CgIODAyWPBGRkZOjr6wNAbGxs56u9RUtLi6enJwDMnTtXoQ0htYExqini4uIAoF+/fiKRiHy45+HDhwptUSaTkW/Wnz59upOl6urqXF1dAeDLL7+kpG9vl5ubSy6RxcXFKaE5pOowRjWFRCIht4i/cuUKua9ocHCwohv98ccfAcDHx6eTdWbNmgUAAwYMaGhooKRj/2r//v0AYGpqWlRU1O4Pt7YSQiFBEER6OhEURMycSaxYQdTVUd5J1E3gEpMGITdD+uCDD3bu3Onq6qqrq8vj8cg9RqmVlJQUHx//3XffNTU12djYNDc3e3p6Ojs7Ozg4kAfksdlsBwcH+TZLb3fgwIHg4GAjI6O7d++SY1LlmDJlSnx8/KhRo65fv/7KopxQKKyoqGiqrh5cUgJ8PpSXQ0UF8PlQVgZ8PvD54O4OSUnw3nuQkACWlnDiBCQlwb59Sus8UiaMUQ1SXV3NZrObm5uzsrJCQkLOnz+/ffv21atXU96Kh4dHaWnpvn37RowY4eXlZWRkJBQKX79ST0/v9TPyOBwOm82W71efmZnp6enZ0NBw7NgxckyqNNXV1e7u7uXl5b6+vhwOp6Kigs/nl5aW8vn85uZmABhibX2vouINn6TRoH9/2L0b/vwTdu588cvBg+H+fSV2HykPxqhmWbBgwaFDh5YvXz5u3LgJEyaw2ey8vDwKD6EjCGLq1KnkIC4+Pn748OHZ2dmzZ8/+9NNPXzkjr7i4uLGx8Y1FtLW1bW1t2Wy2oaFhYmJic3PzwoULDxw4QFUn2+7SpUvjx49//e+IiYmJra0t28bmIpMJVlZgZQW2tsBkgq0tWFmBpSVIpXDtGiQlgfwRVIxR9YUxqlle3shu+PDhWVlZp06dmjZtGlX1IyIiQkNDzczM7t+/v379+uPHjw8YMOD27dvkIvsrampqXj8jLz8/v6ioSCqVyi8zNDTk8/kGBgZUdbJd5syZc/ToUVNT0yNHjlhaWtra2lpZWenp6fH5fD6f71pRoVNeDpWVUFYGVVVQWgp8PlRUgFAIDx8ClwvXroGWFjx6BGFhcPp0l3wFpGgYoxrHx8fnxo0be/bsodFoS5YsGT169I0bNyipfOfOnVGjRkkkkrNnz/L5/M8++6xjNzRbWlpKS0t5PF5SUpJAIFizZg2TyaSkhx0QExMzd+5cc3PzyZMn8/n8srKyyspKPp9PBn1j7956ublv+JiODty/D/fuQVwcsFhQVgZ79wKHo+zeI6XAGNU4p0+fnjZtWu/eve/fv+/g4CAUCu/evTt06NBOlq2trR00aFBhYeGqVavmzJlD3tA8evTo7NmzKel2V3nnnXfe+KqCpaUlk8m8MmSItUwGTCbY2QGTCdbWYG0NTCbIc58goKEB2raYhlQUxqjGkUqlvXv3LigoOHfu3JUrV77//vt58+Z18l0jgiCmTZt25swZT0/PCxcujBw58smTJwsWLHj9oGbVcv369bFjx5qYmISEhDg4ODCZTGtraxsbGyaT+coxzkijddWTVqgLRUREAMD48eMLCgrodLquri55wGeH/fDDDwBgamqan58/d+5cAHBzc3v+/DlVHe4qEyZMAIBNmzZ1dUdQt4YxqolqamoMDQ1pNNqTJ0+mTJkCAJs3b+5wtXv37unq6tJotNOnT5PvSunp6Sn6FSklePToEY1GMzAwqKqq6uq+oG4NtybRRKamprNmzSIIYt++fVwuFwCioqJaWlo6UKquri4oKKi5uZnL5fbv3z84OBgA9u/f7+7uTnGnlW7Hjh0EQSxYsIDCI/+QeurqHEddIzMzkxxqCQQCMvI6tuVHUFAQAAwZMqS2ttbDwwMAZs6cSXlvla+kpITBYNDp9GfPnnV1X1B3h6NRDdWvXz9fX9+GhoYjR46Qr9jva/+rilFRUbGxsUZGRrGxsatXr37w4EHv3r1/+uknBfRX2fbvtxw+PHn+/K+dnJy6ui+ou8OVes2VkJAwefJkR0fHjIyMnTt3Lly4kMVitf3jjx498vLyamxs/OWXX3R0dGbMmKGnp3fr1q1BgwYprs/KIRYDmw0iEdy+DZ6eXd0b1O1R9hYgUjmTJk1ycXHJycm5du3at99+296PL1q0qLGxcdGiRV5eXkOGDAGAyMhINchQAIiKApEI3nsPMxS1Cf2bb77p6j6grkGj0Zqbmy9fvnzp0qVbt26lpqZmZmbyeDyxWEyn08ml/Ld8/P3336+vr4+IiPD39y8sLAwMDNy+fbvSOq84Egl88gmIxRAVBc7OXd0bpApwUq/RFixYcPTo0dbW1tf/k46OjoWFxRt3YOrZs6f8Mi6Xu2fPHicnp7S0tB49eiix74py6BAsWAADBsDDh/DWf0cQegFjVHP99ttvM2bM0NXVPXjwoIGBAY/HKyws5P0/8uymN+rRoweLxXJ0dGxtbb148SKDwUhOTibn9aqOIGDAAMjMhKNHQcXfYkXKgzGqofLy8oYMGSISifbv3//FF1+8fkFLS0t1dfXr2y89e/ZMJBLJL7O0tJwxY8bevXuV2HcFSkiAyZPB3h7y8kAxh+YhNYRLTJpIIpHMmjVLJBJNnz79jRkKAAwGw9bW1tbW9vVhpkAgIEesBw8ejI+PLygoUHyXlSQtDbS0ICQEMxS1A45GNdGyZct+/PFHDodz//79ztzQrKmpYbFYDQ0NT548UebxHpRLTgY2G1gsaG6Gs2dh4kQwNu7qPiHVgY/fa5yEhIQ9e/bo6Oj88ssvnVwU6tmzZ1BQEEEQHXh0v1uJiIDPPweCgLo6OHECMxS1D8aoZilvaTljamrGYu3YseOdd97pfMFly5bRaLQjR468fMNUVbS2QlkZkGtpAwfCsWNd3SGkmvDeqAZpJYh1+fmP9PUXXbzI7dOHkppubm5jxoy5du3a4cOHQ0JCKKlJIfIITz6fX1XVWFo6gTzBkzzygzzBkyDgs88AAJYvh4AAoOJfFqRx8N6oBtldUnKsstKKwYjt27cHdcfY/fHHH1OnTnV0dHz27NkrBxEr2ePHjzds2CCTySorK8vKyuRHeAKAlZVtZWXpK9draQGTCYGBUFQER4/CnTtw5Ag0NMCZM0rvOlJlOBrVFLdEouOVlXQa7btevSjMUACYPHmyk5NTXl7euXPnJk+eTGHldhGJRIMHD6bT6U1NTfJfkkd4MplMe3uWhQVYW4ONzd8neDKZQMb+lCkAAH5+8PPPXdR7pMowRjUCv6VlY2EhAbDYzm6gkRG1xbW0tL788ssVK1bs3r27C2M0Li5OIpEYGhqeOHGCyWTa2NhYWVm98UTS1335JZAXRkZCRgakpMCQIfjME2ornNSrPxlBLM7NvVtXN6JHj93Ozop4v1EsFrNYLLFY/PDhwy7ZsFkmk7m6uubm5v76668zZszoTKkffoCVK2HlSlCLHQKQMuBKvfo7VV19t66OyWBscnRU0DviJiYm5AmgXfXk05kzZ3Jzc3v16hUQENDJUiNHAp0OO3fCtWuUdA2pPxyNqq0EgUBKEADgYmBwUSh819R0ENXT+Zfl5ua6urrq6uryeDxzc3PFNfRGI0aMSElJ2bt37+LFiztf7dtv4ZtvwM4OMjLAzKzz9Y2XcdQAAAYqSURBVJCaw9Go2iIX5a0YjB7a2iH29grNUADo3bv3uHHjGhsbf1b6Ms3NmzdTUlLMzMzIQ0k7b8MGePddKC198SwUQm+HMaq2DLW03jExecfExFZZayXk6Xj79u174857irNjxw4AWLp0qaGhISUFtbTg8GEwMYHTp+HIEUpKInWGk3q1NT4jg1yUX25vb62UJCUIol+/ftnZ2adOnZo2bZoSWgSA7OxsNzc3PT29wsJCS0tLCisfPQpz5oChIaSnQ+/eFBZG6gZHo2rLlsHYzuFs53CUk6EAQKPRyNPxdu/erZwWASAiIkImk82dO5faDAWATz+Fjz4CFxfh8uXBSh5fI9WCo1G1NT87+5DSd12qr6+3t7cXiUR3794dOnSoopsrKyvr1auXVCrNzs52VsCJH7W1LR4erkVFBRs3buzAcVVIQ+BoVG3Ns7FRfqNGRkbz588HZT35tHv37paWloCAAEVkKACYmjKOHYuh0+lbtmy5ceOGIppAagBHo4hi+fn5vXv31tPTq6ioMFbklnN1dXVsNru2tjYlJYWS3ar+ydq1a8PDw3v16vXgwQMTExPFNYRUFI5GEcU4HE50dHRGRoZCMxQAoqOja2trfXx8FJqhALB582YvL6+CgoKlS5cqtCGkonA0ilSSRCJxdnYuLi7+888/J06cqOjmnj17NmjQoPr6+tjY2I8//ljRzSHVgqNRpJJiY2OLi4v79u07YcIEJTTn7Oy8a9cuAOByuVVVVUpoEakQjFGkegiC+OGHHwAgNDSUpqyz5GfPnq2lpVVdXV1YWKicFpGqwBhFquf8+fMPHz60s7NT5vz68OHDMpnM2dl52LBhSmsUqQSMUaR6wsLCACAkJIShrDcLpFIpOf7dtm2bclpEKgSXmJCKuXPnjpeXF51OFwqFSnv86LfffpsxYwaHw8nJyenag1JQN4SjUaRirK2tzczMZDLZrVu3lNbo999/DwArV67EDEWvwxhFKobNZq9evZogiDlz5lRWViqhxcTExNTUVEtLS6o24kNqBmMUqZ5Vq1aNHTuWz+fPmzdPCXelyI34lixZ0saTnZCmwXujSCWVlpa6u7sLhcKoqKhFixYprqGsrCw3Nzd9ff2ioiILCwvFNYRUF45GkUqys7M7cOAAAKxYsSI7O1txDW3fvp0giPnz52OGon+Co1GkwubOnRsTEzN48OCUlFQGQ4fy+qWlpRwORyqVPn361MnJifL6SD3gaBSpsL179/bv72lk9PPGjdRnKABERka2tLRMnz4dMxS9BY5GkWpLSZGNHq0lk8HVq+DjQ2VlsVjMZrNFIlFqaqqXlxeVpZF6wdEoUm3Dh2t9/TXIZDBrFgiFVFaOiooSiURjx47FDEVvh6NRpPJaW2H0aEhJgYAA+P13ampKJBIOh1NSUnL+/Pnx48dTUxSpKRyNIpWnrQ2//PLiPOSYGGpqHjt2rKSkZMCAAe+//z41FZH6whhF6qBXL/jxRwCAJUsgN7ez1QiCIN/+XLVqldI24kOqC2MUqYk5c+Cjj6C+HmJjO1sqISEhMzPT3t7+o48+oqJrSM1pd3UHEOqUsjKQSoHFAgDgcmH8ePDwgOpqsLCAlhbIzgZ393ZU4/P5fD5/8eLFALB8+XKlbcSHVBouMSHVdvQo1NXB4sUAAHPmwLp1sGIFGBjAyZNQUQFLlsCpU39f/Pw5lJYCnw8VFVBeTlRVhZWWllZWVlZUVFRUVPD5fIlEAgA6OjpSqZTP55ubm3fR10KqBEejSA3Z2EB8PHh6AgBs2gSXLpG5CQ0NL19FMzXdW1tb8/KvzM3NraysDA0NN23ahBmK2ghjFKm8w4fhr78AAG7ffvGbdesgIACOHgUAyM2F5OQXvzcwAGtrsLYGJhPs7IDN3tyzJ8Pa2prJZNrZ2TGZTJzFow7AGEUqb968vyf1JCMjCAmB7dsBAFauhODgF7lpZPTKRxcrs59IXWGMIvUUGAiHD4OBAQwc2NVdQeoOYxSptoEDoaXlxc8ffggWFjB9OujoAADs2QMpKV3YNaQpcKUeIYQ6BR+/RwihTsEYRQihTsEYRQihTsEYRQihTsEYRQihTsEYRQihTvk/qPB19EfsQBcAAAM4elRYdHJka2l0UEtMIHJka2l0IDIwMjQuMDkuNAAAeJzFk1tIFFEYgM+c3Z2936/urrtDCQmW7C5p1oM7qWBWkmVRhuB4WXZM98KmID6Igkb5ECUGhdAF9yGim9CDFDlDLxXaxdBMKIOg0IcKe8giiGbOuCTmQ3UeHDj7f3PO//3nnD1zPo/dmAPCYxIaBNJDCS1HaN0ECRghEjKSzhWiTP47smKUEWuBlKJGZZYrQPhnhb+otKqkUoqyf3MzACRJJUWoBMvFMgtcjkopEqv7tYAABGQhlDEyOQvlCkZBspBUAqgCKjVQa1io0TJaHQt1ekZvYKHByBhNLDSZGbOFslhZaLUxNjsL7Q7G4RSSXZQrKxe63JTbAzxe4M0G2T7g8wOSYMxqxqRlnBbG7wYlCmF6kiAVchkkdXqD0aQlrTa7w2khPd5sn9+tUGu0JrPzLCH82yBzgrNtX7jBoaO8+FK9y8+/64CIJ7+Oc4XjhziR96l1/BlOE0ZCUwuvCG1D3HdkgB+a+D4mcs5wF98/+gnlK78N8TUNZajOkmXq/rSvB/XvGdkdvnisvFjkB9csNGUrRNxTG6Rbb06gmhe4Xtob0dEiz1f20x+5FsT3zpXTrScGEFs/zIUXf3Yhnr3+KEyl/Yjf7r9dTAWeozrJmVPcs8ck6r/zQ8cvjJ5G/VcXo3zUK811eaaTr9xShnLSD0P8wSc9iJnhW9zCfBPiF4W76TfTfWj9k+8H6dpXUcS2/A30Up4b7fFkqC/8lNqIOK93qvhlfSfizdvTYfnhNOLISJA+//oS4py7NfSmDhZxWLpLlivi4QGj8FtX15iIJdvbIk1VqUTyOJm5bEqhxdtjO1OJGEqrboukIolGNhIrS8QjK0YJucBrpBDiqYtj8fpYBIhfS0OwORQnBUikmqPNcaASsKSydG8oEAyI48mK0oIAEBOK8gNbC4qsO7qV4u1fa5mZT0qsUVdaUXWgPt6ykqVt/KdrwHB1GK4SwyUxXC2G68BwPRgugeFaMVw9hmvEcFUYrgzDVWC4GgzXhuFmYbgWDFeN4coxXLhO8+Ls147hujFcF4ZrxnBNGK5zneZF+7U6fgGQEkdQnhYBGwAAAu16VFh0TU9MIHJka2l0IDIwMjQuMDkuNAAAeJx9VltuGzEM/PcpdIEIfIrSZxKnRVHEBtq0d+h/748Odx2tgwjdzRL2ekSNhuQgp5LXj/P3P3/LvOR8OpVC//kbY5TfSkSn15IfytPL12+X8vz2+PT+5vn66/L2s6gUbViD+yP28e36+v6Gy3N54NqH8eDyoNXYw7Cs0nYdayWRUq336CM/kfYmfYHUPacPtaDyQLWrM9h8Rtqek3unlpkcLPpqc0+g1hax/x7sjWIBbAm06qFKLfc20AXfz8jYU47ogUypQXNa5uzlS+bsYSSRa0DWSRfIkTmpMqm7ZE6iHr5CMsqU5xgc28l5WNgSmBWSKoNbpIQc0fFuAZQNGMESXFL+QbHMmPWxytYVwkD9oS2WGW0DqgiBLtRHHZdScpZHK3N3rEn1+6AlMMvDNYx1NKwY3RSpF8DYgI6Ch4OjDdOx6iDu5YLXaqYAcm3SrC23HntXEvTukcemRm1VbqG9K4WkN0VOZideNbrwrS3FWHzT3Bovc8qt21BnVC9byKX5Cqn77oHpUYeY5E2h6gJp+4k0hFFoheyo43J0b/Xx4ZA9RTBfV1JauWLP5kpu2coD29uSZ0B4qa5GTTZjoD501W/wiKwlAUieSE8PWao0tqGABVHwLpfgWlkMYXeu0mUM5PTK6m2N5NtY4BiSY4wFLZa2JZtKRpsHZVlVVFfKv1zOH0x0t9Wn6+V82Grecnin4dHDIC2fwwXz9sPr8KW0w9EMTxy2xXj64U3opjIOA+J87m3GMjDf+Yll4EmOkx0CT36cBBF4UsyxzsCTJSdNBJ5EOZki8OSKUbAMPOly8s0wGWMuLYPcz59lkMlZkjOCHIJuigqm5W5uLINMzpgPzpPK5Iw5kC1Mzuh33t5MzpICI8jkLMkZQSZnSZkR9L4fuWzddtd3nEEnZ03OcTSFbir3u2qp3fQ6MKlyHmTurckYqQ7G2Y33vZff3/8dwOfTP8fQjc0QhHNgAAABd3pUWHRTTUlMRVMgcmRraXQgMjAyNC4wOS40AAB4nCVSOY4kMQz7yobdgMvQfaCxUQEbzjyi83nBPH4ptwMDJVMkRdX95vfjfguux9/v55fe99d96/Ot7zn6Ixce58hzbv735/dx8a427nXpNvb09bpkW1WiJJu0QlHi7a2W66Jd6qyCGm0mdZeFV6KaVtrZnFELb21paJUtzZFTySzm9dLN3nG6zL3Xy3a4kg95k4f5dLkaxVgwqgbPoD8Fh7saLfil5HHeLCKDkZKGcd+sHjI8mUN42e52GIO6EfeZN1RUPxiWXDNjU44fttJegiE0TkFFiBdaMH2fEbicl23Pah7lNDYAukzPt0dmgsLaQAW3aqbIiHdIIMnJlBDVkaEYXcwmJBXAMEabjKEoxnK8WXwqjWjHC4VLnK7EbgxmEN6Ig1lTOIHxjJSD4SqaLTiWXfGhzkQQ2Bn7R3/GUTBgEVZZ8Hb0siZl/CjhxAdWaaQTIUX5ev7+B1jwgqh/WACAAAAAAElFTkSuQmCC\"></td></tr>\n",
       "<tr><th style=\"text-align: right\">name</th><td style=\"text-align: left\">b1i2n</td></tr>\n",
       "<tr><th style=\"text-align: right\">origin</th><td style=\"text-align: left\">BMCL2010</td></tr>\n",
       "<tr><th style=\"text-align: right\">pIC50</th><td style=\"text-align: left\">8.0458</td></tr></table>"
      ],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fd4510b1310>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanations_dict[\"b1i2n\"].molecule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5c8867a2-926a-4458-8194-6edce7c000d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=800x800>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structure_heatmap_shap(\n",
    "    explanations_dict[\"b1i2n\"], color_limits=(-weight_abs_max, weight_abs_max)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "081c4cd6-34fc-44c3-a7be-218ed30fd3fc",
   "metadata": {},
   "source": [
    "This heatmap shows more but less strongy pronounced contributions than for **5k**. The benzyl's flourine and methyl decorations are the strongest contributers, while now also the whole indole system is contributing. The heatmap is in relatively well agreement with Harren et al.'s results."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ced35b64-86d0-47d1-98bf-6941443e6607",
   "metadata": {},
   "source": [
    "Finally, the let's look at compound **5b**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d47913e5-ead0-47d1-910f-3f83662338da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "<table><tr><td colspan=\"2\" style=\"text-align: center;\"><image 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\"></td></tr>\n",
       "<tr><th style=\"text-align: right\">name</th><td style=\"text-align: left\">b1i5b</td></tr>\n",
       "<tr><th style=\"text-align: right\">origin</th><td style=\"text-align: left\">BMCL2010</td></tr>\n",
       "<tr><th style=\"text-align: right\">pIC50</th><td style=\"text-align: left\">5.8697</td></tr></table>"
      ],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fd4510b3ca0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanations_dict[\"b1i5b\"].molecule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0b1e490d-2a80-4e1b-8041-d34ddabff5ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=800x800>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structure_heatmap_shap(\n",
    "    explanations_dict[\"b1i5b\"], color_limits=(-weight_abs_max, weight_abs_max)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de3fdaee-d746-4783-a0e3-1d572b56f78a",
   "metadata": {},
   "source": [
    "Also for this compound, the heatmap of our Random Forest model is in relative good aggreement with the MLP-based explanations in Harren et al.'s paper. Positive contributions come from the decorated benzyl but negative contributions from the indole and it's decoration. As explained by Harren et al., the methoxy on the indole is unfavorable because its too big and lacking hydrogen bond donor potential to fit into this location in the binding pocket.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36c1a67c-2fbf-4401-a422-9d3cf366feaf",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "Explanations for individual predictions can be easily generated with MolPipeline. The heatmap explanations on the atom level can be used to highlight important parts of the compound. In addition, SHAP-based explanations can be used to decompose a prediction in contributions from freatures present and absent in the molecule.\n",
    "\n",
    "The comparison on the real-world drug discovery data set from Harren et al. shows that the explanations generated with MolPipeline are reasonable and correspond to important protein-ligand interactions and are mostly in good aggreement with other methods. However, the explanation generated with MolPipeline and Random Forest can differ from these generated with an MLP and DeepSHAP. Therefore, it is essential to inteprete all explanations in the context of the data set and models used. Additionally, multiple models can be tried to get a more comprehensive interpretation.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd5d90f9-81d1-4d4a-893e-876a28dd8410",
   "metadata": {},
   "source": [
    "## Further challenges\n",
    "Interpreting model predicitions with XAI methods can be challenging. Harren et al. nicely describe more of these challenges in their paper. For example, for interpreting SAR results it is important to know which parts of the molecules were exchanged and which were kept static during the exploration and therefore in the data set. Substituents that are the same in all molecules of the series will likely have neutral influence on the model predictions. However, exchanging them might have a large negative or positive effect on affinity, which is likely not captured by the data, the model and the explanations. "
   ]
  }
 ],
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