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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "835712aa-8202-400d-9295-ede37955f6af",
+   "metadata": {},
+   "source": [
+    "## Backgorund \n",
+    "\n",
+    "Dihydrofolate Reductase (**DHFR**) is an essential enzyme involved in the folate metabolic pathway. Folate is an organic molecule required for various cellular processes, including DNA synthesis and repair. DHFR plays a key role in converting dihydrofolate into tetrahydrofolate, a biologically active form of folate.\n",
+    "\n",
+    "Cancer cells often divide more rapidly than healthy cells, and they have an increased demand for DNA synthesis. Inhibiting the catalytic activity of DHFR can disrupt the production of tetrahydrofolate, which is necessary for DNA synthesis. This disruption can slow down or prevent cancer cell replication, making DHFR an important target for cancer treatment\n",
+    "\n",
+    "**IC50** (Inhibitory Concentration at 50%): IC50 is a measure of the concentration of a substance (e.g., a drug or inhibitor) required to inhibit a biological or biochemical process by 50%. It quantifies the potency of the substance, with lower IC50 values indicating higher potency.\n",
+    "\n",
+    "**pIC50** (Negative Logarithm of IC50): pIC50 = -log10(IC50). It is often used in pharmacology and drug discovery to express the potency of a substance. Higher pIC50 values correspond to more potent substances, with a lower concentration needed to achieve 50% inhibition. For example, a compound with a pIC50 of 7 is generally considered more potent than one with a pIC50 of 6 when inhibiting DHFR.\n",
+    "\n",
+    "## Data\n",
+    "Downloaded from https://github.com/KISysBio/qsar-models/tree/master\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "f60b9daf-efbd-4ef5-a57a-cdedc618fff9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from rdkit.Chem import MolFromSmiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "fc0ce157-f779-420a-b214-0b5d9398274e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_scatterplot(x, y, df):\n",
+    "    \"\"\"\n",
+    "    Create a scatter plot of two columns from a DataFrame.\n",
+    "\n",
+    "    Parameters\n",
+    "    ----------\n",
+    "    x (str): The column name for the x-axis.\n",
+    "    y (str): The column name for the y-axis.\n",
+    "    df (pd.DataFrame): The DataFrame containing the data.\n",
+    "\n",
+    "    Returns\n",
+    "    -------\n",
+    "    None: The function displays the scatter plot but doesn't return a value.\n",
+    "    \"\"\"\n",
+    "    x_data = df[x]\n",
+    "    y_data = df[y]\n",
+    "    plt.scatter(x_data, y_data)\n",
+    "    plt.xlabel(x)\n",
+    "    plt.ylabel(y)\n",
+    "    plt.title(f\"Scatter Plot of {x} vs. {y}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "870ba830-36a3-41c2-a29b-789f3c6131f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['features', 'normalised_features', 'metadata', 'ECFP4_bits']\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_file = \"data/hDHFR.xlsx\"\n",
+    "xls = pd.ExcelFile(data_file)\n",
+    "sheet_names = xls.sheet_names\n",
+    "print(sheet_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "5d0a4b47-b872-4c77-b7c2-acd4ad7dff40",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(560, 81)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Index(['XLogP', 'LipinskiFailures', 'nRotB', 'MLogP', 'nAtomLAC', 'nAtomP',\n",
+       "       'nAtomLC', 'nBase', 'naAromAtom', 'ALogP', 'ALogp2', 'nSmallRings',\n",
+       "       'nRingBlocks', 'nAromBlocks', 'nRings6', 'WPATH', 'WTPT.2', 'WTPT.4',\n",
+       "       'WTPT.5', 'MDEC.11', 'MDEC.12', 'MDEC.13', 'MDEC.22', 'MDEC.23',\n",
+       "       'MDEC.33', 'MDEO.11', 'MDEO.22', 'MDEN.11', 'MDEN.12', 'MDEN.13',\n",
+       "       'MDEN.22', 'khs.ssCH2', 'khs.dsCH', 'khs.aaCH', 'khs.sssCH', 'khs.tsC',\n",
+       "       'khs.dssC', 'khs.aasC', 'khs.aaaC', 'khs.ssssC', 'khs.sNH2', 'khs.ssNH',\n",
+       "       'khs.aaNH', 'khs.aaN', 'khs.sssN', 'khs.aasN', 'khs.sOH', 'khs.ssO',\n",
+       "       'khs.aaO', 'khs.ssS', 'khs.aaS', 'khs.sCl', 'HybRatio', 'FMF', 'ECCEN',\n",
+       "       'SP.7', 'VP.7', 'SPC.6', 'VPC.6', 'SC.3', 'SC.5', 'VC.3', 'VC.5',\n",
+       "       'SCH.5', 'SCH.6', 'SCH.7', 'VCH.5', 'VCH.6', 'C1SP2', 'C2SP2', 'C3SP2',\n",
+       "       'C1SP3', 'C2SP3', 'C3SP3', 'ATSp5', 'ATSm1', 'tpsaEfficiency.1',\n",
+       "       'nHBDon', 'bpol', 'topoShape.1', 'pIC50'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "norm_features = pd.read_excel(data_file, sheet_name=\"normalised_features\")\n",
+    "print(norm_features.shape)\n",
+    "norm_features.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "be277032-9fec-4a29-9240-49979536184e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(560, 65)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Index(['PARENT_CMPD_CHEMBLID', 'CMPD_CHEMBLID', 'MOLREGNO', 'PARENT_MOLREGNO',\n",
+       "       'MOL_PREF_NAME', 'COMPOUND_KEY', 'MOLWEIGHT', 'ALOGP', 'PSA',\n",
+       "       'NUM_RO5_VIOLATIONS', 'CANONICAL_SMILES', 'ACTIVITY_ID',\n",
+       "       'STANDARD_TYPE', 'RELATION', 'STANDARD_VALUE', 'STANDARD_UNITS',\n",
+       "       'PCHEMBL_VALUE', 'PUBLISHED_TYPE', 'PUBLISHED_RELATION',\n",
+       "       'PUBLISHED_VALUE', 'PUBLISHED_UNITS', 'ACTIVITY_COMMENT',\n",
+       "       'DATA_VALIDITY_COMMENT', 'POTENTIAL_DUPLICATE', 'BAO_ENDPOINT',\n",
+       "       'UO_UNITS', 'QUDT_UNITS', 'ASSAY_ID', 'ASSAY_CHEMBLID', 'ASSAY_TYPE',\n",
+       "       'DESCRIPTION', 'ASSAY_SRC_ID', 'ASSAY_SRC_DESCRIPTION',\n",
+       "       'ASSAY_ORGANISM', 'ASSAY_STRAIN', 'ASSAY_TAX_ID', 'CURATED_BY',\n",
+       "       'BAO_FORMAT', 'TID', 'TARGET_CHEMBLID', 'TARGET_TYPE',\n",
+       "       'PROTEIN_ACCESSION', 'PREF_NAME', 'ORGANISM', 'CONFIDENCE_SCORE',\n",
+       "       'TARGET_MAPPING', 'APD_NAME', 'APD_CONFIDENCE', 'DOC_ID',\n",
+       "       'DOC_CHEMBLID', 'PUBMED_ID', 'JOURNAL', 'YEAR', 'VOLUME', 'ISSUE',\n",
+       "       'FIRST_PAGE', 'CELL_ID', 'CELL_CHEMBL_ID', 'CELL_NAME', 'NUM_COMPOUNDS',\n",
+       "       'STANDARD_DEVIATION', 'NEW_ACTIVITY_VALUE', 'DUPLICATED', 'REMOVE',\n",
+       "       'ID'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metadata = pd.read_excel(data_file, sheet_name=\"metadata\")\n",
+    "print(metadata.shape)\n",
+    "metadata.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "335c140c-22fa-42fb-a1c3-c5104effeec7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of unique SMILES is 560\n"
+     ]
+    }
+   ],
+   "source": [
+    "# add the cananical smiles to the dataset with pIC50 values\n",
+    "data = pd.concat([norm_features, metadata[[\"CANONICAL_SMILES\"]]], axis=1)\n",
+    "assert len(data) == len(norm_features) == len(metadata)\n",
+    "print(f\"Number of unique SMILES is {data['CANONICAL_SMILES'].nunique()}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "73d865f0",
+   "metadata": {},
+   "source": [
+    "## Inspect the relationship between some of the features and pIC50"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "545d7e22-5e72-4c8d-b05d-ae1cce065739",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "get_scatterplot(\"XLogP\", \"pIC50\", data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "b3a64116-3e0b-47d6-86ef-67b37544425e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "get_scatterplot(\"ATSp5\", \"pIC50\", data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "1c74c8b0-47b0-477a-b423-403b6a9427d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "get_scatterplot(\"VCH.5\", \"pIC50\", data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "9534d239-8a07-4dfd-ad68-ad4ad9aa3327",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "get_scatterplot(\"tpsaEfficiency.1\", \"pIC50\", data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a1181133-f5b3-43dc-bde3-f05d4d2e77e1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# inspect the distribution of the pIC50 values\n",
+    "plt.hist(data[\"pIC50\"]);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "7afea126-ad02-415d-8223-2f2f03210400",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# inspect the distribution of the pIC50 values\n",
+    "plt.hist(data[\"pIC50\"], bins=20);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df7b10f7",
+   "metadata": {},
+   "source": [
+    "## Inspect the structures of some of the \"top\" molecules"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "14fafd0a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are 58 molecules having a pIC50 value of at least 8.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Consider pIC50 values > 8 to be good\n",
+    "top_molecules = data[data[\"pIC50\"] > 8].sort_values(\"pIC50\", ascending=False)\n",
+    "print(f\"There are {len(top_molecules)} molecules having a pIC50 value of at least 8.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "055457a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<rdkit.Chem.rdchem.Mol at 0x156c9d740>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MolFromSmiles(top_molecules['CANONICAL_SMILES'].iloc[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3cf4a45a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<rdkit.Chem.rdchem.Mol at 0x156c9d900>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MolFromSmiles(top_molecules['CANONICAL_SMILES'].iloc[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f3f4c6b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<rdkit.Chem.rdchem.Mol at 0x156c9db30>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MolFromSmiles(top_molecules['CANONICAL_SMILES'].iloc[50])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "ba0a7ae6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# output the data to be used in modeling\n",
+    "data.to_csv(\"data/hDHFR_pIC50_data.csv\", index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}