Skip to content

Instantly share code, notes, and snippets.

@iwatobipen

iwatobipen/kinase-bioactivities-in-chembl.ipynb

Created April 8, 2022 13:35
Show Gist options
  • Star 3 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save iwatobipen/7b8a06128b3e09aa7323ca6576e4d8c9 to your computer and use it in GitHub Desktop.
Save iwatobipen/7b8a06128b3e09aa7323ca6576e4d8c9 to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
kinase-bioactivities-in-chembl.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Query ChEMBL for bioactivities involving protein kinases\n",
"\n",
"ChEMBL stores a good amount of bioactivities for protein-ligand complexes in the field of kinases. Before running this notebook, we have identified the set of human protein kinases we want to target (`/human-kinases`) and under what identifiers these proteins are stored in ChEMBL (`/kinases-in-chembl`).\n",
"\n",
"Now we can query ChEMBL for all bioactivities involving these targets but first we need to make sure we don't run into some common pitfalls (see section \"Curate the dataset\")."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sqlite3 as sql\n",
"import csv\n",
"import os\n",
"from pathlib import Path\n",
"from collections import defaultdict\n",
"\n",
"import pandas as pd\n",
"from tqdm import tnrange\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"HERE = Path(_dh[-1])\n",
"REPO = (HERE / \"..\").resolve()\n",
"DATA = REPO / \"data\"\n",
"OUT = HERE / \"_out\"\n",
"OUT.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get the [local export](https://chembl.gitbook.io/chembl-interface-documentation/downloads) for the ChEMBL version you want to query. You need the one named `chembl_<VERSION>_sqlite.tar.gz`. Extract the `*.db` file and point to its location using `CHEMBL_SQLITE_PATH` below:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"CHEMBL_VERSION = 30\n",
"CHEMBL_SQLITE_PATH = f\"../../_chembl_fetcher/chembl_{CHEMBL_VERSION}/chembl_{CHEMBL_VERSION}_sqlite/chembl_{CHEMBL_VERSION}.db\"\n",
"CHEMBL_SQLITE_PATH = f\"/home/iwatobipen/dev/chemoinfodata/chembl_{CHEMBL_VERSION}/chembl_{CHEMBL_VERSION}_sqlite/chembl_{CHEMBL_VERSION}.db\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Map `chembl_targets` to `UniprotID`.\n",
"\n",
"This file is generated with the `kinase-in-chembl` notebooks. Update it if you think there might be more ChEMBL targets."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UniprotID</th>\n",
" <th>Name</th>\n",
" <th>chembl_targets</th>\n",
" <th>type</th>\n",
" <th>origin</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>A4QPH2</td>\n",
" <td>PI4KAP2</td>\n",
" <td>CHEMBL4105789</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>klifs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>O00141</td>\n",
" <td>SGK1</td>\n",
" <td>CHEMBL2343</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>O00238</td>\n",
" <td>BMPR1B|BMR1B</td>\n",
" <td>CHEMBL5476</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>O00311</td>\n",
" <td>CDC7</td>\n",
" <td>CHEMBL5443</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>O00329</td>\n",
" <td>PIK3CD</td>\n",
" <td>CHEMBL3130</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>klifs|pkinfam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>489</th>\n",
" <td>Q9Y5S2</td>\n",
" <td>MRCKB|CDC42BPB</td>\n",
" <td>CHEMBL5052</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490</th>\n",
" <td>Q9Y616</td>\n",
" <td>IRAK3</td>\n",
" <td>CHEMBL5081</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491</th>\n",
" <td>Q9Y6E0</td>\n",
" <td>STK24</td>\n",
" <td>CHEMBL5082</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492</th>\n",
" <td>Q9Y6M4</td>\n",
" <td>CSNK1G3|KC1G3</td>\n",
" <td>CHEMBL5084</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493</th>\n",
" <td>Q9Y6R4</td>\n",
" <td>M3K4|MAP3K4</td>\n",
" <td>CHEMBL4853</td>\n",
" <td>SINGLE PROTEIN</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>494 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" UniprotID Name chembl_targets type \\\n",
"0 A4QPH2 PI4KAP2 CHEMBL4105789 SINGLE PROTEIN \n",
"1 O00141 SGK1 CHEMBL2343 SINGLE PROTEIN \n",
"2 O00238 BMPR1B|BMR1B CHEMBL5476 SINGLE PROTEIN \n",
"3 O00311 CDC7 CHEMBL5443 SINGLE PROTEIN \n",
"4 O00329 PIK3CD CHEMBL3130 SINGLE PROTEIN \n",
".. ... ... ... ... \n",
"489 Q9Y5S2 MRCKB|CDC42BPB CHEMBL5052 SINGLE PROTEIN \n",
"490 Q9Y616 IRAK3 CHEMBL5081 SINGLE PROTEIN \n",
"491 Q9Y6E0 STK24 CHEMBL5082 SINGLE PROTEIN \n",
"492 Q9Y6M4 CSNK1G3|KC1G3 CHEMBL5084 SINGLE PROTEIN \n",
"493 Q9Y6R4 M3K4|MAP3K4 CHEMBL4853 SINGLE PROTEIN \n",
"\n",
" origin \n",
"0 klifs \n",
"1 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"2 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"3 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"4 klifs|pkinfam \n",
".. ... \n",
"489 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"490 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"491 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"492 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"493 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"\n",
"[494 rows x 5 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kinases = pd.read_csv(DATA / f\"human_kinases_and_chembl_targets.chembl_{CHEMBL_VERSION}.csv\")\n",
"kinases"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are only interested in `SINGLE PROTEIN` targets for now."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UniprotID</th>\n",
" <th>Name</th>\n",
" <th>chembl_targets</th>\n",
" <th>origin</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>A4QPH2</td>\n",
" <td>PI4KAP2</td>\n",
" <td>CHEMBL4105789</td>\n",
" <td>klifs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>O00141</td>\n",
" <td>SGK1</td>\n",
" <td>CHEMBL2343</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>O00238</td>\n",
" <td>BMPR1B|BMR1B</td>\n",
" <td>CHEMBL5476</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>O00311</td>\n",
" <td>CDC7</td>\n",
" <td>CHEMBL5443</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>O00329</td>\n",
" <td>PIK3CD</td>\n",
" <td>CHEMBL3130</td>\n",
" <td>klifs|pkinfam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>489</th>\n",
" <td>Q9Y5S2</td>\n",
" <td>MRCKB|CDC42BPB</td>\n",
" <td>CHEMBL5052</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490</th>\n",
" <td>Q9Y616</td>\n",
" <td>IRAK3</td>\n",
" <td>CHEMBL5081</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491</th>\n",
" <td>Q9Y6E0</td>\n",
" <td>STK24</td>\n",
" <td>CHEMBL5082</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492</th>\n",
" <td>Q9Y6M4</td>\n",
" <td>CSNK1G3|KC1G3</td>\n",
" <td>CHEMBL5084</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493</th>\n",
" <td>Q9Y6R4</td>\n",
" <td>M3K4|MAP3K4</td>\n",
" <td>CHEMBL4853</td>\n",
" <td>kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>494 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" UniprotID Name chembl_targets \\\n",
"0 A4QPH2 PI4KAP2 CHEMBL4105789 \n",
"1 O00141 SGK1 CHEMBL2343 \n",
"2 O00238 BMPR1B|BMR1B CHEMBL5476 \n",
"3 O00311 CDC7 CHEMBL5443 \n",
"4 O00329 PIK3CD CHEMBL3130 \n",
".. ... ... ... \n",
"489 Q9Y5S2 MRCKB|CDC42BPB CHEMBL5052 \n",
"490 Q9Y616 IRAK3 CHEMBL5081 \n",
"491 Q9Y6E0 STK24 CHEMBL5082 \n",
"492 Q9Y6M4 CSNK1G3|KC1G3 CHEMBL5084 \n",
"493 Q9Y6R4 M3K4|MAP3K4 CHEMBL4853 \n",
"\n",
" origin \n",
"0 klifs \n",
"1 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"2 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"3 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"4 klifs|pkinfam \n",
".. ... \n",
"489 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"490 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"491 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"492 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"493 kinhub|klifs|pkinfam|reviewed_uniprot|dunbrack... \n",
"\n",
"[494 rows x 4 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kinases_sp = kinases[kinases.type == \"SINGLE PROTEIN\"].drop(\"type\", axis=1)\n",
"kinases_sp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will need this dataframe to map between chembl target and uniprot later, when we write the query results to disk."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Query local ChEMBL DB for speed"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"conn = sql.connect(CHEMBL_SQLITE_PATH, isolation_level=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Types of assays\n",
"\n",
"Check which kind of assays can be found on human kinases."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"CHEMBL_TARGETS = set(kinases_sp.chembl_targets.tolist())\n",
"q = f\"\"\"\n",
"SELECT standard_type, COUNT(standard_type) \n",
"FROM activities\n",
" LEFT JOIN assays ON assays.assay_id=activities.assay_id\n",
" LEFT JOIN target_dictionary ON target_dictionary.tid=assays.tid\n",
"WHERE\n",
" target_dictionary.chembl_id IN ({', '.join([f'\"{x}\"' for x in CHEMBL_TARGETS])})\n",
"GROUP BY standard_type \n",
"ORDER BY 2 DESC\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"assay_types = pd.read_sql(q, conn)\n",
"assay_types.columns = [\"Value\", \"Count\"]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Value</th>\n",
" <th>Count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>IC50</td>\n",
" <td>279394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Inhibition</td>\n",
" <td>255802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Ki</td>\n",
" <td>138883</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Kd</td>\n",
" <td>107693</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Residual Activity</td>\n",
" <td>70152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Potency</td>\n",
" <td>50182</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>% Control</td>\n",
" <td>50004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Activity</td>\n",
" <td>46114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Thermal melting change</td>\n",
" <td>9360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>EC50</td>\n",
" <td>8014</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Value Count\n",
"0 IC50 279394\n",
"1 Inhibition 255802\n",
"2 Ki 138883\n",
"3 Kd 107693\n",
"4 Residual Activity 70152\n",
"5 Potency 50182\n",
"6 % Control 50004\n",
"7 Activity 46114\n",
"8 Thermal melting change 9360\n",
"9 EC50 8014"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"assay_types.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There's a lot of information we are not using! `Inhibition` is as populated as `IC50`, but we don't know what kind of information this category contains."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Query bioactivities \n",
"\n",
"Get all entries in the SQL db that:\n",
"\n",
"- Correspond to IC50, Ki, Kd measurements. Check `activities.standard_type` fields.\n",
"- assay_type = B (Binding)\n",
"- Relation is `=`\n",
"- Target is part of the human kinome (as provided by `DATA / human_kinases_and_chembl_targets.chembl_{CHEMBL_VERSION}.csv`, see `kinases` cell)\n",
"- Confidence score is greather than zero (in practice, only 43 entries have score=0; the rest are either 8 or 9)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"CHEMBL_TARGETS = set(kinases_sp.chembl_targets.tolist())\n",
"select_these = [\n",
" \"activities.activity_id\",\n",
" \"assays.chembl_id\",\n",
" \"target_dictionary.chembl_id\", \n",
" \"molecule_dictionary.chembl_id\", \n",
" \"molecule_dictionary.max_phase\", \n",
" \"activities.standard_type\", \n",
" \"activities.standard_value\", \n",
" \"activities.standard_units\", \n",
" \"compound_structures.canonical_smiles\", \n",
" \"compound_structures.standard_inchi\", \n",
" \"component_sequences.sequence\", \n",
" \"assays.confidence_score\", \n",
" \"docs.chembl_id\", \n",
" \"docs.year\", \n",
" \"docs.authors\", \n",
"]\n",
"q = f\"\"\"\n",
"SELECT\n",
" {', '.join(select_these)}\n",
"FROM \n",
" activities\n",
" LEFT JOIN assays ON assays.assay_id=activities.assay_id\n",
" LEFT JOIN target_dictionary ON target_dictionary.tid=assays.tid\n",
" LEFT JOIN compound_structures ON activities.molregno=compound_structures.molregno\n",
" LEFT JOIN molecule_dictionary ON activities.molregno=molecule_dictionary.molregno\n",
" LEFT JOIN target_components ON target_dictionary.tid=target_components.tid\n",
" LEFT JOIN component_sequences ON target_components.component_id=component_sequences.component_id\n",
" LEFT JOIN docs ON docs.doc_id=activities.doc_id\n",
"WHERE\n",
" target_dictionary.chembl_id IN ({', '.join([f'\"{x}\"' for x in CHEMBL_TARGETS])})\n",
"AND\n",
" activities.standard_relation=\"=\"\n",
"AND\n",
" assays.assay_type=\"B\"\n",
"AND\n",
" activities.standard_type in (\"IC50\", \"Ki\", \"Kd\")\n",
"AND\n",
" assays.confidence_score > 0\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"activities_sql = pd.read_sql_query(q, conn)\n",
"activities_sql.columns = select_these"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We need to add the UniprotID column from `kinases_sp`:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>activities.activity_id</th>\n",
" <th>assays.chembl_id</th>\n",
" <th>target_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.max_phase</th>\n",
" <th>activities.standard_type</th>\n",
" <th>activities.standard_value</th>\n",
" <th>activities.standard_units</th>\n",
" <th>compound_structures.canonical_smiles</th>\n",
" <th>compound_structures.standard_inchi</th>\n",
" <th>component_sequences.sequence</th>\n",
" <th>assays.confidence_score</th>\n",
" <th>docs.chembl_id</th>\n",
" <th>docs.year</th>\n",
" <th>docs.authors</th>\n",
" <th>UniprotID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>32260</td>\n",
" <td>CHEMBL674637</td>\n",
" <td>CHEMBL203</td>\n",
" <td>CHEMBL68920</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>41.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)...</td>\n",
" <td>InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12...</td>\n",
" <td>MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P00533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>32262</td>\n",
" <td>CHEMBL816964</td>\n",
" <td>CHEMBL279</td>\n",
" <td>CHEMBL68920</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>16500.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)...</td>\n",
" <td>InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12...</td>\n",
" <td>MQSKVLLAVALWLCVETRAASVGLPSVSLDLPRLSIQKDILTIKAN...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P35968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>32267</td>\n",
" <td>CHEMBL674637</td>\n",
" <td>CHEMBL203</td>\n",
" <td>CHEMBL69960</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>170.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C(=O)N2CCOCC2)[nH]c1/C=C1\\C(=O)Nc2ncnc(N...</td>\n",
" <td>InChI=1S/C23H20ClFN6O3/c1-12-8-18(23(33)31-4-6...</td>\n",
" <td>MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P00533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>32330</td>\n",
" <td>CHEMBL842023</td>\n",
" <td>CHEMBL258</td>\n",
" <td>CHEMBL69638</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>140.00</td>\n",
" <td>nM</td>\n",
" <td>Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1</td>\n",
" <td>InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5...</td>\n",
" <td>MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL1132739</td>\n",
" <td>2000.0</td>\n",
" <td>Arnold LD, Calderwood DJ, Dixon RW, Johnston D...</td>\n",
" <td>P06239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>32331</td>\n",
" <td>CHEMBL842019</td>\n",
" <td>CHEMBL258</td>\n",
" <td>CHEMBL69638</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>1180.00</td>\n",
" <td>nM</td>\n",
" <td>Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1</td>\n",
" <td>InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5...</td>\n",
" <td>MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL1132739</td>\n",
" <td>2000.0</td>\n",
" <td>Arnold LD, Calderwood DJ, Dixon RW, Johnston D...</td>\n",
" <td>P06239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252722</th>\n",
" <td>22926828</td>\n",
" <td>CHEMBL4737728</td>\n",
" <td>CHEMBL3920</td>\n",
" <td>CHEMBL4791586</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>134.00</td>\n",
" <td>nM</td>\n",
" <td>O=C1NCCC12CCN(c1c(Cl)cncc1-c1cc3ccccc3s1)CC2</td>\n",
" <td>InChI=1S/C21H20ClN3OS/c22-16-13-23-12-15(18-11...</td>\n",
" <td>MSPFLRIGLSNFDCGSCQSCQGEAVNPYCAVLVKEYVESENGQMYI...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4732199</td>\n",
" <td>2021.0</td>\n",
" <td>Yu M,Teo T,Yang Y,Li M,Long Y,Philip S,Noll B,...</td>\n",
" <td>Q04759</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252723</th>\n",
" <td>22992611</td>\n",
" <td>CHEMBL4775562</td>\n",
" <td>CHEMBL3553</td>\n",
" <td>CHEMBL4789639</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>0.02</td>\n",
" <td>nM</td>\n",
" <td>[2H]C([2H])([2H])NC(=O)c1cnc(NC(=O)C2CC2)cc1Nc...</td>\n",
" <td>InChI=1S/C22H21FN6O3/c1-24-22(31)15-11-25-18(2...</td>\n",
" <td>MPLRHWGMARGSKPVGDGAQPMAAMGGLKVLLHWAGPGGGEPWVTF...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765480</td>\n",
" <td>2021.0</td>\n",
" <td>Liu C,Lin J,Langevine C,Smith D,Li J,Tokarski ...</td>\n",
" <td>P29597</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252724</th>\n",
" <td>22994689</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4791260</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>1000.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc...</td>\n",
" <td>InChI=1S/C26H25ClN4O3/c1-14-22(28-16(3)24(14)3...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252725</th>\n",
" <td>22994691</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4785430</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>110.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc...</td>\n",
" <td>InChI=1S/C26H25BrN4O3/c1-14-22(28-16(3)24(14)3...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252726</th>\n",
" <td>22994693</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4786599</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>19.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)Cc4cc...</td>\n",
" <td>InChI=1S/C27H26ClFN4O3/c1-14(10-17-4-7-19(29)8...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>252727 rows × 16 columns</p>\n",
"</div>"
],
"text/plain": [
" activities.activity_id assays.chembl_id target_dictionary.chembl_id \\\n",
"0 32260 CHEMBL674637 CHEMBL203 \n",
"1 32262 CHEMBL816964 CHEMBL279 \n",
"2 32267 CHEMBL674637 CHEMBL203 \n",
"3 32330 CHEMBL842023 CHEMBL258 \n",
"4 32331 CHEMBL842019 CHEMBL258 \n",
"... ... ... ... \n",
"252722 22926828 CHEMBL4737728 CHEMBL3920 \n",
"252723 22992611 CHEMBL4775562 CHEMBL3553 \n",
"252724 22994689 CHEMBL4775836 CHEMBL5678 \n",
"252725 22994691 CHEMBL4775836 CHEMBL5678 \n",
"252726 22994693 CHEMBL4775836 CHEMBL5678 \n",
"\n",
" molecule_dictionary.chembl_id molecule_dictionary.max_phase \\\n",
"0 CHEMBL68920 0 \n",
"1 CHEMBL68920 0 \n",
"2 CHEMBL69960 0 \n",
"3 CHEMBL69638 0 \n",
"4 CHEMBL69638 0 \n",
"... ... ... \n",
"252722 CHEMBL4791586 0 \n",
"252723 CHEMBL4789639 0 \n",
"252724 CHEMBL4791260 0 \n",
"252725 CHEMBL4785430 0 \n",
"252726 CHEMBL4786599 0 \n",
"\n",
" activities.standard_type activities.standard_value \\\n",
"0 IC50 41.00 \n",
"1 IC50 16500.00 \n",
"2 IC50 170.00 \n",
"3 IC50 140.00 \n",
"4 IC50 1180.00 \n",
"... ... ... \n",
"252722 Ki 134.00 \n",
"252723 Ki 0.02 \n",
"252724 Ki 1000.00 \n",
"252725 Ki 110.00 \n",
"252726 Ki 19.00 \n",
"\n",
" activities.standard_units \\\n",
"0 nM \n",
"1 nM \n",
"2 nM \n",
"3 nM \n",
"4 nM \n",
"... ... \n",
"252722 nM \n",
"252723 nM \n",
"252724 nM \n",
"252725 nM \n",
"252726 nM \n",
"\n",
" compound_structures.canonical_smiles \\\n",
"0 Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)... \n",
"1 Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)... \n",
"2 Cc1cc(C(=O)N2CCOCC2)[nH]c1/C=C1\\C(=O)Nc2ncnc(N... \n",
"3 Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1 \n",
"4 Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1 \n",
"... ... \n",
"252722 O=C1NCCC12CCN(c1c(Cl)cncc1-c1cc3ccccc3s1)CC2 \n",
"252723 [2H]C([2H])([2H])NC(=O)c1cnc(NC(=O)C2CC2)cc1Nc... \n",
"252724 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc... \n",
"252725 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc... \n",
"252726 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)Cc4cc... \n",
"\n",
" compound_structures.standard_inchi \\\n",
"0 InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12... \n",
"1 InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12... \n",
"2 InChI=1S/C23H20ClFN6O3/c1-12-8-18(23(33)31-4-6... \n",
"3 InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5... \n",
"4 InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5... \n",
"... ... \n",
"252722 InChI=1S/C21H20ClN3OS/c22-16-13-23-12-15(18-11... \n",
"252723 InChI=1S/C22H21FN6O3/c1-24-22(31)15-11-25-18(2... \n",
"252724 InChI=1S/C26H25ClN4O3/c1-14-22(28-16(3)24(14)3... \n",
"252725 InChI=1S/C26H25BrN4O3/c1-14-22(28-16(3)24(14)3... \n",
"252726 InChI=1S/C27H26ClFN4O3/c1-14(10-17-4-7-19(29)8... \n",
"\n",
" component_sequences.sequence \\\n",
"0 MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED... \n",
"1 MQSKVLLAVALWLCVETRAASVGLPSVSLDLPRLSIQKDILTIKAN... \n",
"2 MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED... \n",
"3 MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD... \n",
"4 MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD... \n",
"... ... \n",
"252722 MSPFLRIGLSNFDCGSCQSCQGEAVNPYCAVLVKEYVESENGQMYI... \n",
"252723 MPLRHWGMARGSKPVGDGAQPMAAMGGLKVLLHWAGPGGGEPWVTF... \n",
"252724 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"252725 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"252726 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"\n",
" assays.confidence_score docs.chembl_id docs.year \\\n",
"0 8 CHEMBL1134862 2002.0 \n",
"1 8 CHEMBL1134862 2002.0 \n",
"2 8 CHEMBL1134862 2002.0 \n",
"3 9 CHEMBL1132739 2000.0 \n",
"4 9 CHEMBL1132739 2000.0 \n",
"... ... ... ... \n",
"252722 9 CHEMBL4732199 2021.0 \n",
"252723 9 CHEMBL4765480 2021.0 \n",
"252724 9 CHEMBL4765490 2021.0 \n",
"252725 9 CHEMBL4765490 2021.0 \n",
"252726 9 CHEMBL4765490 2021.0 \n",
"\n",
" docs.authors UniprotID \n",
"0 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P00533 \n",
"1 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P35968 \n",
"2 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P00533 \n",
"3 Arnold LD, Calderwood DJ, Dixon RW, Johnston D... P06239 \n",
"4 Arnold LD, Calderwood DJ, Dixon RW, Johnston D... P06239 \n",
"... ... ... \n",
"252722 Yu M,Teo T,Yang Y,Li M,Long Y,Philip S,Noll B,... Q04759 \n",
"252723 Liu C,Lin J,Langevine C,Smith D,Li J,Tokarski ... P29597 \n",
"252724 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"252725 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"252726 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"\n",
"[252727 rows x 16 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activities = pd.merge(activities_sql, kinases_sp[[\"chembl_targets\", \"UniprotID\"]], left_on=\"target_dictionary.chembl_id\", right_on=\"chembl_targets\", how=\"left\").drop(columns=[\"chembl_targets\"])\n",
"activities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although units have been standardized, not all of them are $nM$."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['nM', 'ug.mL-1', None, 'ucm', '/uM', '/uM/s', \"10'7nM\",\n",
" '10^-6 mol/L', '10^-7mol/L', '10^-8mol/L', '10^-5 mol/L',\n",
" '10^-9mol/L', \"10'-3/s\", \"10'-10L/mol\", \"10'-9L/mol\", \"10'-2/s\",\n",
" '/s', \"10'-1/s\", \"10'-5/s\", \"10'-4/s\", '/nM/min', '10^6/M/s',\n",
" '10^4/M/s', '10^2/M/s'], dtype=object)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activities[\"activities.standard_units\"].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's keep only those that are $nM$."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>activities.activity_id</th>\n",
" <th>assays.chembl_id</th>\n",
" <th>target_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.max_phase</th>\n",
" <th>activities.standard_type</th>\n",
" <th>activities.standard_value</th>\n",
" <th>activities.standard_units</th>\n",
" <th>compound_structures.canonical_smiles</th>\n",
" <th>compound_structures.standard_inchi</th>\n",
" <th>component_sequences.sequence</th>\n",
" <th>assays.confidence_score</th>\n",
" <th>docs.chembl_id</th>\n",
" <th>docs.year</th>\n",
" <th>docs.authors</th>\n",
" <th>UniprotID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>32260</td>\n",
" <td>CHEMBL674637</td>\n",
" <td>CHEMBL203</td>\n",
" <td>CHEMBL68920</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>41.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)...</td>\n",
" <td>InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12...</td>\n",
" <td>MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P00533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>32262</td>\n",
" <td>CHEMBL816964</td>\n",
" <td>CHEMBL279</td>\n",
" <td>CHEMBL68920</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>16500.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)...</td>\n",
" <td>InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12...</td>\n",
" <td>MQSKVLLAVALWLCVETRAASVGLPSVSLDLPRLSIQKDILTIKAN...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P35968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>32267</td>\n",
" <td>CHEMBL674637</td>\n",
" <td>CHEMBL203</td>\n",
" <td>CHEMBL69960</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>170.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C(=O)N2CCOCC2)[nH]c1/C=C1\\C(=O)Nc2ncnc(N...</td>\n",
" <td>InChI=1S/C23H20ClFN6O3/c1-12-8-18(23(33)31-4-6...</td>\n",
" <td>MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P00533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>32330</td>\n",
" <td>CHEMBL842023</td>\n",
" <td>CHEMBL258</td>\n",
" <td>CHEMBL69638</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>140.00</td>\n",
" <td>nM</td>\n",
" <td>Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1</td>\n",
" <td>InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5...</td>\n",
" <td>MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL1132739</td>\n",
" <td>2000.0</td>\n",
" <td>Arnold LD, Calderwood DJ, Dixon RW, Johnston D...</td>\n",
" <td>P06239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>32331</td>\n",
" <td>CHEMBL842019</td>\n",
" <td>CHEMBL258</td>\n",
" <td>CHEMBL69638</td>\n",
" <td>0</td>\n",
" <td>IC50</td>\n",
" <td>1180.00</td>\n",
" <td>nM</td>\n",
" <td>Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1</td>\n",
" <td>InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5...</td>\n",
" <td>MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL1132739</td>\n",
" <td>2000.0</td>\n",
" <td>Arnold LD, Calderwood DJ, Dixon RW, Johnston D...</td>\n",
" <td>P06239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252722</th>\n",
" <td>22926828</td>\n",
" <td>CHEMBL4737728</td>\n",
" <td>CHEMBL3920</td>\n",
" <td>CHEMBL4791586</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>134.00</td>\n",
" <td>nM</td>\n",
" <td>O=C1NCCC12CCN(c1c(Cl)cncc1-c1cc3ccccc3s1)CC2</td>\n",
" <td>InChI=1S/C21H20ClN3OS/c22-16-13-23-12-15(18-11...</td>\n",
" <td>MSPFLRIGLSNFDCGSCQSCQGEAVNPYCAVLVKEYVESENGQMYI...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4732199</td>\n",
" <td>2021.0</td>\n",
" <td>Yu M,Teo T,Yang Y,Li M,Long Y,Philip S,Noll B,...</td>\n",
" <td>Q04759</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252723</th>\n",
" <td>22992611</td>\n",
" <td>CHEMBL4775562</td>\n",
" <td>CHEMBL3553</td>\n",
" <td>CHEMBL4789639</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>0.02</td>\n",
" <td>nM</td>\n",
" <td>[2H]C([2H])([2H])NC(=O)c1cnc(NC(=O)C2CC2)cc1Nc...</td>\n",
" <td>InChI=1S/C22H21FN6O3/c1-24-22(31)15-11-25-18(2...</td>\n",
" <td>MPLRHWGMARGSKPVGDGAQPMAAMGGLKVLLHWAGPGGGEPWVTF...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765480</td>\n",
" <td>2021.0</td>\n",
" <td>Liu C,Lin J,Langevine C,Smith D,Li J,Tokarski ...</td>\n",
" <td>P29597</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252724</th>\n",
" <td>22994689</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4791260</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>1000.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc...</td>\n",
" <td>InChI=1S/C26H25ClN4O3/c1-14-22(28-16(3)24(14)3...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252725</th>\n",
" <td>22994691</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4785430</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>110.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc...</td>\n",
" <td>InChI=1S/C26H25BrN4O3/c1-14-22(28-16(3)24(14)3...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252726</th>\n",
" <td>22994693</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4786599</td>\n",
" <td>0</td>\n",
" <td>Ki</td>\n",
" <td>19.00</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)Cc4cc...</td>\n",
" <td>InChI=1S/C27H26ClFN4O3/c1-14(10-17-4-7-19(29)8...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>252191 rows × 16 columns</p>\n",
"</div>"
],
"text/plain": [
" activities.activity_id assays.chembl_id target_dictionary.chembl_id \\\n",
"0 32260 CHEMBL674637 CHEMBL203 \n",
"1 32262 CHEMBL816964 CHEMBL279 \n",
"2 32267 CHEMBL674637 CHEMBL203 \n",
"3 32330 CHEMBL842023 CHEMBL258 \n",
"4 32331 CHEMBL842019 CHEMBL258 \n",
"... ... ... ... \n",
"252722 22926828 CHEMBL4737728 CHEMBL3920 \n",
"252723 22992611 CHEMBL4775562 CHEMBL3553 \n",
"252724 22994689 CHEMBL4775836 CHEMBL5678 \n",
"252725 22994691 CHEMBL4775836 CHEMBL5678 \n",
"252726 22994693 CHEMBL4775836 CHEMBL5678 \n",
"\n",
" molecule_dictionary.chembl_id molecule_dictionary.max_phase \\\n",
"0 CHEMBL68920 0 \n",
"1 CHEMBL68920 0 \n",
"2 CHEMBL69960 0 \n",
"3 CHEMBL69638 0 \n",
"4 CHEMBL69638 0 \n",
"... ... ... \n",
"252722 CHEMBL4791586 0 \n",
"252723 CHEMBL4789639 0 \n",
"252724 CHEMBL4791260 0 \n",
"252725 CHEMBL4785430 0 \n",
"252726 CHEMBL4786599 0 \n",
"\n",
" activities.standard_type activities.standard_value \\\n",
"0 IC50 41.00 \n",
"1 IC50 16500.00 \n",
"2 IC50 170.00 \n",
"3 IC50 140.00 \n",
"4 IC50 1180.00 \n",
"... ... ... \n",
"252722 Ki 134.00 \n",
"252723 Ki 0.02 \n",
"252724 Ki 1000.00 \n",
"252725 Ki 110.00 \n",
"252726 Ki 19.00 \n",
"\n",
" activities.standard_units \\\n",
"0 nM \n",
"1 nM \n",
"2 nM \n",
"3 nM \n",
"4 nM \n",
"... ... \n",
"252722 nM \n",
"252723 nM \n",
"252724 nM \n",
"252725 nM \n",
"252726 nM \n",
"\n",
" compound_structures.canonical_smiles \\\n",
"0 Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)... \n",
"1 Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)... \n",
"2 Cc1cc(C(=O)N2CCOCC2)[nH]c1/C=C1\\C(=O)Nc2ncnc(N... \n",
"3 Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1 \n",
"4 Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1 \n",
"... ... \n",
"252722 O=C1NCCC12CCN(c1c(Cl)cncc1-c1cc3ccccc3s1)CC2 \n",
"252723 [2H]C([2H])([2H])NC(=O)c1cnc(NC(=O)C2CC2)cc1Nc... \n",
"252724 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc... \n",
"252725 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc... \n",
"252726 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)Cc4cc... \n",
"\n",
" compound_structures.standard_inchi \\\n",
"0 InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12... \n",
"1 InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12... \n",
"2 InChI=1S/C23H20ClFN6O3/c1-12-8-18(23(33)31-4-6... \n",
"3 InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5... \n",
"4 InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5... \n",
"... ... \n",
"252722 InChI=1S/C21H20ClN3OS/c22-16-13-23-12-15(18-11... \n",
"252723 InChI=1S/C22H21FN6O3/c1-24-22(31)15-11-25-18(2... \n",
"252724 InChI=1S/C26H25ClN4O3/c1-14-22(28-16(3)24(14)3... \n",
"252725 InChI=1S/C26H25BrN4O3/c1-14-22(28-16(3)24(14)3... \n",
"252726 InChI=1S/C27H26ClFN4O3/c1-14(10-17-4-7-19(29)8... \n",
"\n",
" component_sequences.sequence \\\n",
"0 MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED... \n",
"1 MQSKVLLAVALWLCVETRAASVGLPSVSLDLPRLSIQKDILTIKAN... \n",
"2 MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED... \n",
"3 MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD... \n",
"4 MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD... \n",
"... ... \n",
"252722 MSPFLRIGLSNFDCGSCQSCQGEAVNPYCAVLVKEYVESENGQMYI... \n",
"252723 MPLRHWGMARGSKPVGDGAQPMAAMGGLKVLLHWAGPGGGEPWVTF... \n",
"252724 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"252725 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"252726 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"\n",
" assays.confidence_score docs.chembl_id docs.year \\\n",
"0 8 CHEMBL1134862 2002.0 \n",
"1 8 CHEMBL1134862 2002.0 \n",
"2 8 CHEMBL1134862 2002.0 \n",
"3 9 CHEMBL1132739 2000.0 \n",
"4 9 CHEMBL1132739 2000.0 \n",
"... ... ... ... \n",
"252722 9 CHEMBL4732199 2021.0 \n",
"252723 9 CHEMBL4765480 2021.0 \n",
"252724 9 CHEMBL4765490 2021.0 \n",
"252725 9 CHEMBL4765490 2021.0 \n",
"252726 9 CHEMBL4765490 2021.0 \n",
"\n",
" docs.authors UniprotID \n",
"0 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P00533 \n",
"1 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P35968 \n",
"2 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P00533 \n",
"3 Arnold LD, Calderwood DJ, Dixon RW, Johnston D... P06239 \n",
"4 Arnold LD, Calderwood DJ, Dixon RW, Johnston D... P06239 \n",
"... ... ... \n",
"252722 Yu M,Teo T,Yang Y,Li M,Long Y,Philip S,Noll B,... Q04759 \n",
"252723 Liu C,Lin J,Langevine C,Smith D,Li J,Tokarski ... P29597 \n",
"252724 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"252725 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"252726 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"\n",
"[252191 rows x 16 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nm_activities = activities.query(\"`activities.standard_units` == 'nM'\")\n",
"nm_activities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we continue, we want all the activities in logarithmic format (`pMeasurement`). Now that all the values are $nM$, we can do:\n",
"\n",
"```python\n",
"pMeasurement = 9 - (log(measurement) / log(10))\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>activities.activity_id</th>\n",
" <th>assays.chembl_id</th>\n",
" <th>target_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.max_phase</th>\n",
" <th>activities.standard_type</th>\n",
" <th>activities.standard_value</th>\n",
" <th>activities.standard_units</th>\n",
" <th>compound_structures.canonical_smiles</th>\n",
" <th>compound_structures.standard_inchi</th>\n",
" <th>component_sequences.sequence</th>\n",
" <th>assays.confidence_score</th>\n",
" <th>docs.chembl_id</th>\n",
" <th>docs.year</th>\n",
" <th>docs.authors</th>\n",
" <th>UniprotID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>32260</td>\n",
" <td>CHEMBL674637</td>\n",
" <td>CHEMBL203</td>\n",
" <td>CHEMBL68920</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>7.387216</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)...</td>\n",
" <td>InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12...</td>\n",
" <td>MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P00533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>32262</td>\n",
" <td>CHEMBL816964</td>\n",
" <td>CHEMBL279</td>\n",
" <td>CHEMBL68920</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>4.782516</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)...</td>\n",
" <td>InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12...</td>\n",
" <td>MQSKVLLAVALWLCVETRAASVGLPSVSLDLPRLSIQKDILTIKAN...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P35968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>32267</td>\n",
" <td>CHEMBL674637</td>\n",
" <td>CHEMBL203</td>\n",
" <td>CHEMBL69960</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>6.769551</td>\n",
" <td>nM</td>\n",
" <td>Cc1cc(C(=O)N2CCOCC2)[nH]c1/C=C1\\C(=O)Nc2ncnc(N...</td>\n",
" <td>InChI=1S/C23H20ClFN6O3/c1-12-8-18(23(33)31-4-6...</td>\n",
" <td>MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED...</td>\n",
" <td>8</td>\n",
" <td>CHEMBL1134862</td>\n",
" <td>2002.0</td>\n",
" <td>Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa...</td>\n",
" <td>P00533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>32330</td>\n",
" <td>CHEMBL842023</td>\n",
" <td>CHEMBL258</td>\n",
" <td>CHEMBL69638</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>6.853872</td>\n",
" <td>nM</td>\n",
" <td>Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1</td>\n",
" <td>InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5...</td>\n",
" <td>MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL1132739</td>\n",
" <td>2000.0</td>\n",
" <td>Arnold LD, Calderwood DJ, Dixon RW, Johnston D...</td>\n",
" <td>P06239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>32331</td>\n",
" <td>CHEMBL842019</td>\n",
" <td>CHEMBL258</td>\n",
" <td>CHEMBL69638</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>5.928118</td>\n",
" <td>nM</td>\n",
" <td>Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1</td>\n",
" <td>InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5...</td>\n",
" <td>MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL1132739</td>\n",
" <td>2000.0</td>\n",
" <td>Arnold LD, Calderwood DJ, Dixon RW, Johnston D...</td>\n",
" <td>P06239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252722</th>\n",
" <td>22926828</td>\n",
" <td>CHEMBL4737728</td>\n",
" <td>CHEMBL3920</td>\n",
" <td>CHEMBL4791586</td>\n",
" <td>0</td>\n",
" <td>pKi</td>\n",
" <td>6.872895</td>\n",
" <td>nM</td>\n",
" <td>O=C1NCCC12CCN(c1c(Cl)cncc1-c1cc3ccccc3s1)CC2</td>\n",
" <td>InChI=1S/C21H20ClN3OS/c22-16-13-23-12-15(18-11...</td>\n",
" <td>MSPFLRIGLSNFDCGSCQSCQGEAVNPYCAVLVKEYVESENGQMYI...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4732199</td>\n",
" <td>2021.0</td>\n",
" <td>Yu M,Teo T,Yang Y,Li M,Long Y,Philip S,Noll B,...</td>\n",
" <td>Q04759</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252723</th>\n",
" <td>22992611</td>\n",
" <td>CHEMBL4775562</td>\n",
" <td>CHEMBL3553</td>\n",
" <td>CHEMBL4789639</td>\n",
" <td>0</td>\n",
" <td>pKi</td>\n",
" <td>10.698970</td>\n",
" <td>nM</td>\n",
" <td>[2H]C([2H])([2H])NC(=O)c1cnc(NC(=O)C2CC2)cc1Nc...</td>\n",
" <td>InChI=1S/C22H21FN6O3/c1-24-22(31)15-11-25-18(2...</td>\n",
" <td>MPLRHWGMARGSKPVGDGAQPMAAMGGLKVLLHWAGPGGGEPWVTF...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765480</td>\n",
" <td>2021.0</td>\n",
" <td>Liu C,Lin J,Langevine C,Smith D,Li J,Tokarski ...</td>\n",
" <td>P29597</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252724</th>\n",
" <td>22994689</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4791260</td>\n",
" <td>0</td>\n",
" <td>pKi</td>\n",
" <td>6.000000</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc...</td>\n",
" <td>InChI=1S/C26H25ClN4O3/c1-14-22(28-16(3)24(14)3...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252725</th>\n",
" <td>22994691</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4785430</td>\n",
" <td>0</td>\n",
" <td>pKi</td>\n",
" <td>6.958607</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc...</td>\n",
" <td>InChI=1S/C26H25BrN4O3/c1-14-22(28-16(3)24(14)3...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252726</th>\n",
" <td>22994693</td>\n",
" <td>CHEMBL4775836</td>\n",
" <td>CHEMBL5678</td>\n",
" <td>CHEMBL4786599</td>\n",
" <td>0</td>\n",
" <td>pKi</td>\n",
" <td>7.721246</td>\n",
" <td>nM</td>\n",
" <td>Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)Cc4cc...</td>\n",
" <td>InChI=1S/C27H26ClFN4O3/c1-14(10-17-4-7-19(29)8...</td>\n",
" <td>MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL4765490</td>\n",
" <td>2021.0</td>\n",
" <td>Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme...</td>\n",
" <td>P34947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>252191 rows × 16 columns</p>\n",
"</div>"
],
"text/plain": [
" activities.activity_id assays.chembl_id target_dictionary.chembl_id \\\n",
"0 32260 CHEMBL674637 CHEMBL203 \n",
"1 32262 CHEMBL816964 CHEMBL279 \n",
"2 32267 CHEMBL674637 CHEMBL203 \n",
"3 32330 CHEMBL842023 CHEMBL258 \n",
"4 32331 CHEMBL842019 CHEMBL258 \n",
"... ... ... ... \n",
"252722 22926828 CHEMBL4737728 CHEMBL3920 \n",
"252723 22992611 CHEMBL4775562 CHEMBL3553 \n",
"252724 22994689 CHEMBL4775836 CHEMBL5678 \n",
"252725 22994691 CHEMBL4775836 CHEMBL5678 \n",
"252726 22994693 CHEMBL4775836 CHEMBL5678 \n",
"\n",
" molecule_dictionary.chembl_id molecule_dictionary.max_phase \\\n",
"0 CHEMBL68920 0 \n",
"1 CHEMBL68920 0 \n",
"2 CHEMBL69960 0 \n",
"3 CHEMBL69638 0 \n",
"4 CHEMBL69638 0 \n",
"... ... ... \n",
"252722 CHEMBL4791586 0 \n",
"252723 CHEMBL4789639 0 \n",
"252724 CHEMBL4791260 0 \n",
"252725 CHEMBL4785430 0 \n",
"252726 CHEMBL4786599 0 \n",
"\n",
" activities.standard_type activities.standard_value \\\n",
"0 pIC50 7.387216 \n",
"1 pIC50 4.782516 \n",
"2 pIC50 6.769551 \n",
"3 pIC50 6.853872 \n",
"4 pIC50 5.928118 \n",
"... ... ... \n",
"252722 pKi 6.872895 \n",
"252723 pKi 10.698970 \n",
"252724 pKi 6.000000 \n",
"252725 pKi 6.958607 \n",
"252726 pKi 7.721246 \n",
"\n",
" activities.standard_units \\\n",
"0 nM \n",
"1 nM \n",
"2 nM \n",
"3 nM \n",
"4 nM \n",
"... ... \n",
"252722 nM \n",
"252723 nM \n",
"252724 nM \n",
"252725 nM \n",
"252726 nM \n",
"\n",
" compound_structures.canonical_smiles \\\n",
"0 Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)... \n",
"1 Cc1cc(C)c(/C=C2\\C(=O)Nc3ncnc(Nc4ccc(F)c(Cl)c4)... \n",
"2 Cc1cc(C(=O)N2CCOCC2)[nH]c1/C=C1\\C(=O)Nc2ncnc(N... \n",
"3 Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1 \n",
"4 Nc1ncnc2c1c(-c1cccc(Oc3ccccc3)c1)cn2C1CCCC1 \n",
"... ... \n",
"252722 O=C1NCCC12CCN(c1c(Cl)cncc1-c1cc3ccccc3s1)CC2 \n",
"252723 [2H]C([2H])([2H])NC(=O)c1cnc(NC(=O)C2CC2)cc1Nc... \n",
"252724 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc... \n",
"252725 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)c4ccc... \n",
"252726 Cc1[nH]c(/C=C2\\C(=O)Nc3ccc(C(=O)N[C@H](C)Cc4cc... \n",
"\n",
" compound_structures.standard_inchi \\\n",
"0 InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12... \n",
"1 InChI=1S/C19H15ClFN5O/c1-9-5-10(2)24-15(9)7-12... \n",
"2 InChI=1S/C23H20ClFN6O3/c1-12-8-18(23(33)31-4-6... \n",
"3 InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5... \n",
"4 InChI=1S/C23H22N4O/c24-22-21-20(14-27(17-8-4-5... \n",
"... ... \n",
"252722 InChI=1S/C21H20ClN3OS/c22-16-13-23-12-15(18-11... \n",
"252723 InChI=1S/C22H21FN6O3/c1-24-22(31)15-11-25-18(2... \n",
"252724 InChI=1S/C26H25ClN4O3/c1-14-22(28-16(3)24(14)3... \n",
"252725 InChI=1S/C26H25BrN4O3/c1-14-22(28-16(3)24(14)3... \n",
"252726 InChI=1S/C27H26ClFN4O3/c1-14(10-17-4-7-19(29)8... \n",
"\n",
" component_sequences.sequence \\\n",
"0 MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED... \n",
"1 MQSKVLLAVALWLCVETRAASVGLPSVSLDLPRLSIQKDILTIKAN... \n",
"2 MRPSGTAGAALLALLAALCPASRALEEKKVCQGTSNKLTQLGTFED... \n",
"3 MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD... \n",
"4 MGCGCSSHPEDDWMENIDVCENCHYPIVPLDGKGTLLIRNGSEVRD... \n",
"... ... \n",
"252722 MSPFLRIGLSNFDCGSCQSCQGEAVNPYCAVLVKEYVESENGQMYI... \n",
"252723 MPLRHWGMARGSKPVGDGAQPMAAMGGLKVLLHWAGPGGGEPWVTF... \n",
"252724 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"252725 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"252726 MELENIVANTVLLKAREGGGGKRKGKSKKWKEILKFPHISQCEDLR... \n",
"\n",
" assays.confidence_score docs.chembl_id docs.year \\\n",
"0 8 CHEMBL1134862 2002.0 \n",
"1 8 CHEMBL1134862 2002.0 \n",
"2 8 CHEMBL1134862 2002.0 \n",
"3 9 CHEMBL1132739 2000.0 \n",
"4 9 CHEMBL1132739 2000.0 \n",
"... ... ... ... \n",
"252722 9 CHEMBL4732199 2021.0 \n",
"252723 9 CHEMBL4765480 2021.0 \n",
"252724 9 CHEMBL4765490 2021.0 \n",
"252725 9 CHEMBL4765490 2021.0 \n",
"252726 9 CHEMBL4765490 2021.0 \n",
"\n",
" docs.authors UniprotID \n",
"0 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P00533 \n",
"1 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P35968 \n",
"2 Sun L, Cui J, Liang C, Zhou Y, Nematalla A, Wa... P00533 \n",
"3 Arnold LD, Calderwood DJ, Dixon RW, Johnston D... P06239 \n",
"4 Arnold LD, Calderwood DJ, Dixon RW, Johnston D... P06239 \n",
"... ... ... \n",
"252722 Yu M,Teo T,Yang Y,Li M,Long Y,Philip S,Noll B,... Q04759 \n",
"252723 Liu C,Lin J,Langevine C,Smith D,Li J,Tokarski ... P29597 \n",
"252724 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"252725 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"252726 Rowlands RA,Chen Q,Bouley RA,Avramova LV,Tesme... P34947 \n",
"\n",
"[252191 rows x 16 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with pd.option_context(\"chained_assignment\", None):\n",
" nm_activities.loc[:, \"activities.standard_value\"] = nm_activities[\"activities.standard_value\"].apply(lambda x: 9 - (np.log(x) / np.log(10)))\n",
" nm_activities.loc[:, \"activities.standard_type\"] = nm_activities[\"activities.standard_type\"].apply(\"p{}\".format)\n",
"nm_activities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's save the dataset as is, with no curation, now."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"nm_activities.to_csv(OUT / f\"activities-chembl{CHEMBL_VERSION}-not-curated.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Curate the dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following list is compiled from lessons learned in Kramer's _J. Med. Chem._ 2012, 55, 5165-5173. [10.1021/jm300131x](https://dx.doi.org/10.1021/jm300131x).\n",
"\n",
"Kramer et al propose the following pipeline to make sure the data queried from ChEMBL is high quality:\n",
"\n",
"1. **Remove the dummy target CHEMBL612545**. Maybe we don't have this because we are coming from UniProt IDs, but this is a dummy identifier for unchecked targets!\n",
"2. **Group by protein and ligand, and remove singletons**. Systems that were measured only once are not taken into account. We might leave these ones.\n",
"3. **Remove unclear units or values**. Only measurements with reported units. Values lower than $1fM$, higher than $10mM$ must be removed too.\n",
"4. **Keep the highest pKi for those systems with several measurements in the _same_ publication**. This handles unclear stereoisomer annotations and/or experimental optimization.\n",
"5. **Remove measurements that come from manuscripts citing the original reporting publication**. Probably the most important part here. Identical values for the same system in different publications were removed, as well as those within 0.02 pKi units (rounding error), or exactly 3 or 6 pKi units (transcription errors).\n",
"6. **Remove measurements for the same system from different publications if they share one or more authors**. This helps identify truly independent measurements.\n",
"\n",
"We will try to implement this in the following sections. Each step will be checkpointed in the `curated` list."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"curated = []"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initial number of bioactivities: 252191\n"
]
}
],
"source": [
"print(\"Initial number of bioactivities:\", nm_activities.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Remove the dummy target CHEMBL612545"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"252191"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_dummy = nm_activities.query(\"'CHEMBL612545' not in `target_dictionary.chembl_id`\")\n",
"no_dummy.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"curated.append(no_dummy)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Group by protein and ligand, and remove singletons.\n",
"\n",
"We are _not_ removing the singletons because we can actually use them (Kramer et al were studing the distribution of activity values, we are doing predictions). This is here so we get an idea on how many \"single measurements\" the dataset contains."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Single measurements ratio: 165840 out of 252727 -> 65.62021469807341 %\n"
]
}
],
"source": [
"grouped_by_system = no_dummy.groupby(['target_dictionary.chembl_id', 'molecule_dictionary.chembl_id'])\n",
"grouped_counts = grouped_by_system.size()\n",
"singletons = grouped_counts[grouped_counts == 1].index\n",
"print(\"Single measurements ratio:\", singletons.shape[0], \"out of\", activities.shape[0], \"->\", 100 * singletons.shape[0] / activities.shape[0], \"%\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clean extreme values\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"252139"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_extreme = no_dummy.query(\"1 <= `activities.standard_value` <= 15\")\n",
"no_extreme.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"curated.append(no_extreme)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Keep the highest value for those systems with several measurements in the same publication\n",
"\n",
"We sort by activity value (largest first), and then remove the duplicate keys for target+ligand+document, thus removing those values in the same publication that are not the maximum, because we keep the first occurrence."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"220238"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max_activity_same_publication = no_extreme.sort_values(\"activities.standard_value\", ascending=False).drop_duplicates([\"target_dictionary.chembl_id\", \"molecule_dictionary.chembl_id\", \"docs.chembl_id\"])\n",
"max_activity_same_publication.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"curated.append(max_activity_same_publication)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Remove measurements that come from manuscripts citing the original reporting publication."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Identify systems that have the exact same number."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"209409"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_exact_duplicates = max_activity_same_publication.drop_duplicates([\"target_dictionary.chembl_id\", \"molecule_dictionary.chembl_id\", \"activities.standard_value\"])\n",
"no_exact_duplicates.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"curated.append(no_exact_duplicates)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What about those within a certain rounding error? We do that by removing duplicates after rounding with two decimal points. As a result our threshold is smaller (0.01 vs Kramer's 0.02)."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"208343"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_rounded_duplicates = (\n",
" no_exact_duplicates\n",
" .assign(activities_standard_value_rounded=lambda x: x[\"activities.standard_value\"].round(2))\n",
" .drop_duplicates([\"target_dictionary.chembl_id\", \"molecule_dictionary.chembl_id\", \"activities_standard_value_rounded\"])\n",
" .drop(columns=[\"activities_standard_value_rounded\"])\n",
")\n",
"no_rounded_duplicates.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We don't deal with unit transcription errors because in that case we are trusting ChEMBL's standardized units."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"curated.append(no_rounded_duplicates)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Remove measurements for the same system from different publications if they share one or more authors"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"96698 True\n",
"94326 True\n",
"98119 True\n",
"101161 True\n",
"96324 True\n",
" ... \n",
"69513 False\n",
"60026 True\n",
"146070 True\n",
"194917 True\n",
"201200 False\n",
"Name: docs.authors, Length: 208343, dtype: bool"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def shared_authors(group):\n",
" \"Return True if authors are not shared and we should keep this group\"\n",
" if group.shape[0] == 1:\n",
" return [True]\n",
" authors_per_entry = [(set() if entry is None else set(entry.split(\", \"))) for entry in group.values]\n",
" return [any(a.intersection(b) for b in authors_per_entry if a != b) for a in authors_per_entry]\n",
"\n",
"no_shared_authors_mask = no_rounded_duplicates.groupby([\"target_dictionary.chembl_id\", \"molecule_dictionary.chembl_id\"])[\"docs.authors\"].transform(shared_authors)\n",
"no_shared_authors_mask"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"197073"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_shared_authors = no_rounded_duplicates[no_shared_authors_mask]\n",
"no_shared_authors.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"curated.append(no_shared_authors)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"final = curated[-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Save to CSV"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"final.to_csv(OUT / f\"activities-chembl{CHEMBL_VERSION}.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyze cleaned data"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(range(1, len(curated) + 1), [df.shape[0] for df in curated])\n",
"ax.set_xlabel(\"Curation steps\")\n",
"ax.set_ylabel(\"# data points\")\n",
"ax.set_ylim(0, 300000);"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"final[\"activities.standard_value\"].plot.hist(title=\"Distribution of p-activity values\", xlabel=\"pMeasurement\");"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9 120455\n",
"8 76618\n",
"Name: assays.confidence_score, dtype: int64"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"display(final[\"assays.confidence_score\"].value_counts())\n",
"final[\"assays.confidence_score\"].plot.hist(title=\"Distribution of confidence scores\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Distribution of document ids:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CHEMBL1908390 5300\n",
"CHEMBL3991601 3331\n",
"CHEMBL3879910 3316\n",
"CHEMBL1240340 2239\n",
"CHEMBL3886441 1511\n",
"CHEMBL3639326 1502\n",
"CHEMBL3886705 1227\n",
"CHEMBL3638592 1148\n",
"CHEMBL1150977 1115\n",
"CHEMBL3638646 1104\n",
"Name: docs.chembl_id, dtype: int64"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"doc_counts = final[\"docs.chembl_id\"].value_counts()\n",
"display(doc_counts[:10])\n",
"doc_counts[:30].plot.bar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Distribution of clinical phases:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 186834\n",
"4 3457\n",
"2 2994\n",
"1 1992\n",
"3 1796\n",
"Name: molecule_dictionary.max_phase, dtype: int64"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"phase_counts = final[\"molecule_dictionary.max_phase\"].value_counts()\n",
"display(phase_counts[:10])\n",
"phase_counts[:30].plot.bar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Distribution of measurements per kinase:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"counts_per_target = final.groupby(\"target_dictionary.chembl_id\").size().sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import Markdown"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"| Target | Count |\n",
"|--------|-------|\n",
"| [CHEMBL279](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL279/) | 8178 |\n",
"| [CHEMBL203](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL203/) | 6733 |\n",
"| [CHEMBL4005](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL4005/) | 5614 |\n",
"| [CHEMBL2971](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2971/) | 5516 |\n",
"| [CHEMBL2835](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2835/) | 4345 |\n",
"| [CHEMBL2842](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2842/) | 4211 |\n",
"| [CHEMBL260](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL260/) | 4118 |\n",
"| [CHEMBL2147](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2147/) | 3974 |\n",
"| [CHEMBL5145](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL5145/) | 3960 |\n",
"| [CHEMBL1163125](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL1163125/) | 3675 |\n",
"| [CHEMBL3717](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL3717/) | 3416 |\n",
"| [CHEMBL2599](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2599/) | 3282 |\n",
"| [CHEMBL267](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL267/) | 3270 |\n",
"| [CHEMBL2148](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2148/) | 3154 |\n",
"| [CHEMBL4282](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL4282/) | 3021 |\n",
"| [CHEMBL4040](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL4040/) | 3019 |\n",
"| [CHEMBL3130](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL3130/) | 2982 |\n",
"| [CHEMBL2815](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL2815/) | 2827 |\n",
"| [CHEMBL4722](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL4722/) | 2766 |\n",
"| [CHEMBL262](https://www.ebi.ac.uk/chembl/target_report_card/CHEMBL262/) | 2713 |"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"md = [\"| Target | Count |\", \n",
" \"|--------|-------|\"]\n",
"for k, v in counts_per_target.head(20).iteritems():\n",
" md.append(f\"| [{k}](https://www.ebi.ac.uk/chembl/target_report_card/{k}/) | {v} |\")\n",
"display(Markdown(\"\\n\".join(md)))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='target_dictionary.chembl_id'>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"counts_per_target.plot.bar()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>target_dictionary.chembl_id</th>\n",
" <th>activities.standard_type</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>CHEMBL1075102</th>\n",
" <th>pIC50</th>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">CHEMBL1075104</th>\n",
" <th>pIC50</th>\n",
" <td>1103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pKd</th>\n",
" <td>22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pKi</th>\n",
" <td>602</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHEMBL1075115</th>\n",
" <th>pIC50</th>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHEMBL6167</th>\n",
" <th>pKd</th>\n",
" <td>36</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">CHEMBL6186</th>\n",
" <th>pIC50</th>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pKd</th>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">CHEMBL6191</th>\n",
" <th>pIC50</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pKd</th>\n",
" <td>62</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1009 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" Count\n",
"target_dictionary.chembl_id activities.standard_type \n",
"CHEMBL1075102 pIC50 18\n",
"CHEMBL1075104 pIC50 1103\n",
" pKd 22\n",
" pKi 602\n",
"CHEMBL1075115 pIC50 4\n",
"... ...\n",
"CHEMBL6167 pKd 36\n",
"CHEMBL6186 pIC50 2\n",
" pKd 16\n",
"CHEMBL6191 pIC50 1\n",
" pKd 62\n",
"\n",
"[1009 rows x 1 columns]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts_per_target_and_measurement = pd.DataFrame(final.groupby([\"target_dictionary.chembl_id\", \"activities.standard_type\"]).size(), columns=[\"Count\"])\n",
"counts_per_target_and_measurement"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='target_dictionary.chembl_id,activities.standard_type'>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"counts_per_target_and_measurement.sort_values(by=\"Count\", ascending=False).plot.bar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# view chemical structure"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"from rdkit import Chem\n",
"df = pd.read_csv(OUT / f\"activities-chembl{CHEMBL_VERSION}.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(197073, 17)\n"
]
}
],
"source": [
"print(df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>activities.activity_id</th>\n",
" <th>assays.chembl_id</th>\n",
" <th>target_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.chembl_id</th>\n",
" <th>molecule_dictionary.max_phase</th>\n",
" <th>activities.standard_type</th>\n",
" <th>activities.standard_value</th>\n",
" <th>activities.standard_units</th>\n",
" <th>compound_structures.canonical_smiles</th>\n",
" <th>compound_structures.standard_inchi</th>\n",
" <th>component_sequences.sequence</th>\n",
" <th>assays.confidence_score</th>\n",
" <th>docs.chembl_id</th>\n",
" <th>docs.year</th>\n",
" <th>docs.authors</th>\n",
" <th>UniprotID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>96698</td>\n",
" <td>16291323</td>\n",
" <td>CHEMBL3705523</td>\n",
" <td>CHEMBL2973</td>\n",
" <td>CHEMBL3666724</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>14.09691</td>\n",
" <td>nM</td>\n",
" <td>CCCC(=O)Nc1cccc(-c2nc(Nc3ccc4[nH]ncc4c3)c3cc(O...</td>\n",
" <td>InChI=1S/C31H33N7O3/c1-2-4-29(40)33-22-6-3-5-2...</td>\n",
" <td>MSRPPPTGKMPGAPETAPGDGAGASRQRKLEALIRDPRSPINVESL...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL3639077</td>\n",
" <td>2014.0</td>\n",
" <td>NaN</td>\n",
" <td>O75116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>94326</td>\n",
" <td>16264754</td>\n",
" <td>CHEMBL3705523</td>\n",
" <td>CHEMBL2973</td>\n",
" <td>CHEMBL3666728</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>14.00000</td>\n",
" <td>nM</td>\n",
" <td>CCCC(=O)Nc1cccc(-c2nc(Nc3ccc4[nH]ncc4c3)c3cc(O...</td>\n",
" <td>InChI=1S/C34H40N8O3/c1-5-7-32(43)36-24-9-6-8-2...</td>\n",
" <td>MSRPPPTGKMPGAPETAPGDGAGASRQRKLEALIRDPRSPINVESL...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL3639077</td>\n",
" <td>2014.0</td>\n",
" <td>NaN</td>\n",
" <td>O75116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>98119</td>\n",
" <td>16306943</td>\n",
" <td>CHEMBL3705523</td>\n",
" <td>CHEMBL2973</td>\n",
" <td>CHEMBL1968705</td>\n",
" <td>0</td>\n",
" <td>pIC50</td>\n",
" <td>14.00000</td>\n",
" <td>nM</td>\n",
" <td>CCCC(=O)Nc1cccc(-c2nc(Nc3ccc4[nH]ncc4c3)c3cc(O...</td>\n",
" <td>InChI=1S/C31H33N7O2/c1-2-6-29(39)33-23-8-5-7-2...</td>\n",
" <td>MSRPPPTGKMPGAPETAPGDGAGASRQRKLEALIRDPRSPINVESL...</td>\n",
" <td>9</td>\n",
" <td>CHEMBL3639077</td>\n",
" <td>2014.0</td>\n",
" <td>NaN</td>\n",
" <td>O75116</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 activities.activity_id assays.chembl_id \\\n",
"0 96698 16291323 CHEMBL3705523 \n",
"1 94326 16264754 CHEMBL3705523 \n",
"2 98119 16306943 CHEMBL3705523 \n",
"\n",
" target_dictionary.chembl_id molecule_dictionary.chembl_id \\\n",
"0 CHEMBL2973 CHEMBL3666724 \n",
"1 CHEMBL2973 CHEMBL3666728 \n",
"2 CHEMBL2973 CHEMBL1968705 \n",
"\n",
" molecule_dictionary.max_phase activities.standard_type \\\n",
"0 0 pIC50 \n",
"1 0 pIC50 \n",
"2 0 pIC50 \n",
"\n",
" activities.standard_value activities.standard_units \\\n",
"0 14.09691 nM \n",
"1 14.00000 nM \n",
"2 14.00000 nM \n",
"\n",
" compound_structures.canonical_smiles \\\n",
"0 CCCC(=O)Nc1cccc(-c2nc(Nc3ccc4[nH]ncc4c3)c3cc(O... \n",
"1 CCCC(=O)Nc1cccc(-c2nc(Nc3ccc4[nH]ncc4c3)c3cc(O... \n",
"2 CCCC(=O)Nc1cccc(-c2nc(Nc3ccc4[nH]ncc4c3)c3cc(O... \n",
"\n",
" compound_structures.standard_inchi \\\n",
"0 InChI=1S/C31H33N7O3/c1-2-4-29(40)33-22-6-3-5-2... \n",
"1 InChI=1S/C34H40N8O3/c1-5-7-32(43)36-24-9-6-8-2... \n",
"2 InChI=1S/C31H33N7O2/c1-2-6-29(39)33-23-8-5-7-2... \n",
"\n",
" component_sequences.sequence assays.confidence_score \\\n",
"0 MSRPPPTGKMPGAPETAPGDGAGASRQRKLEALIRDPRSPINVESL... 9 \n",
"1 MSRPPPTGKMPGAPETAPGDGAGASRQRKLEALIRDPRSPINVESL... 9 \n",
"2 MSRPPPTGKMPGAPETAPGDGAGASRQRKLEALIRDPRSPINVESL... 9 \n",
"\n",
" docs.chembl_id docs.year docs.authors UniprotID \n",
"0 CHEMBL3639077 2014.0 NaN O75116 \n",
"1 CHEMBL3639077 2014.0 NaN O75116 \n",
"2 CHEMBL3639077 2014.0 NaN O75116 "
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['pIC50', 'pKd', 'pKi'], dtype=object)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['activities.standard_type'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"subdf = df[df['activities.standard_type']==\"pKi\"]\n",
"subdf = subdf[subdf['activities.standard_value'] >= 8]\n",
"subdf = subdf.copy().dropna()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"PandasTools.AddMoleculeColumnToFrame(subdf, smilesCol=str('compound_structures.canonical_smiles'))"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"from rdkit.Chem import Draw"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=900x2550 at 0x7FE21710DD90>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage(subdf.ROMol.to_list()[:50], legends=[f\"pKi {v:.2f}\" for v in subdf[\"activities.standard_value\"].to_list()[:50]], subImgSize=(300,150))"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['O60674', 'P48736', 'P11309', 'Q9P1W9', 'Q86V86', 'P52333',\n",
" 'P29597', 'P00519', 'P08922', 'P35968', 'P42336', 'P00533',\n",
" 'P31749', 'P06239', 'P33981', 'Q99558', 'P04049', 'P23458',\n",
" 'Q04759', 'Q08881', 'P28482', 'O00444', 'Q9UM73', 'O14757',\n",
" 'P16066', 'P15056', 'P24723', 'O00329', 'P36897', 'P17252',\n",
" 'Q13535', 'O00311', 'P05771', 'P36888', 'Q15059', 'Q13464',\n",
" 'P30291', 'O75116', 'Q12852', 'Q16539', 'Q05655', 'P49841',\n",
" 'Q05397', 'P42345', 'Q06187', 'P68400', 'O94768', 'P12931',\n",
" 'P25440', 'Q07912', 'Q12866', 'Q9NWZ3', 'O14965', 'P05129',\n",
" 'Q96GD4', 'Q14680', 'Q16620', 'P04629', 'P08581', 'Q13546',\n",
" 'Q02156', 'Q99640', 'O60885', 'Q5S007', 'P53350', 'P29317',\n",
" 'P42338', 'O15530', 'P31751', 'P78527', 'Q58F21', 'P16234',\n",
" 'Q15139', 'Q13153', 'P24941', 'P45983', 'Q04912', 'P06241',\n",
" 'P06213', 'P21802', 'O14976', 'P08069', 'O60285', 'P43405',\n",
" 'Q15759', 'Q96RR4', 'P07333', 'O14920', 'O96013', 'Q9NYY3',\n",
" 'Q9H4B4', 'Q13177', 'Q9BUB5', 'P22607', 'P50613', 'P04626',\n",
" 'P10721', 'P23443', 'P50750', 'P07948', 'P53779', 'P06493',\n",
" 'Q9HBH9', 'P07947', 'P45984', 'Q2M2I8', 'P54760', 'P35916',\n",
" 'P49840', 'P11802', 'P11362'], dtype=object)"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"subdf.UniprotID.unique()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"import useful_rdkit_utils\n",
"from sklearn.decomposition import PCA\n",
"X = [useful_rdkit_utils.mol2numpy_fp(m) for m in subdf.ROMol]"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"pca = PCA(n_components=2)\n",
"res = pca.fit_transform(X)\n",
"data = pd.DataFrame({'x':res[:,0],\n",
" 'y':res[:,1],\n",
" 'uniprotid':subdf.UniprotID.to_list()})"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment