{ "cells": [ { "cell_type": "markdown", "id": "c4a81528", "metadata": {}, "source": [ "# Introduction\n", "\n", "An unfortunately popular strategy for validating machine-learning models is to do a \"scaffold split\" of the data. The idea is behind the scaffold split is to identify chemical series/scaffolds in the data set and to move all molecules sharing one or more scaffolds to the test set. The intent here is to see how well a model performs on regions of chemical space which are different from those it was trained on. Scaffold splitting is one of a variety of validation methods proposed to provide a more \"realistic\" assessment of model performance than random (or bootstrap) splits do. This seems, in principle, like a great idea, particularly for models intended for lead-finding or lead-optimization, where one typically has data for a number of scaffolds which, hopefully, are active (or inactive) for similar reasons. Scaffold splitting, with good scaffold definitions, can also be quite useful in identify systematic problems in global models, like those used for ADME or safety endpoints.\n", "\n", "The problem with doing a realistic scaffold split is that the definition of \"scaffold\" is specific to the particular data set (or project). A 2020 paper by Franziska Kruger and a couple of former colleagues at Novartis looked at the challenges here and published a tool which provides suggestions for what the chemical series might be in a particular data set: https://doi.org/10.1021/acs.jcim.0c00204. As an aside, a followup paper by Maximilian Beckers and the same two former colleagues applied this series-finding approach to an interesting historical analysis of med-chem project data: https://doi.org/10.1021/acs.jcim.2c00785\n", "\n", "Given that Franziska's method is time-consuming and cannot be fully automated, the standard approach in the literature for doing a scaffold split is to use Bemis-Murcko scaffolds, commonly just called \"Murcko scaffolds\" (https://doi.org/10.1021/jm9602928). Briefly, the algorithm behind these scaffolds is to iteratively remove all degree-one atoms from a molecule, leaving the \"central\" set of rings and the atoms which connect them.\n", "\n", " > Aside: The RDKit implementation of \"Murcko scaffolds\" uses a slight variation of the original algorithm. Degree-one atoms with double bonds to atoms in the scaffold are also preserved. The logic behind this variation is that these atoms have a very strong impact on the shape and properties of the scaffold, so they should be part of the scaffold.\n", "\n", "I think that doing a Murcko decomposition is a useful exercise for organizing a collection of molecules, particularly as part of either a scaffold network analysis or the type of scaffold-finding algorithm in Franziska's paper, but that it is poorly suited for use in either actually identifying the type of scaffold that medicinal chemists use to organize and reason about their data or for splitting data sets for validating machine learning models.\n", "\n", "This was turning into a mega-post, so I'm going to split it into two. In this first one I will look of the number of \"Murcko scaffolds\" found in medicinal chemistry papers. This is done by looking at the compounds tested in ChEMBL33 Ki assays with between 20 and 100 unique compounds which came from a document with a DOI. I'd expect a typical med chem assay (these come from a single paper) to have compounds for a small number of chemical series along with a few reference compounds from the literature. And then in a second post, coming later, I will do an analysis of the similarity characteristics of leave-scaffold-out splits for a random selection of the Ki assays mentioned above using the modified spatial statistics we used in the SIMPD paper (https://doi.org/10.1186/s13321-023-00787-9).\n", "\n", "\n", "## TL;DR\n", "\n", "Looking across 7148 Ki assays, the median number of scaffolds per assay is 12. The median ratio of the number of scaffolds to the number of compounds in an assay is 0.4; the number of scaffolds is 40% of the number of compounds tested in an assay (= the compounds from a single med chem paper). This doesn't match my expectations at all, nor does it match what is actually observed in the five random papers I selected to spot check.\n", "\n", " > Final Note: The analysis in this post is focused on the type of data sets that commonly show up during lead finding or lead optimization. A Murcko scaffold analysis likely to be less wrong when partitioning datasets of diverse compounds that don't contain SAR series. Of course, in these cases a standard neighbor split works just as well." ] }, { "cell_type": "code", "execution_count": 23, "id": "ac78811d", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T08:44:09.599524Z", "start_time": "2024-05-31T08:44:09.595151Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The sql extension is already loaded. To reload it, use:\n", " %reload_ext sql\n" ] } ], "source": [ "import numpy as np\n", "\n", "from rdkit import Chem\n", "from rdkit.Chem.Draw import IPythonConsole\n", "from rdkit.Chem import Draw\n", "from rdkit.Chem import rdFMCS\n", "Draw.SetComicMode(IPythonConsole.drawOptions)\n", "%load_ext sql\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('tableau-colorblind10')\n", "plt.rcParams['font.size'] = '16'" ] }, { "cell_type": "markdown", "id": "3775a9f2", "metadata": {}, "source": [ "# Grabbing the data from ChEMBL\n", "\n", "We pull all the compounds for each of the Ki assays in ChEMBL33 that are taken from a document with a DOI and a publication year. Then we keep the assays containing between 20 and 100 compounds - the idea of the upper limit here is to try and limit ourselves to the primary literature," ] }, { "cell_type": "code", "execution_count": 2, "id": "f6cd42bd", "metadata": { "ExecuteTime": { "end_time": "2024-04-20T04:16:46.214901Z", "start_time": "2024-04-20T04:16:43.237443Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done.\n", "53801 rows affected.\n", "7148 rows affected.\n" ] }, { "data": { "text/plain": [ "7148" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%sql postgresql://glandrum@stoat/chembl_33 \\\n", " drop table if exists assay_counts\n", " \n", "%sql postgresql://glandrum@stoat/chembl_33 \\\n", " select assays.chembl_id,assay_id,count(distinct molregno) cnt into temporary table assay_counts \\\n", " from assays join activities using (assay_id) \\\n", " join docs on (assays.doc_id = docs.doc_id) \\\n", " where standard_type='Ki' and \\\n", " assays.doc_id is not null and doi is not null and year is not null\\\n", " group by (assays.chembl_id,assay_id);\n", "\n", "aids = %sql postgresql://glandrum@stoat/chembl_33 \\\n", " select * from assay_counts where cnt>20 and cnt<100;\n", "len(aids)" ] }, { "cell_type": "markdown", "id": "ee640a13", "metadata": {}, "source": [ "We now have a list with assay ChEMBL ID, assay ID (a primary key used in the database), and the number of compounds with data in the assay:" ] }, { "cell_type": "code", "execution_count": 48, "id": "ff6c8fab", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T05:55:29.542942Z", "start_time": "2024-03-10T05:55:29.540228Z" } }, "outputs": [ { "data": { "text/plain": [ "[('CHEMBL857972', 157, 66),\n", " ('CHEMBL615643', 393, 24),\n", " ('CHEMBL615557', 535, 71),\n", " ('CHEMBL615558', 536, 30)]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aids[:4]" ] }, { "cell_type": "markdown", "id": "d5c9128a", "metadata": {}, "source": [ "Randomly reorder the assays:" ] }, { "cell_type": "code", "execution_count": 49, "id": "3c5faa29", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T05:55:38.641883Z", "start_time": "2024-03-10T05:55:38.636297Z" } }, "outputs": [ { "data": { "text/plain": [ "[('CHEMBL1176478', 642589, 29),\n", " ('CHEMBL902340', 453190, 32),\n", " ('CHEMBL3877023', 1634231, 21),\n", " ('CHEMBL1959874', 807746, 36)]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import random\n", "random.seed(0xC0FFEE)\n", "random.shuffle(aids)\n", "aids[:4]" ] }, { "cell_type": "markdown", "id": "6c18073d", "metadata": {}, "source": [ "# Looking at some of example results" ] }, { "cell_type": "code", "execution_count": 61, "id": "a78072c3", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:13:12.476522Z", "start_time": "2024-03-10T06:13:12.470018Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "29 rows affected.\n" ] }, { "data": { "text/plain": [ "29" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aid = 'CHEMBL1803423' # this was the first hit from ChEMBL 32\n", "aid = aids[0][0]\n", "structs = %sql postgresql://glandrum@stoat/chembl_33 \\\n", " select distinct on (canonical_smiles) cids.chembl_id compound_chembl_id,canonical_smiles \\\n", " from activities \\\n", " join assays using (assay_id) \\\n", " join compound_structures using (molregno) \\\n", " join chembl_id_lookup cids on (molregno=entity_id and entity_type='COMPOUND')\\\n", " where assays.chembl_id=:aid \\\n", " and standard_type='Ki'\n", "len(structs)\n", " " ] }, { "cell_type": "markdown", "id": "8b1200a2", "metadata": {}, "source": [ "Here are the compounds from that assay:" ] }, { "cell_type": "code", "execution_count": 57, "id": "22025413", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:06:15.354701Z", "start_time": "2024-03-10T06:06:15.325187Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nms,smis = zip(*structs)\n", "mols = [Chem.MolFromSmiles(x) for x in smis]\n", "Draw.MolsToGridImage(mols[:6],legends=nms,subImgSize=(250,200))" ] }, { "cell_type": "markdown", "id": "2d06328b", "metadata": {}, "source": [ "Generate the Murcko scaffolds:" ] }, { "cell_type": "code", "execution_count": 58, "id": "074767d2", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:06:17.068323Z", "start_time": "2024-03-10T06:06:17.031225Z" } }, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scaffs = []\n", "for m in mols:\n", " scaff = Chem.MurckoDecompose(m)\n", " Chem.SanitizeMol(scaff)\n", " scaffs.append(scaff)\n", "scaff_smis = [Chem.MolToSmiles(x) for x in scaffs]\n", "len(set(scaff_smis))" ] }, { "cell_type": "markdown", "id": "20e522b3", "metadata": {}, "source": [ "There are twelve unique \"scaffolds\". Draw the first six of them:" ] }, { "cell_type": "code", "execution_count": 59, "id": "972749be", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:06:18.282630Z", "start_time": "2024-03-10T06:06:18.260959Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unique_scaffs = [Chem.MolFromSmiles(smi) for smi in set(scaff_smis)]\n", "Draw.MolsToGridImage(unique_scaffs[:6],subImgSize=(250,200))" ] }, { "cell_type": "markdown", "id": "f2ebacfb", "metadata": {}, "source": [ "Some of these are quite similar to each other and others, like the first and last in the second row, are clearly structurally related - the last entry in the second row is a substructure of the first entry in that row." ] }, { "cell_type": "markdown", "id": "0b735408", "metadata": {}, "source": [ "Look at the compounds from another assay:" ] }, { "cell_type": "code", "execution_count": 62, "id": "3483bd3e", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:13:25.501136Z", "start_time": "2024-03-10T06:13:25.469349Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "32 rows affected.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aid = aids[1][0]\n", "structs = %sql postgresql://glandrum@stoat/chembl_33 \\\n", " select distinct on (canonical_smiles) cids.chembl_id compound_chembl_id,canonical_smiles \\\n", " from activities \\\n", " join assays using (assay_id) \\\n", " join compound_structures using (molregno) \\\n", " join chembl_id_lookup cids on (molregno=entity_id and entity_type='COMPOUND')\\\n", " where assays.chembl_id=:aid \\\n", " and standard_type='Ki'\n", "\n", "nms,smis = zip(*structs)\n", "mols = [Chem.MolFromSmiles(x) for x in smis]\n", "Draw.MolsToGridImage(mols[:6],legends=nms,subImgSize=(250,200))\n" ] }, { "cell_type": "markdown", "id": "445d5a64", "metadata": {}, "source": [ "And generate the scaffolds:" ] }, { "cell_type": "code", "execution_count": 63, "id": "4d2441e4", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:13:53.674681Z", "start_time": "2024-03-10T06:13:53.608917Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scaffs = []\n", "for m in mols:\n", " scaff = Chem.MurckoDecompose(m)\n", " Chem.SanitizeMol(scaff)\n", " scaffs.append(scaff)\n", "scaff_smis = [Chem.MolToSmiles(x) for x in scaffs]\n", "print(len(set(scaff_smis)))\n", "unique_scaffs = [Chem.MolFromSmiles(smi) for smi in set(scaff_smis)]\n", "Draw.MolsToGridImage(unique_scaffs[:6],subImgSize=(250,200))" ] }, { "cell_type": "markdown", "id": "b26aaa5a", "metadata": {}, "source": [ "This time there are 20 scaffolds and some of them are QUITE similar to each other." ] }, { "cell_type": "markdown", "id": "badef6ee", "metadata": {}, "source": [ "# Number of scaffolds per assay" ] }, { "cell_type": "markdown", "id": "3b7d53c4", "metadata": {}, "source": [ "Do the compound extraction and scaffold calculation for all of the assays:" ] }, { "cell_type": "code", "execution_count": 69, "id": "d40066cc", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:38:02.463123Z", "start_time": "2024-03-10T06:35:59.902309Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done 100 of 7148\n", "Done 200 of 7148\n", "Done 300 of 7148\n", "Done 400 of 7148\n", "Done 500 of 7148\n", "Done 600 of 7148\n", "Done 700 of 7148\n", "Done 800 of 7148\n", "Done 900 of 7148\n", "Done 1000 of 7148\n", "Done 1100 of 7148\n", "Done 1200 of 7148\n", "Done 1300 of 7148\n", "Done 1400 of 7148\n", "Done 1500 of 7148\n", "Done 1600 of 7148\n", "Done 1700 of 7148\n", "Done 1800 of 7148\n", "Done 1900 of 7148\n", "Done 2000 of 7148\n", "Done 2100 of 7148\n", "Done 2200 of 7148\n", "Done 2300 of 7148\n", "Done 2400 of 7148\n", "Done 2500 of 7148\n", "Done 2600 of 7148\n", "Done 2700 of 7148\n", "Done 2800 of 7148\n", "Done 2900 of 7148\n", "Done 3000 of 7148\n", "Done 3100 of 7148\n", "Done 3200 of 7148\n", "Done 3300 of 7148\n", "Done 3400 of 7148\n", "Done 3500 of 7148\n", "Done 3600 of 7148\n", "Done 3700 of 7148\n", "Done 3800 of 7148\n", "Done 3900 of 7148\n", "Done 4000 of 7148\n", "Done 4100 of 7148\n", "Done 4200 of 7148\n", "Done 4300 of 7148\n", "Done 4400 of 7148\n", "Done 4500 of 7148\n", "Done 4600 of 7148\n", "Done 4700 of 7148\n", "Done 4800 of 7148\n", "Done 4900 of 7148\n", "Done 5000 of 7148\n", "Done 5100 of 7148\n", "Done 5200 of 7148\n", "Done 5300 of 7148\n", "Done 5400 of 7148\n", "Done 5500 of 7148\n", "Done 5600 of 7148\n", "Done 5700 of 7148\n", "Done 5800 of 7148\n", "Done 5900 of 7148\n", "Done 6000 of 7148\n", "Done 6100 of 7148\n", "Done 6200 of 7148\n", "Done 6300 of 7148\n", "Done 6400 of 7148\n", "Done 6500 of 7148\n", "Done 6600 of 7148\n", "Done 6700 of 7148\n", "Done 6800 of 7148\n", "Done 6900 of 7148\n", "Done 7000 of 7148\n", "Done 7100 of 7148\n" ] } ], "source": [ "%config SqlMagic.feedback = False\n", "\n", "accum = []\n", "for aid,_,_ in aids:\n", " structs = %sql postgresql://glandrum@stoat/chembl_33 \\\n", " select distinct on (canonical_smiles) cids.chembl_id compound_chembl_id,canonical_smiles \\\n", " from activities \\\n", " join assays using (assay_id) \\\n", " join compound_structures using (molregno) \\\n", " join chembl_id_lookup cids on (molregno=entity_id and entity_type='COMPOUND')\\\n", " where assays.chembl_id=:aid \\\n", " and standard_type='Ki'\n", "\n", " nms,smis = zip(*structs)\n", " mols = [Chem.MolFromSmiles(x) for x in smis]\n", " scaffs = set()\n", " for m in mols:\n", " scaff = Chem.MurckoDecompose(m)\n", " Chem.SanitizeMol(scaff)\n", " scaffs.add(Chem.MolToSmiles(scaff))\n", " accum.append((aid,len(mols),len(scaffs)))\n", " if not len(accum)%100:\n", " print(f'Done {len(accum)} of {len(aids)}')" ] }, { "cell_type": "code", "execution_count": 70, "id": "17106f25", "metadata": { "ExecuteTime": { "end_time": "2024-03-10T06:38:02.469222Z", "start_time": "2024-03-10T06:38:02.464415Z" } }, "outputs": [], "source": [ "import pickle\n", "with open('./results/murcko_scaffs.pkl','wb+') as outf:\n", " pickle.dump(accum,outf)" ] }, { "cell_type": "code", "execution_count": 2, "id": "1ccf47b0", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:19:08.749247Z", "start_time": "2024-05-31T06:19:08.673610Z" } }, "outputs": [], "source": [ "import pickle\n", "with open('./results/murcko_scaffs.pkl','rb') as inf:\n", " accum = pickle.load(inf)" ] }, { "cell_type": "markdown", "id": "0a09c103", "metadata": {}, "source": [ "How many scaffolds are there in each assay?" ] }, { "cell_type": "code", "execution_count": 7, "id": "33b7f130", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:20:57.765887Z", "start_time": "2024-05-31T06:20:57.664715Z" } }, "outputs": [ { "data": { "image/png": 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ay8vL7SsUkuyXYRp+bLegoKDFH8cdOXKkDh06pGXLlumTTz7RsWPHFBkZqYkTJ2rJkiWNPmhtwIABOnLkiP3bk48dO6awsDDdf//9evbZZ9W9e/cWzQMAALhHi1dOfsxYOblxsHICAObSkvfQdv9uHQAAgIYIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFQIJwAAwFRaHE5OnjypdevW6eGHH9bAgQPl5eUli8WiZcuWNVm7f/9+TZgwQWFhYfLz81O/fv20dOlSVVZWXrUuKytL06dPV9euXeXr66uePXtqwYIFunDhwlXrCgsL9cgjjygqKkpWq1XR0dF69NFHVVhY2JJDBgAAbtTicPLiiy/qkUce0fr163X06FHV1dU1qy41NVXDhg3Te++9J6vVqr59++rEiRN69tlnNXz4cJWXl7us2717txISErRx40bV1dWpf//+OnPmjFatWqWEhASdPXvWZV1mZqZ++tOfat26dSorK9OAAQNUWlqqtWvXauDAgcrOzm7poQMAADdocTgJDQ3VuHHj9Mc//lHbtm1TUlJSkzV5eXlKTk5WXV2dVqxYoYKCAmVkZCgnJ0d9+vTRwYMHtWjRIqe6srIyTZkyRRUVFZo3b54KCwuVnp6u/Px8JSYmKjc3V8nJyU51dXV1mjx5ss6fP6+kpCSdOnVK6enpKiws1KRJk1RUVKQpU6aovr6+pYcPAADaWIvDyZIlS/T+++/r97//ve6++24FBgY2WbNy5UpVVVVp9OjRWrhwoSwWiySpR48eevXVVyVJa9eudVoFeeWVV3Tu3Dn17dtXq1evlre3tyQpJCREGzdulJeXlz744ANlZGQ41G3evFmZmZkKCQnRa6+9Jn9/f0lSQECAUlJSFBISoqNHj2rr1q0tPXwAANDG2vyGWMMwtGXLFklyucoxdOhQxcXFqaamxiksbN68WZI0a9YseXp6OvRFR0dr1KhRkqR33nnHZd3999+vDh06OPR16NBBkydPliRt2rTpWg8LAAC0kTYPJ/n5+Tp9+rQkKTEx0eUYW/uBAwfsbbW1tUpPT29xnSR98cUX11QHAADaX5uHk5ycHEmS1WpVt27dXI6JjY11GCtdvk+lpqbGob85ddXV1crPz29WXcN9AAAAc/Bq6x0UFxdLkjp27Gi/1+RKnTp1chh75c+2/ubUlZSU2G90baquvr5epaWlCgkJcTmuqqpKVVVV9t9LS0tdjgMAAK2nzVdObM8w8fHxaXSM1WqVJFVUVDjVXa32euuurL3S8uXLFRwcbH9FRUU1OhYAALSONg8nvr6+ki5fbmmMbXXCz8/Pqe5qtddbd2XtlRYvXqySkhL7q6CgoNGxAACgdbT5ZR3bJZQLFy7IMAyXl3Zsl2UaXoZp+HNxcbG6du3arLrg4GB5eHiovr7e4XKPqzoPDw8FBQU1Oner1eqwygIAANpem6+c9O7dW9Ll1YpTp065HJObm+swVpJiYmLszzWx9TenzsfHR9HR0c2qa7gPAABgDm0eTqKjoxURESFJSktLcznG1j5kyBB7m5eXl+Lj41tc1/D3ltYBAID21+bhxGKxaOLEiZKkDRs2OPXv27dP2dnZ8vb21vjx4x36Jk2aJElKSUlx+g6f/Px87dy5U5KcHqFvq3v77bdVVlbm0FdWVmZ/+Np99913rYcFAADaSJuHE0lauHChfHx8tGPHDq1cuVKGYUiSvvvuOz300EOSpDlz5thXWGzmzp2r0NBQZWVlaf78+fZnkhQVFWnatGmqra3VmDFjlJCQ4FCXlJSkuLg4FRUVafbs2fYvFbx06ZJmz56toqIiDRgwQPfee28bHzkAAGgpi2FLCs2UlpamCRMm2H+/ePGiqqqq5O/v7/DJl8OHDzt89PaNN97Q7NmzVV9fr8jISHXp0kXHjx9XTU2NEhIS9NlnnykgIMBpf7t27dK4ceNUWVmpsLAwRUdHKysrS+Xl5YqJidH+/fudQo0kHT9+XMOHD1dxcbGCg4PVq1cvnThxQiUlJercubP27Nmjfv36teTQVVpaquDgYJWUlFz1RlozsDyZ2t5TaFfG36e39xQAAA205D20xSsnNTU1Kioqsr9sH8stLy93aL/yMsyDDz6oPXv2aNy4caqoqFBmZqZiY2P13HPPae/evS6DiSSNHDlShw4d0tSpU2WxWHTs2DGFh4dr/vz5ysjIcBlMJGnAgAE6cuSI5syZo8DAQB07dkyBgYF6+OGHdeTIkRYHEwAA4B4tXjn5MWPl5MbBygkAmEubrpwAAAC0JcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFbeHk++//14LFixQ//795e/vL19fX/Xs2VOPPPKITpw40Wjd/v37NWHCBIWFhcnPz0/9+vXT0qVLVVlZedX9ZWVlafr06eratat9XwsWLNCFCxda+cgAAEBrsBiGYbhrZ19//bWGDx+u77//Xt7e3oqNjZW3t7dOnDihyspK+fv768MPP9SIESMc6lJTUzVz5kzV1dUpMjJSXbp00fHjx1VTU6PBgwfr008/lb+/v9P+du/erbFjx6qiokJhYWGKiopSdna2ysvLFRsbq3379ik8PLzZ8y8tLVVwcLBKSkoUFBR03X+PtmR5MrW9p9CujL9Pb+8pAAAaaMl7qFtXTp544gl9//33SkxMVG5urrKzs3Xs2DH9+9//1vjx41VeXq7Zs2erYV7Ky8tTcnKy6urqtGLFChUUFCgjI0M5OTnq06ePDh48qEWLFjntq6ysTFOmTFFFRYXmzZunwsJCpaenKz8/377/5ORkdx4+AABoBreFk/Lycu3evVuS9PLLL6t79+72vpCQEKWkpMhisejkyZPKzs62961cuVJVVVUaPXq0Fi5cKIvFIknq0aOHXn31VUnS2rVrdfbsWYf9vfLKKzp37pz69u2r1atXy9vb276vjRs3ysvLSx988IEyMjLa9LgBAEDLuC2cVFdXq76+XpIUGxvr1N+pUyd17txZklRbWytJMgxDW7ZskSSXqxxDhw5VXFycampqtHXrVoe+zZs3S5JmzZolT09Ph77o6GiNGjVKkvTOO+9cz2EBAIBW5rZw0rFjR0VFRUmS9u3b59T/9ddfq6ioSB07dlTv3r0lSfn5+Tp9+rQkKTEx0eV2be0HDhywt9XW1io9Pb3FdQAAoP259Z6TZcuWSZIeeughvfvuuyoqKlJJSYk++ugj3XvvvbJYLFqxYoV8fX0lSTk5OZIkq9Wqbt26udymbRXGNla6fJ9KTU2NQ39z6gAAQPvzcufOHnzwQQUGBmrp0qW67777HPp++tOf6sMPP9Tdd99tbysuLpZ0edXFdq/JlTp16uQw9sqfbf3NqbtSVVWVqqqq7L+XlpY2OhYAALQOt4YTwzCUm5uroqIieXp66pZbbpGPj49OnDih48ePa+3atfr5z39uv/fE9gwTHx+fRrdptVolSRUVFfa2hs8+aazWVd2Vli9frueff76ZR3ftfuwf+wUAoCG3hpO5c+dq7dq1Gjp0qD7//HPFxMRIuvxgtuTkZG3ZskXffvutMjIy5Onpab+8U11d3eg2bSsbfn5+9jZbna224e9Xq7vS4sWLNX/+fPvvpaWl9vtmYG5tEfh4dgoAuIfb7jk5cuSI1q1bJ29vb7355pv2YCJJXbp0UWpqqkJDQ3X06FG9/fbbkv7/pZcLFy6osWfF2S7LNLx80/Dnxi7buKq7ktVqVVBQkMMLAAC0LbeFk7S0NBmGoVtvvdXl6kNQUJB+/vOfS5IOHTokSfZP7VRVVenUqVMut5ubm+swVpJiYmLszzWx9TenDgAAtD+3hZOysrImx9hWR2z3jERHRysiIkLS5XDjiq19yJAh9jYvLy/Fx8e3uA4AALQ/t4UT2wrFN998o4KCAqf+0tJSHTx4UJJ06623SpIsFosmTpwoSdqwYYNTzb59+5SdnS1vb2+NHz/eoW/SpEmSpJSUFNXV1Tn05efna+fOnZKkpKSk6zksAADQytwWTkaPHq3Q0FDV1NRo6tSpysvLs/d9//33mj59un744Qf5+vo6fMx44cKF8vHx0Y4dO7Ry5Ur76sp3332nhx56SJI0Z84c+wqLzdy5cxUaGqqsrCzNnz/f/tyToqIiTZs2TbW1tRozZowSEhLa+MgBAEBLuPVbibdt26ZJkyapsrJSnp6eDt9KXF1dLS8vL61fv14zZ850qHvjjTc0e/Zs1dfXO30rcUJCgj777DMFBAQ47W/Xrl0aN26cKisrFRYWpujoaGVlZam8vFwxMTHav3+/U6i5mrb6VmI+Snxj4NM6AHDtTPutxGPGjNGRI0f0yCOP6JZbblF+fr5OnDihrl276oEHHtCBAwecgol0+eFte/bs0bhx41RRUaHMzEzFxsbqueee0969e10GE0kaOXKkDh06pKlTp8pisejYsWMKDw/X/PnzlZGR0aJgAgAA3MOtKyc3OlZOftxYOQGAa2falRMAAICmEE4AAICpEE4AAICpuPW7dYAbGd/XAwDuwcoJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwlXYJJ3V1dVq3bp1GjBih0NBQ+fr6qkePHrr33nu1detWlzX79+/XhAkTFBYWJj8/P/Xr109Lly5VZWXlVfeVlZWl6dOnq2vXrvL19VXPnj21YMECXbhwoQ2ODAAAXC+LYRiGO3dYXFyse+65R1988YUsFotuvfVWBQYG6tSpUzp9+rSSkpL0zjvvONSkpqZq5syZqqurU2RkpLp06aLjx4+rpqZGgwcP1qeffip/f3+nfe3evVtjx45VRUWFwsLCFBUVpezsbJWXlys2Nlb79u1TeHh4s+deWlqq4OBglZSUKCgo6Lr/FjaWJ1NbbVu4sRh/n97eUwAAt2jJe6hbV07q6+s1fvx4ffHFF5o0aZLy8/OVnZ2tQ4cO6dSpUyooKNC8efMcavLy8pScnKy6ujqtWLFCBQUFysjIUE5Ojvr06aODBw9q0aJFTvsqKyvTlClTVFFRoXnz5qmwsFDp6enKz89XYmKicnNzlZyc7K5DBwAAzeTWcLJ27Vrt3btXt99+uzZt2qTu3bs79Hfv3l3Dhw93aFu5cqWqqqo0evRoLVy4UBaLRZLUo0cPvfrqq/btnj171qHulVde0blz59S3b1+tXr1a3t7ekqSQkBBt3LhRXl5e+uCDD5SRkdFWhwsAAK6BW8PJiy++KElaunSpPDya3rVhGNqyZYskuVzlGDp0qOLi4lRTU+N0r8rmzZslSbNmzZKnp6dDX3R0tEaNGiVJTpeQAABA+3JbOMnJyVF2drY6d+6soUOHauvWrZoxY4ZGjhypqVOnav369aqqqnKoyc/P1+nTpyVJiYmJLrdraz9w4IC9rba2Vunp6S2uAwAA7c/LXTuyhYW4uDg98MADSk11vAn0rbfe0qpVq7R9+3b16NFD0uVAI0lWq1XdunVzud3Y2FiHsdLl+1Rqamoc+ptTd6WqqiqHwFRaWtr4AQIAgFbhtpUT2wrIwYMHlZqaqjlz5igvL0+VlZXauXOnYmNjlZ2draSkJNXX10u6/MkeSerYsaP9XpMrderUyWHslT/b+ptTd6Xly5crODjY/oqKimru4QIAgGvktnBy6dIlSVJNTY2GDRumdevWqUePHrJarRo5cqQ2b94si8Wi9PR0ffDBB5Jkf4aJj49Po9u1Wq2SpIqKCntbw2efNFbrqu5KixcvVklJif1VUFDQnEMFAADXwW3hxNfX1/7zU0895dQ/cOBA3X777ZKk7du3O9RUV1c3ul3bZRc/Pz+X+2qs1lXdlaxWq4KCghxeAACgbbktnDS8vBIXF+dyTN++fSVdvmekYc2FCxfU2LPibJdlGm6/4c+NXbZxVQcAANqf28JJnz597D/bLqlcydZeV1cnSerdu7eky6scp06dclmTm5vrMFaSYmJi7M81sfU3pw4AALQ/t4WT2267zX65panAEBkZKeny80giIiIkSWlpaS5rbO1Dhgyxt3l5eSk+Pr7FdQAAoP25LZwEBATonnvukSS9/vrrTv1nzpzRRx99JEm64447JEkWi0UTJ06UJG3YsMGpZt++fcrOzpa3t7fGjx/v0Ddp0iRJUkpKin0lxiY/P187d+6UJCUlJV3PYQEAgFbm1ifEPvvss/L09NSbb77pEFAuXLigWbNmqaKiQrGxsZo8ebK9b+HChfLx8dGOHTu0cuVK+70n3333nR566CFJ0pw5c+wrLDZz585VaGiosrKyNH/+fPtzT4qKijRt2jTV1tZqzJgxSkhIaOvDBgAALeD2byV+5ZVX9Pjjj8swDEVHR6tLly7KzMxUeXm5QkND9fHHH+tnP/uZQ80bb7yh2bNnq76+3ulbiRMSEvTZZ58pICDAaV+7du3SuHHjVFlZqbCwMEVHRysrK0vl5eWKiYnR/v37nULN1fCtxGhtfCsxgB8L034rsXR5ReOzzz7Tr3/9a5WXl+vo0aPq0qWLnnjiCX355ZdOwUSSHnzwQe3Zs0fjxo1TRUWFMjMzFRsbq+eee0579+51GUwkaeTIkTp06JCmTp0qi8WiY8eOKTw8XPPnz1dGRkaLggkAAHAPt6+c3MhYOUFrY+UEwI+FqVdOAAAAroZwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATIVwAgAATKVdw8mSJUtksVhksVi0bNmyRsft379fEyZMUFhYmPz8/NSvXz8tXbpUlZWVV91+VlaWpk+frq5du8rX11c9e/bUggULdOHChVY+EgAA0FraLZxkZWVp5cqVTY5LTU3VsGHD9N5778lqtapv3746ceKEnn32WQ0fPlzl5eUu63bv3q2EhARt3LhRdXV16t+/v86cOaNVq1YpISFBZ8+ebe1DAgAAraBdwolhGHr00Ufl7e2tO+64o9FxeXl5Sk5OVl1dnVasWKGCggJlZGQoJydHffr00cGDB7Vo0SKnurKyMk2ZMkUVFRWaN2+eCgsLlZ6ervz8fCUmJio3N1fJyclteYgAAOAatUs42bBhg/bs2aNnn31WUVFRjY5buXKlqqqqNHr0aC1cuFAWi0WS1KNHD7366quSpLVr1zqtgrzyyis6d+6c+vbtq9WrV8vb21uSFBISoo0bN8rLy0sffPCBMjIy2ugIAQDAtXJ7ODl37pyeeeYZ9evXT08//XSj4wzD0JYtWyTJ5SrH0KFDFRcXp5qaGm3dutWhb/PmzZKkWbNmydPT06EvOjpao0aNkiS9884713UsAACg9bk9nDz99NM6f/681qxZY1/RcCU/P1+nT5+WJCUmJrocY2s/cOCAva22tlbp6ektrgMAAObg1nCya9cupaamasaMGRoxYsRVx+bk5EiSrFarunXr5nJMbGysw1jp8n0qNTU1Dv3NqQMAAObg5a4dVVZWau7cuQoODtZf/vKXJscXFxdLkjp27Gi/1+RKnTp1chh75c+2/ubUuVJVVaWqqir776WlpU3OGwAAXB+3rZwsW7ZMJ06c0J/+9CeFh4c3Od72DBMfH59Gx1itVklSRUWFU93Val3VubJ8+XIFBwfbX1e7eRcAALQOt4QT2zNN4uPj9dhjjzWrxtfXV5JUXV3d6Bjbqoafn59T3dVqXdW5snjxYpWUlNhfBQUFzZo7AAC4dm65rPP444+rtrZWL7/8sjw8mpeHbJdeLly4IMMwXF7asV2WaXj5puHPxcXF6tq1a7PqXLFarfZVFgAA4B5uWTk5fPiwLBaLxo8fr4iICIfXW2+9JUl64YUXFBERocGDB0uSevfuLenyKsepU6dcbjc3N9dhrCTFxMTYPwVk629OHQAAMAe33XNSV1ens2fPOr1s94hcvHhRZ8+e1blz5yRdfh5JRESEJCktLc3lNm3tQ4YMsbd5eXkpPj6+xXUAAMAc3BJObJdmXL1mzpwpSVq6dKkMw1BeXp4kyWKxaOLEiZIuP1H2Svv27VN2dra8vb01fvx4h75JkyZJklJSUlRXV+fQl5+fr507d0qSkpKSWvU4AQDA9WvXbyVuysKFC+Xj46MdO3Zo5cqVMgxDkvTdd9/poYcekiTNmTPHvsJiM3fuXIWGhiorK0vz58+3P/ekqKhI06ZNU21trcaMGaOEhAT3HhAAAGiSqcPJLbfconXr1snDw0OLFi1SVFSU4uPj1bt3b3399ddKSEhw+c3GQUFBevPNN+Xr66uXXnpJkZGRGjRokKKjo5WWlqaYmBj7d/MAAABzMXU4kaQHH3xQe/bs0bhx41RRUaHMzEzFxsbqueee0969exUQEOCybuTIkTp06JCmTp0qi8WiY8eOKTw8XPPnz1dGRobTagsAADAHi2G7VoImlZaWKjg4WCUlJQoKCmq17VqeTG21beHGYvx9entPAQDcoiXvoaZfOQEAAD8uhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqhBMAAGAqXu09AeDHzPJkaqtv0/j79FbfJgC4EysnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVAgnAADAVNwWTgzD0N69e7Vw4UL94he/UMeOHeXj46Nu3bopKSlJu3fvvmr9/v37NWHCBIWFhcnPz0/9+vXT0qVLVVlZedW6rKwsTZ8+XV27dpWvr6969uypBQsW6MKFC614dAAAoLVYDMMw3LGjXbt2adSoUZIkDw8P9erVSwEBAcrJydHFixclSUuWLNHSpUudalNTUzVz5kzV1dUpMjJSXbp00fHjx1VTU6PBgwfr008/lb+/v1Pd7t27NXbsWFVUVCgsLExRUVHKzs5WeXm5YmNjtW/fPoWHhzf7GEpLSxUcHKySkhIFBQVd41/CmeXJ1FbbFmD8fXp7TwEAnLTkPdStKye9evXSmjVr9MMPP+jrr79WRkaGioqKtHjxYknSsmXL9K9//cuhLi8vT8nJyaqrq9OKFStUUFCgjIwM5eTkqE+fPjp48KAWLVrktL+ysjJNmTJFFRUVmjdvngoLC5Wenq78/HwlJiYqNzdXycnJbjl2AADQfG5bOSktLZW/v7+8vLxc9t9zzz3atm2bxo8fr61bt9rbn3jiCa1Zs0ajR4/WRx995FCzb98+JSYmytvbWwUFBQ6rICtXrtSiRYvUt29fHTt2TJ6enva+/Px89ezZU7W1tUpPT1d8fHyzj4GVE5gdKycAzMiUKydBQUGNBhNJuvPOOyVJ33zzjb3NMAxt2bJFklyucgwdOlRxcXGqqalxCDSStHnzZknSrFmzHIKJJEVHR9svMb3zzjvXcDQAAKCtmObTOrYbW/38/Oxt+fn5On36tCQpMTHRZZ2t/cCBA/Y224pIS+sAAED7M0U4MQxDmzZtkuQYJnJyciRJVqtV3bp1c1kbGxvrMFa6fJ9KTU2NQ39z6gAAQPtr/DqLG61bt06HDx+Wj4+Pfvvb39rbi4uLJUkdO3aUxWJxWdupUyeHsVf+bOtvTt2VqqqqVFVVZf+9tLS0iSMBAADXq91XTjIyMvTUU09JuvxpnZ49e9r7bJd6fHx8Gq23Wq2SpIqKCqe6q9W6qrvS8uXLFRwcbH9FRUU1dTgAAOA6tWs4OXnypMaNG6fKykpNmzZNCxYscOj39fWVJFVXVze6DdvKRsN7VWx1V6t1VXelxYsXq6SkxP4qKCho4ogAAMD1arfLOmfOnNGdd96p06dPa+zYsUpJSXG6dGO79HLhwgUZhuHy0o7tskzDyzcNfy4uLlbXrl2bVXclq9VqX2EBbhRt8dF0Pp4MwJ3aZeXk/PnzuvPOO/Xtt99qxIgR2rRpk7y9vZ3G9e7dW9LlVY5Tp0653FZubq7DWEmKiYmxb8/W35w6AADQ/tweTi5evKh77rlHx48f1+DBg/X+++83emklOjpaERERkqS0tDSXY2ztQ4YMsbd5eXnZH6zWkjoAAND+3BpOqqqqNGHCBB04cED9+/fX9u3b1aFDh0bHWywWTZw4UZK0YcMGp/59+/YpOztb3t7eGj9+vEPfpEmTJEkpKSmqq6tz6MvPz9fOnTslSUlJSdd1TAAAoHW5LZzU1dVp6tSp+uSTT9SzZ099/PHH6ty5c5N1CxculI+Pj3bs2KGVK1fK9rT97777Tg899JAkac6cOfYVFpu5c+cqNDRUWVlZmj9/vv25J0VFRZo2bZpqa2s1ZswYJSQktPKRAgCA6+G279b57//+b02bNk3S5fs8unTp4nJc165d7Q9ks3njjTc0e/Zs1dfXO30rcUJCgj777DMFBAQ4bWvXrl32TwOFhYUpOjpaWVlZKi8vV0xMjPbv3+8Uaq6G79bBjxU3xAK4Xi15D3Xbp3UaPswsJyen0Sez9ujRw6ntwQcfVK9evbR8+XLt27dPmZmZio2N1W9+8xs988wzDh8dbmjkyJE6dOiQli1bpk8++UTHjh1TZGSkJk6cqCVLllz1kzoAAKB9uG3l5GbAygl+rFg5AXC9TPmtxAAAAM1BOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKZCOAEAAKbi1d4TAGB+lidT22S7xt+nt8l2AdzYCCcA2k1bhB4CD3Dj47IOAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFcIJAAAwFT5KDOCmwseTgRsfKycAAMBUCCcAAMBUCCcAAMBUCCcAAMBUCCcAAMBUCCcAAMBUCCcAAMBUCCcAAMBUfhTh5MMPP9SoUaPUuXNnBQQEKD4+Xn/7299UX1/f3lMDAABXuOnDyZ///GeNHTtWu3btUqdOndSrVy8dOXJE8+bN08SJEwkoAACYzE39+Pr9+/fr//yf/yMPDw/913/9l37zm99Iko4cOaK77rpL7733nlavXq0FCxa080wB/NjwmH2gcTf1ysmyZctkGIbmzJljDyaSNHDgQK1evVrS5ZWVmpqa9poiAAC4gsUwDKO9J9EWSktLFRYWpurqah04cEA///nPHfpramoUGhqq0tJSffTRRxo9enSzthkcHKySkhIFBQW12lzb4l9QAH582mLlhBUetJaWvIfetCsnhw8fVnV1tXx9fRUfH+/U7+3trcGDB0uSDhw44O7pAQCARty095zk5ORIkqKjo+Xl5fowY2NjtWvXLvtYALiR3SirsDfKPCVWedrLTRtOiouLJUmdOnVqdIytzzb2SlVVVaqqqrL/XlJSIuny0lSrqi5v3e0BAFpFq///fRsJXvBWq2+z5C9TWnV7tr9lc+4muWnDSWVlpSTJx8en0TFWq1WSVFFR4bJ/+fLlev75553ao6KiWmGGAACzC173SHtPod201bGXlZUpODj4qmNu2nDi6+srSaqurm50jG1VxM/Pz2X/4sWLNX/+fPvv9fX1On/+vEJCQmSxWFo0n9LSUkVFRamgoKBVb6ZF++Pc3tw4vzcvzq17GYahsrIydevWrcmxN204aeqSTcO+xi79WK1W++qKTceOHa9rXkFBQfxHcJPi3N7cOL83L86t+zS1YmJz035ap3fv3pKk/Px81dbWuhyTm5vrMBYAALS/mzac3HbbbfL29lZlZaUyMjKc+mtqanTw4EFJ0pAhQ9w9PQAA0IibNpwEBQVp1KhRkqQNGzY49W/atEmlpaUKCQnRr371qzafj9Vq1R/+8Aeny0S48XFub26c35sX59a8btonxEpSWlqahg0bJovF4vK7dc6ePasXXnhBixYtaueZAgAAm5s6nEjSn/70Jy1ZskTS5YeuBQYG6vjx46qvr9fYsWO1detWeXp6tvMsAQCAzU0fTiTpX//6l/76178qPT1dNTU16t27t2bPnq0nn3ySYAIAgMn8KMIJAAC4cdy0N8QCAIAbE+HEDT788EONGjVKnTt3VkBAgOLj4/W3v/1N9fX17T01NMIwDO3du1cLFy7UL37xC3Xs2FE+Pj7q1q2bkpKStHv37qvW79+/XxMmTFBYWJj8/PzUr18/LV261P61CjCXJUuWyGKxyGKxaNmyZY2O47zeOOrq6rRu3TqNGDFCoaGh8vX1VY8ePXTvvfdq69atLms4vyZioE0tX77ckGRIMmJjY42f/vSnhoeHhyHJGD9+vFFXV9feU4QLO3futJ83Dw8P49ZbbzVuu+02IzAw0N6+ZMkSl7X/9V//ZXh6ehqSjMjISOO2224zvL29DUnG4MGDjUuXLrn5aHA1mZmZho+Pj/28Ll261OU4zuuN4/z588YvfvELQ5JhsViMPn36GAkJCUbXrl0NSUZSUpJTDefXXAgnbWjfvn2GxWIxPDw8jI0bN9rbv/zySyM8PNyQZKxcubIdZ4jGfPzxx0avXr2MNWvWGOfPn7e3V1VVGYsXL7a/kb3//vsOdSdPnjSsVqshyVixYoVRX19vGIZh5OXlGX369DEkGU888YRbjwWNq6+vN4YNG2YEBAQYd9xxR6PhhPN646irqzN++ctfGpKMSZMmGQUFBQ79BQUFxmeffebQxvk1H8JJG7rnnnsMScYjjzzi1JeammpIMkJCQozq6up2mB2upqSkxKipqWm0f8yYMfbVr4Yef/xxQ5IxevRop5q0tDRDkuHt7W2cOXOm1eeMllu3bp0hyXjhhReMmTNnNhpOOK83jpdfftmQZNx+++3NXpnm/JoP95y0kdLSUu3cuVOSlJyc7NQ/efJkBQUFqaioqMn7F+B+QUFB8vJq/Hsx77zzTknSN998Y28zDENbtmyR5PqcDx06VHFxcaqpqWn0mjfc59y5c3rmmWfUr18/Pf30042O47zeWF588UVJ0tKlS+Xh0fRbHOfXnAgnbeTw4cOqrq6Wr6+v4uPjnfq9vb01ePBgSdKBAwfcPT1cJ9sNcn5+fva2/Px8nT59WpKUmJjoss7Wzjlvf08//bTOnz+vNWvWyNvbu9FxnNcbR05OjrKzs9W5c2cNHTpUW7du1YwZMzRy5EhNnTpV69evV1VVlUMN59ecGv+nIa5LTk6OJCk6OrrRf4HHxsZq165d9rG4MRiGoU2bNkly/D8z23m0Wq3q1q2by9rY2FiHsWgfu3btUmpqqmbMmKERI0ZcdSzn9caRnp4uSYqLi9MDDzyg1NRUh/633npLq1at0vbt29WjRw9JnF+zYuWkjRQXF0uSOnXq1OgYW59tLG4M69at0+HDh+Xj46Pf/va39nbbeezYsaMsFovLWs55+6usrNTcuXMVHBysv/zlL02O57zeOGwrIAcPHlRqaqrmzJmjvLw8VVZWaufOnYqNjVV2draSkpLsj3Lg/JoT4aSN2Jb9fXx8Gh1j+ybMiooKt8wJ1y8jI0NPPfWUJGnZsmXq2bOnvY9zfmNYtmyZTpw4oT/96U8KDw9vcjzn9cZx6dIlSVJNTY2GDRumdevWqUePHrJarRo5cqQ2b94si8Wi9PR0ffDBB5I4v2ZFOGkjvr6+kqTq6upGx9iufTa8bwHmdfLkSY0bN06VlZWaNm2aFixY4NDPOTe/rKwsrVy5UvHx8XrssceaVcN5vXHYzpUk+z8iGho4cKBuv/12SdL27dsdaji/5kI4aSPNWQZszqUfmMOZM2d055136vTp0xo7dqxSUlKcloBt5/HChQsyGvnKKs55+3r88cdVW1url19+uVmf5JA4rzeShn//uLg4l2P69u0rScrLy3Oo4fyaC+GkjfTu3VvS5TvBa2trXY7Jzc11GAtzOn/+vO688059++23GjFihDZt2uTy0x2281hVVaVTp0653BbnvH0dPnxYFotF48ePV0REhMPrrbfekiS98MILioiIsH+ajvN64+jTp4/9Z9ulmCvZ2uvq6iRxfs2KcNJGbrvtNnl7e6uyslIZGRlO/TU1NTp48KAkaciQIe6eHprp4sWLuueee3T8+HENHjxY77//fqNLu9HR0YqIiJAkpaWluRxja+ect5+6ujqdPXvW6WW79+DixYs6e/aszp07J4nzeiO57bbb7JdpbIHiSrb2yMhISZxfsyKctJGgoCCNGjVKkrRhwwan/k2bNqm0tFQhISH61a9+5ebZoTmqqqo0YcIEHThwQP3799f27dvVoUOHRsdbLBZNnDhRkutzvm/fPmVnZ8vb21vjx49vs3mjcbale1evmTNnSrr88C7DMOzL/pzXG0dAQIDuueceSdLrr7/u1H/mzBl99NFHkqQ77rhDEufXtNrjsbQ/Fnv37m3yu3VeeOGFdpwhGlNbW2vce++9hiSjZ8+exqlTp5pVl5uba/8Suca+o+Oxxx5ry6njGl3t8fWc1xvHl19+aXh6ehoeHh5GSkqKvb24uNi466677F/CWlVVZe/j/JoP4aSNLVu2rNFvJR47dqxRW1vb3lOECxs3brSft969exuJiYkuX/fdd59T7euvv24/x1d+u2lCQoJx8eLFdjgiNOVq4cQwOK83kpdfftmwWCyGJCM6OtoYNGiQ4e/vb0gyQkNDjcOHDzvVcH7NhXDiBu+//75xxx13GMHBwYa/v78xcOBA4z/+4z8IJib22muv2cPJ1V49evRwWZ+WlmaMGzfO6Ny5s2G1Wo0+ffoYzz33nFFRUeHeA0GzNRVODIPzeiP5/PPPjV//+tdGaGio4ePjY8TExBhPPPGE8e9//7vRGs6veVgMo5HPTgEAALQDbogFAACmQjgBAACmQjgBAACmQjgBAACmQjgBAACmQjgBAACmQjgBAACmQjgBAACmQjgBAACmQjgBgEYUFRXp4YcfVmRkpDw9PWWxWPTcc8/Z+/Py8jR16lR16dJFHh4eslgsSklJueb9ffrpp7JYLNf0TeUWi0UWi+Wa9w2YiVd7TwAAzGrChAlKS0tTcHCwBg0aJG9vb0VHR0uSqqqqdMcdd+jkyZMKCwvTkCFD5OnpqfDw8HaeNXDjI5wAgAtHjx5VWlqaIiMj9dVXXyk4ONih/6OPPtLJkyc1aNAg7d27V1artZ1mCtx8uKwDAC5kZ2dLkhITE52CScP+O+64g2ACtDLCCQC4UFFRIUny8/O7pn4A145wAphcwxsdt23bpuHDh6tDhw4KDg7WmDFjdPjwYaeavLw8WSwWxcTENGu7jbVv2bJFQ4cOVWBgoMLDwzVz5kydOXPGPva1115TQkKCAgIC1KVLF82dO1clJSUtPsa9e/dq4sSJioiIkLe3tzp37qy+fftqzpw5+uKLL1zWHDx4UDNmzFB0dLSsVqvCw8M1dOhQrVixwmEOdXV12rp1qx566CH1799fwcHB8vf3V9++fbVo0SL98MMPDtu13ZQ6a9YsSdLrr79u/5vYbnhteGPs888/b++78u9dVFSkRYsWqU+fPvLz81OnTp30q1/9SqmpqTIMo8V/p6NHj2rChAnq1KmTAgMDNWTIEL355ptXrfnuu+/06KOPKjY2VlarVR06dFBsbKwmTpzYZC3QbgwApibJkGS8/PLLhsViMbp27WrEx8cbAQEBhiQjMDDQyMrKcqg5efKkIcno0aNHk9ttrP2ll14yJBndu3c3Bg4caFitVkOS0a9fP6OiosKYN2+eIcmIjY01+vfvb3h5eRmSjBEjRhj19fXNPr5//vOfhoeHhyHJCAkJMeLj4424uDj78T311FNONS+88IJhsVgMSUZQUJCRkJBg9OzZ0/D29jYkGbt377aPLSgoMCQZHh4e9r9dXFyc4evra0gyYmJijDNnztjHZ2RkGImJiUbv3r0NSUaXLl2MxMRE++vDDz80EhMTjaioKEOSERUVZe+777777NvJycmxj/Hx8THi4+ON2NhY+9/3wQcfdPo77d692/43vNJnn31m+Pn52Y950KBBRkREhCHJWLFihcvzefLkSSM0NNSQZPj7+xs/+clPjJ/97GdG586dDUnGwIEDm32eAHcinAAmZ3vT8ff3N1577TV7e2lpqTFy5EhDkjFlyhSHmtYIJwEBAcbGjRvt7QUFBUavXr0MSca9995rBAcHGzt37rT3Hz161P6m9+GHHzb7+AYMGGBIMtasWWPU1tba2+vr643du3cb7733nsP4f/7zn4Ykw9PT01i1apVRXV1t77t06ZKxdu1aIzMz09524cIFIyUlxSgqKnLYTnFxsfHkk08akoxZs2Y5zeu1114zJBkzZ850Oe8//OEPhiTjD3/4g1NffX29MWjQIHvQaBh+tm3bZg9ea9ascahrLJxcvHjR6N69uz3UXLp0yTAMw6irqzNWrVplD2VXnk/b8c2cOdMoKytz6MvKyjL+8Y9/uDw2oL0RTgCTs73p/K//9b+c+o4ePWpIMoKDgx3aWyOcuFqx+Mc//mHv/+tf/+rU/7vf/c6QZMybN6+pw7KzWq1Gp06dmj2+X79+hiTjj3/8Y7NrriYqKsrw9/c3ampqHNqvJ5x8/PHHhiTDarUap0+fduq3rXT06NHDYfWksXCyfv16Q5IRGRnpEMZsxo8f7/J83nXXXYYk48iRI40cPWBO3HMC3CDmzJnj1PaTn/xEvr6+KikpUVFRUavuLzk52antZz/7mf3nhx56yKn/tttukyTl5uY2ez9RUVG6cOGCPv744ybHnjhxQpmZmfLx8dFvf/vbZu9Dkj755BM9/fTTGjt2rIYPH65f/vKX+uUvf6mSkhKVl5crJyenRdu7mh07dkiSJk+erIiICKf+uXPnymq16rvvvtPXX3/d5PY++ugjSZfPibe3t1P/448/7rIuKipKkvTOO+9c0z0uQHshnAA3iJ49e7psDwsLkyRdvHixzfdn21dYWJiCgoJaZS5PP/20DMPQ6NGjNWjQIP3ud7/Tv/71L5WVlTmNzcrKkiT169dPHTp0aNb2q6urNXHiRI0cOVL/8R//oQ8//FB79uxRWlqa0tLSVFpaKkk6f/58s+fclG+++cY+T1c6dOhgDw62sc3ZXt++fV32N9b+xBNPyNvbW0uXLtUtt9yiuXPnKjU1VadOnWpyn0B7IpwAN4iAgACX7R4el/8zbu1/Gfv7+zu12T7F46qvYX9L5vL444/rjTfe0MCBA5Wenq4XXnhBv/71r9WlSxc98sgjDp+8sQWJjh07Nnv7f/7zn/XPf/5TEREReuONN5SXl6fKykoZly9rKzExUZJUU1PT7G02xRbOunTp0ugY25NkXYWwxrZnC3+NbetKP/vZz/T5559r9OjRKiws1D/+8Q/NmDFD3bt311133WUPe4DZEE6Am1BTIeHSpUvunE6THnjgAX355Zc6ffq03nzzTSUnJ8vLy0vr1q3TjBkz7ONsqyUXLlxo9rZTU1MlSSkpKXrggQfUo0cPh4emFRQUtM5BNBAYGChJ+v777xsdc/bsWUlq1gqQbXvnzp1z2X+1/fziF7/QRx99pOLiYm3fvl3PPPOMunfvrh07dujOO+9s0d8ScBfCCXATsq2yNPZmduLECXdOp9kiIiI0ZcoUrV+/XgcOHJCHh4f+9a9/6fTp05Kk/v37S5IyMzObteIgXX7miyQNHTrUqa+oqEiFhYWtM/kGbr31VkmX5+lKWVmZPRTZxjZne7an0l6pOSsggYGBuuuuu/TnP/9Z2dnZ6tmzpwoLC7Vt27YmawF3I5wAN6GQkBAFBweroqJCX331lVP/+vXr22FWLdOvXz/7Y+Nt90j07NlTAwYMUHV1tV566aVmbcf2BFfbSkVDq1atUl1dXSvN+P+76667JEmbNm1yeGidzT/+8Q9VVVWpR48e6tOnT5PbGz16tCRpw4YNLi8/rVmzpkXz8/f3109+8hNJ4v4TmBLhBLgJWSwW+xvk/PnzHW5Qff311/Xqq6+219QclJaWaurUqfr0009VX19vb6+rq9NLL72k4uJiBQQEOLyBL1u2TJL03HPP6aWXXnJ4sy4vL9f69esdVhJ++ctfSpL+9//+3/a/g2EYeuONN/SXv/xFvr6+rX5cd9xxhwYPHqyqqir95je/cbjssmPHDj3//POSpN/97ncun9J7pd/85jeKjIzUv//9bz366KP2R+cbhqEXX3xRH374ocu6xx57TG+99ZbKy8sd2j///HPt2rVLkhQfH39Nxwi0qXb7EDOAZlEjzyOx6dGjhyHJOHnypEN7VlaWERgYaH+gWnx8vNG1a1f702Yb2+7V9tfU81Ou9oRTV4qLix0e+jZw4EBj0KBB9qeaWiwWY926dU51y5cvtz8hNjg42Bg0aJDRu3dvl0+IPXTokP3ptranyXbr1s2QZDzwwAPGiBEjnGoM4/qec2IYl58Qa3twmtVqNeLj4+0PsbPtuyVPiP3kk08cjmPw4MFNPiF24MCBhiTDy8vL6Nu3r/Hzn//c/r8XScaMGTNczh1ob6ycADepuLg4ff7557r77rvl4eGhr7/+Wrfccovef/99zZ07t72nJ+nyzaD/+Z//qQceeEBRUVHKy8vTV199pc6dO2vGjBk6fPiwy+e7/O53v9O+fft0//33y9/fX0eOHFFpaakGDx6slStXOqwGJCQk6PPPP9edd96p+vp6ZWdnq0uXLnrppZf0+uuvt9mx9erVS4cPH9aCBQsUHR2tr776St9//72GDx+u//zP/7R/Z09z3X777friiy/061//WhaLRZmZmYqKitJ///d/a+HChS5r/vrXv+qpp57ST3/6U/3www/68ssvJV2+7PTee+/pjTfeaI1DBVqdxTB4Mg8AADAPVk4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICpEE4AAICp/D87FpIHjGJsiwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,6))\n", "nscaffs = [x[2] for x in accum]\n", "plt.hist(nscaffs,bins=20)\n", "plt.xlabel('num scaffolds');" ] }, { "cell_type": "markdown", "id": "f62f6e36", "metadata": {}, "source": [ "Stats of that:" ] }, { "cell_type": "code", "execution_count": 10, "id": "ed6b0bf3", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:21:56.019931Z", "start_time": "2024-05-31T06:21:56.016973Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean: 13.2, median: 12.0\n" ] } ], "source": [ "print(f'mean: {np.mean(nscaffs):.1f}, median: {np.median(nscaffs):.1f}')" ] }, { "cell_type": "markdown", "id": "33b197e2", "metadata": {}, "source": [ "That's a lot of scaffolds for each assay." ] }, { "cell_type": "markdown", "id": "907ac4b8", "metadata": {}, "source": [ "Since each assay contains a different number of compounds, it's interesting to look at the relationship between the number of compounds and the number of scaffolds:" ] }, { "cell_type": "code", "execution_count": 12, "id": "733800f6", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:23:10.864843Z", "start_time": "2024-05-31T06:23:10.729686Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,6))\n", "plt.scatter([x[1] for x in accum],[x[2] for x in accum],alpha=0.2)\n", "plt.xlabel('num compounds')\n", "plt.ylabel('num scaffolds');" ] }, { "cell_type": "markdown", "id": "24e5b442", "metadata": {}, "source": [ "We can summarize that with a histogram of the ratio of the number of scaffolds to the number of compounds:" ] }, { "cell_type": "code", "execution_count": 13, "id": "608eef5d", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:23:11.239584Z", "start_time": "2024-05-31T06:23:11.077383Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frac = [x[2]/x[1] for x in accum]\n", "plt.figure(figsize=(6,5))\n", "plt.hist(frac,bins=20)\n", "plt.xlabel('$num_{scaffolds} / num_{compounds}$');" ] }, { "cell_type": "code", "execution_count": 14, "id": "78086d69", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:23:25.050185Z", "start_time": "2024-05-31T06:23:25.046021Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean: 0.4, median: 0.4\n" ] } ], "source": [ "print(f'mean: {np.mean(frac):.1f}, median: {np.median(frac):.1f}')" ] }, { "cell_type": "markdown", "id": "57f61461", "metadata": {}, "source": [ "# Manually extracted scaffolds" ] }, { "cell_type": "markdown", "id": "6420b910", "metadata": {}, "source": [ "To see what's going on in more detail, let's look at a few randomly selected assays/papers:" ] }, { "cell_type": "code", "execution_count": 20, "id": "581d8d52", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T06:55:21.866570Z", "start_time": "2024-05-31T06:55:21.859677Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://www.ebi.ac.uk/chembl/assay_report_card/CHEMBL4049094/ 13 34\n", "https://www.ebi.ac.uk/chembl/assay_report_card/CHEMBL859243/ 10 39\n", "https://www.ebi.ac.uk/chembl/assay_report_card/CHEMBL4710796/ 16 23\n", "https://www.ebi.ac.uk/chembl/assay_report_card/CHEMBL3131699/ 21 28\n", "https://www.ebi.ac.uk/chembl/assay_report_card/CHEMBL4183750/ 9 25\n" ] } ], "source": [ "import random\n", "acp = accum[:]\n", "random.seed(0xf00d)\n", "random.shuffle(acp)\n", "for i,tpl in enumerate(acp[:5]):\n", " assay,nc,ns = tpl\n", " print(f'https://www.ebi.ac.uk/chembl/assay_report_card/{assay}/ {ns} {nc}')" ] }, { "cell_type": "markdown", "id": "188f625c", "metadata": {}, "source": [ "Get the compounds for each assay from the database:" ] }, { "cell_type": "code", "execution_count": 21, "id": "e3d2eee1", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T08:41:00.885036Z", "start_time": "2024-05-31T08:40:59.418519Z" } }, "outputs": [], "source": [ "%config SqlMagic.feedback = False\n", "\n", "cmpd_accum = {}\n", "for aid,_,_ in acp[:5]:\n", " structs = %sql postgresql://glandrum@stoat/chembl_33 \\\n", " select distinct on (canonical_smiles) cids.chembl_id compound_chembl_id,canonical_smiles \\\n", " from activities \\\n", " join assays using (assay_id) \\\n", " join compound_structures using (molregno) \\\n", " join chembl_id_lookup cids on (molregno=entity_id and entity_type='COMPOUND')\\\n", " where assays.chembl_id=:aid \\\n", " and standard_type='Ki'\n", "\n", " nms,smis = zip(*structs)\n", " mols = [Chem.MolFromSmiles(x) for x in smis]\n", " cmpd_accum[aid] = mols" ] }, { "cell_type": "code", "execution_count": 24, "id": "f017648c", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T08:44:30.245322Z", "start_time": "2024-05-31T08:44:30.242882Z" } }, "outputs": [], "source": [ "from rdkit.Chem import rdDepictor\n", "rdDepictor.SetPreferCoordGen(True)" ] }, { "cell_type": "markdown", "id": "679de48f", "metadata": {}, "source": [ "I went through each of the papers and came up with a scaffold based for each on what the authors of the paper report as the scaffold. If there was no reported scaffold or something which was less-than-useful, I constructed on myself:" ] }, { "cell_type": "code", "execution_count": 69, "id": "ec90df78", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T11:17:19.874772Z", "start_time": "2024-05-31T11:17:19.834653Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scaffolds_from_papers = {\n", " 'CHEMBL4049094':'*n1ncc(n1)C(=O)NC(C*)C(=O)NC1(CC1)C#N',\n", " 'CHEMBL859243':'*CC(N1CCCC1)C(=O)c1ccccc1',\n", " 'CHEMBL4710796':'*c1n[nH]c(=S)n1N=C-*',\n", " 'CHEMBL3131699':'CC(C)(C)NC(=O)Nc1nc(Cl)c(*)n(C1=O)CC(=O)Nc1ccccc1C(=O)NS(=O)(=O)*',\n", " 'CHEMBL4183750':'*C(=O)c1ccc(cc1)c1c(OC)ccc(c1)C1=NN(*)C(=O)C2C1CC=CC2'\n", "}\n", "ps = Chem.AdjustQueryParameters.NoAdjustments()\n", "ps.makeDummiesQueries = True\n", "for k in scaffolds_from_papers:\n", " scaffolds_from_papers[k] = Chem.AdjustQueryProperties(Chem.MolFromSmiles(scaffolds_from_papers[k]),ps)\n", " \n", "Draw.MolsToGridImage(scaffolds_from_papers.values(),\n", " legends=list(scaffolds_from_papers.keys()),\n", " subImgSize=(350,300))" ] }, { "cell_type": "markdown", "id": "d9c53799", "metadata": {}, "source": [ "Confirm that these single scaffolds actually cover a reasonable number of the compounds in the paper:" ] }, { "cell_type": "code", "execution_count": 70, "id": "ba5ef4dd", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T11:17:20.272973Z", "start_time": "2024-05-31T11:17:20.265701Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "assay CHEMBL4049094: num compounds=34 num matching scaffold=34\n", "assay CHEMBL859243: num compounds=39 num matching scaffold=31\n", "assay CHEMBL4710796: num compounds=23 num matching scaffold=22\n", "assay CHEMBL3131699: num compounds=28 num matching scaffold=22\n", "assay CHEMBL4183750: num compounds=25 num matching scaffold=21\n" ] } ], "source": [ "for k in scaffolds_from_papers:\n", " nMatches = len([1 for x in cmpd_accum[k] if x.HasSubstructMatch(scaffolds_from_papers[k])])\n", " print(f'assay {k}: num compounds={len(cmpd_accum[k])} num matching scaffold={nMatches}')" ] }, { "cell_type": "markdown", "id": "162b9d4d", "metadata": {}, "source": [ "Notice that in each case these individual scaffolds cover most of the compounds in the assay. This is a large contrast to the results from the Murcko decomposition, where even the most populous scaffolds typically cover less than half the compounds in the assay (see below)." ] }, { "cell_type": "markdown", "id": "76df15b4", "metadata": {}, "source": [ "And, finally, let's just look at those scaffolds together with the most populated Murcko scaffolds from each paper:" ] }, { "cell_type": "code", "execution_count": 66, "id": "48e19d55", "metadata": { "ExecuteTime": { "end_time": "2024-05-31T11:16:49.981899Z", "start_time": "2024-05-31T11:16:49.822127Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from collections import Counter\n", "rows = []\n", "labels = []\n", "for k in scaffolds_from_papers:\n", " scaffs = {}\n", " counts = Counter()\n", " for m in cmpd_accum[k]:\n", " scaff = Chem.MurckoDecompose(m)\n", " Chem.SanitizeMol(scaff)\n", " smi = Chem.MolToSmiles(scaff)\n", " counts[smi] += 1\n", " scaffs[smi] = scaff\n", " row = [scaffolds_from_papers[k]]\n", " lrow = [k]\n", " top = counts.most_common(3)\n", " for smi,cnt in top:\n", " row.append(scaffs[smi])\n", " lrow.append(str(cnt))\n", " rows.extend(row)\n", " labels.extend(lrow)\n", "Draw.MolsToGridImage(rows,\n", " legends=labels,\n", " molsPerRow=4,\n", " subImgSize=(350,300))" ] }, { "cell_type": "markdown", "id": "7a16e726", "metadata": {}, "source": [ "Each row above has the hand-sketched scaffold in the first column and the three most common scaffolds along with their frequency in the remaining columns.\n", "\n", "You can see that, with the exception of the second row (assay CHEMBL859243), the scaffolds found by the Murcko decomposition do not track particularly well with the scaffold extracted from the paper." ] }, { "cell_type": "code", "execution_count": null, "id": "8e683f4d", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.12.1" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }