{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Earlier this year I did a [blog post on \"Generalized substructure search\"](https://greglandrum.github.io/rdkit-blog/tutorial/substructure/2021/08/03/generalized-substructure-search.html) with the RDKit. That demonstrated how to use some advanced query features like link nodes, variable attachment points, and tautomer insensitivity to search through the compounds from ChEMBL 29 with the RDKit's `SubstructLibrary`.\n", "\n", "This post uses the same ChEMBL 29 `SubstructLibrary` to demonstrate a couple of new features which were added in the 2021.09 release of the RDKit:\n", "1. Changing the search order\n", "2. Specifying which compounds are actually searched\n", "3. Saving a molecule key (or name) together with the molecules in the `SubstructLibrary`\n", "\n", "For more about the `SubstructLibrary`, take a look at this earlier post about [generalized substructure search](https://greglandrum.github.io/rdkit-blog/tutorial/substructure/2021/08/03/generalized-substructure-search.html)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021.09.3\n", "Mon Dec 20 05:14:01 2021\n" ] } ], "source": [ "from rdkit import Chem\n", "from rdkit.Chem.Draw import IPythonConsole\n", "from rdkit.Chem import Draw\n", "from rdkit.Chem import rdSubstructLibrary\n", "from rdkit import RDLogger\n", "from rdkit import rdBase\n", "import pickle\n", "import time\n", "import gzip\n", "print(rdBase.rdkitVersion)\n", "print(time.asctime())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's the code to build the `SubstructLibrary` from the sdf file distributed by the ChEMBL team. \n", "This uses a feature added in RDKit v2021.09 to allow a molecule key (or name) to be stored with the molecules in a `SubstructLibrary`.\n", "\n", "Executing this takes about 45 minutes on my machine." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "RDLogger.DisableLog(\"rdApp.warning\")\n", "\n", "molholder = rdSubstructLibrary.CachedTrustedSmilesMolHolder()\n", "patts = rdSubstructLibrary.TautomerPatternHolder()\n", "# this will automatically grab the \"_Name\" property for each molecule\n", "# in the ChEMBL SD file this contains the ChEMBL ID for the molecules.\n", "keys = rdSubstructLibrary.KeyFromPropHolder() \n", "slib = rdSubstructLibrary.SubstructLibrary(molholder,patts,keys)\n", "t1 = time.time()\n", "with gzip.GzipFile('/home/glandrum/Downloads/chembl_29.sdf.gz') as gz, Chem.ForwardSDMolSupplier(gz) as suppl:\n", " nDone = 0\n", " for m in suppl:\n", " if m is None:\n", " continue\n", " # skip huge molecules\n", " if m.GetNumHeavyAtoms()>75:\n", " continue\n", " slib.AddMol(m)\n", " nDone += 1\n", " if not nDone%50000:\n", " print(f' did {nDone} in {time.time()-t1:.2f}s')\n", " with open('./results/chembl29_ssslib.pkl','wb+') as outf:\n", " pickle.dump(slib,outf)\n", "print(f'That took {time.time()-t1:.2f}s in total.')\n", "with open('./results/chembl29_ssslib.pkl','wb+') as outf:\n", " pickle.dump(slib,outf)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're going to use the number of heavy atoms to determine the search order. Since that takes a while, go ahead and pre-calculate those values and store them in the same pickle file as the SubstructLibrary:" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "holder = slib.GetMolHolder()\n", "nats = sorted([(holder.GetMol(x).GetNumHeavyAtoms(),x) for x in range(len(slib))])\n", "order = [y for x,y in nats]\n", "# append that to the pickle file with the substruct lib:\n", "with open('./results/chembl29_ssslib.pkl','ab') as outf:\n", " pickle.dump(order,outf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read in the saved data:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with open('./results/chembl29_ssslib.pkl','rb') as inf:\n", " slib = pickle.load(inf)\n", " nat_order = pickle.load(inf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's the query we'll use for this post:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qry = Chem.MolFromSmarts('[O,N]=C-c:1:c:c:n:c:c:1')\n", "qry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at doing a search. We also take advantage of the `SubstructLibrary`'s `KeyHolder` (a new feature in v2021.09) to include the compound ChEMBL IDs in the results:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1000 results\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mids = slib.GetMatches(qry)\n", "print(f'{len(mids)} results')\n", "ms = [slib.GetMolHolder().GetMol(x) for x in mids[:9]]\n", "legends = [slib.GetKeyHolder().GetKey(x) for x in mids[:9]]\n", "Draw.MolsToGridImage(ms,legends=legends,subImgSize=(250,200))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the new features is that we can change the search order; this allows us to get the smallest molecules first (always a good idea with a substructure search). \n", "\n", "Here we're using the number of heavy atoms to set the search order:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1000 results\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slib.SetSearchOrder(nat_order)\n", "mids = slib.GetMatches(qry)\n", "print(f'{len(mids)} results')\n", "ms = [slib.GetMolHolder().GetMol(x) for x in mids[:9]]\n", "legends = [slib.GetKeyHolder().GetKey(x) for x in mids[:9]]\n", "Draw.MolsToGridImage(ms,legends=legends,subImgSize=(250,200))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's important to note that we are not just sorting the results from the search here: we're changing the order in which the search is done. So even though we're only getting 1000 results (the default max number of results from the SubstructLibrary), we know that they are the 1000 smallest results.\n", "\n", "So if we change the maximum number of results to three, we'll get the same first three results:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3 results\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slib.SetSearchOrder(nat_order)\n", "mids2 = slib.GetMatches(qry,maxResults=3)\n", "print(f'{len(mids2)} results')\n", "ms = [slib.GetMolHolder().GetMol(x) for x in mids2[:9]]\n", "legends = [slib.GetKeyHolder().GetKey(x) for x in mids2[:9]]\n", "Draw.MolsToGridImage(ms,legends=legends,subImgSize=(250,200))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the search order to limit the compounds we search. In this case I'm going to refine the results of the previous search and identify compounds which also contain Br:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "66 sub-results\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slib.SetSearchOrder(mids)\n", "mids_new = slib.GetMatches(Chem.MolFromSmarts('[Br]'))\n", "print(f'{len(mids_new)} sub-results')\n", "ms = [slib.GetMolHolder().GetMol(x) for x in mids_new[:9]]\n", "legends = [slib.GetKeyHolder().GetKey(x) for x in mids_new[:9]]\n", "Draw.MolsToGridImage(ms,legends=legends,subImgSize=(250,200))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the results are still coming back sorted by the number of heavy atoms. That's because the IDs of the molecules being used for the search search is sorted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We almost certainly ran up against the default limit on the number of results (1000 compounds) when doing the first search. Let's loosen that to 50K. This will take longer since the first query ends up having to run through the entire database." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "17764 results\n", "919 sub-results\n" ] } ], "source": [ "slib.SetSearchOrder(nat_order)\n", "mids = slib.GetMatches(qry,maxResults=50000)\n", "print(f'{len(mids)} results')\n", "\n", "slib.SetSearchOrder(mids)\n", "mids_new = slib.GetMatches(Chem.MolFromSmarts('[Br]'))\n", "print(f'{len(mids_new)} sub-results')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's never a bad idea to check the performance of these queries.\n", "\n", "Here's the run time for the default value of `maxResults`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "71.7 ms ± 710 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "slib.SetSearchOrder(nat_order)\n", "%timeit mids = slib.GetMatches(qry)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here's the search time for going through the entire database (we only get 17K results here, so maxResults=50K corresponds to searching through the entire database):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.09 s ± 79.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "slib.SetSearchOrder(nat_order)\n", "%timeit mids = slib.GetMatches(qry,maxResults=50000)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.4" }, "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": 2 }