{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Differences between myChEMBL and ChEMBL\n", "\n", "### myChEMBL team, ChEMBL Group, EMBL-EBI.\n", "\n", "This notebook is intended to illustrate the differences between **`myChEMBL`** and **`ChEMBL`**.\n", "\n", "It should be noted that these differences arise purely because of the different tools the two systems use for handling chemical structures: the schemas of and data in the databases are identical, as **`myChEMBL`** is designed to be a faithful implememtation of **`ChEMBL`**.\n", "\n", "**`ChEMBL`** currently uses the proprietary [Accelrys Direct](http://accelrys.com/products/informatics/cheminformatics/accelrys-direct.html) chemistry cartridge and Oracle RDMS, while **`myChEMBL`** uses the free, open-source [RDKit](http://rdkit.org/docs/Cartridge.html) chemistry cartridge and [PostgreSQL](http://www.postgresql.org/) RDMS. Whilst both stacks are very capable, there are some differences between them that users of both should be aware of.\n", "\n", "Users should be familiar with the use of the **`myChEMBL`** (and hence **`ChEMBL`**) web services: a [tutorial](02_myChEMBL_web_services.ipynb) is available if required. Note that URLs are used here to access the web services instead of the API: however, as noted in the tutorial, both return the same data and the conclusions would be identical whichever was used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Important Note\n", "\n", "Please remember that, as this notebook is designed to compare **`myChEMBL`** with **`ChEMBL`**, it uses the web-services provided by the main ChEMBL database, and thus requires external network access. Some links are also made to the main ChEMBL webpage." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import requests\n", "from urllib import quote\n", "\n", "from IPython.display import HTML\n", "\n", "from rdkit import Chem\n", "from rdkit.Chem import Draw\n", "from rdkit.Chem.Draw import IPythonConsole" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configuration and setup" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "chembl_url_stem = \"http://www.ebi.ac.uk/chembl/api/data\"\n", "\n", "mychembl_url_stem = \"http://localhost/chemblws\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exact structure matching\n", "\n", "There are some differences in the 'exact' structure matching algrithms offered by the two cartridges. These are illustarted below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Valence representations\n", "\n", "For historical reasons, there are currently two representations of Lapatinib in ChEMBL: [CHEMBL554](https://www.ebi.ac.uk/chembl/compound/inspect/CHEMBL554), where the sulphone is represented as a hypervalent form (the ChEMBL standard) and [CHEMBL1475148](https://www.ebi.ac.uk/chembl/compound/inspect/CHEMBL1475148), cross-loaded from PubChem, in which a charge-seperated representation is used..." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CHEMBL554 = \"CS(=O)(=O)CCNCc1oc(cc1)c2ccc3ncnc(Nc4ccc(OCc5cccc(F)c5)c(Cl)c4)c3c2\"\n", "\n", "CHEMBL1475148 = \"C[S+](=O)([O-])CCNCc1oc(cc1)c2ccc3ncnc(Nc4ccc(OCc5cccc(F)c5)c(Cl)c4)c3c2\"\n", "\n", "Draw.MolsToGridImage([Chem.MolFromSmiles(x) for x in [CHEMBL554, CHEMBL1475148]], legends=[\"CHEMBL554\", \"CHEMBL1475148\"], subImgSize=(400, 200), useSVG=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If these two SMILES are used to attempt to retrieve records for Lapatinib from **`ChEMBL`** and **`myChEMBL`** different results are obtained." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# URLs for the two web-service endpoints for SMILES-based exact structure lookup...\n", "\n", "chembl_url = chembl_url_stem + \"/molecule.json?molecule_structures__canonical_smiles__flexmatch={}\"\n", "\n", "mychembl_url = mychembl_url_stem + \"/molecule.json?molecule_structures__canonical_smiles__flexmatch={}\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For **`ChEMBL`**, the records for both versions of the structure are returned, whichever is used as the query..." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'CHEMBL554', u'CHEMBL1201179', u'CHEMBL3526325', u'CHEMBL3542341']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lookup the SMILES for CHEMBL554 in ChEMBL and extract ChEMBL IDs from the compound records returned...\n", "[x['molecule_chembl_id'] for x in requests.get(chembl_url.format(quote(CHEMBL554))).json()[u'molecules']]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'CHEMBL554', u'CHEMBL1201179', u'CHEMBL3526325', u'CHEMBL3542341']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lookup the SMILES for CHEMBL1475148 and extract ChEMBL IDs from the compound records returned...\n", "[x['molecule_chembl_id'] for x in requests.get(chembl_url.format(quote(CHEMBL1475148))).json()[u'molecules']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By contrast, with **`myChEMBL`**, only the record corresponding to the version used as the query is returned..." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'CHEMBL554']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lookup the SMILES for CHEMBL554 in myChEMBL and extract ChEMBL IDs from the compound records returned...\n", "\n", "[x['molecule_chembl_id'] for x in requests.get(mychembl_url.format(quote(CHEMBL554))).json()[u'molecules']]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lookup the SMILES for CHEMBL1475148 in myChEMBL and extract ChEMBL IDs from the compound records returned...\n", "\n", "[x['molecule_chembl_id'] for x in requests.get(mychembl_url.format(quote(CHEMBL1475148))).json()[u'molecules']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reason for this difference is that Accelrys Direct offers a feature called 'FlexMatch' that will search across alternative valence representations (and tautomers, for more about which see below), while RDKIt currently has more limited capabilities in this area (but not in others!)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note that, in future ChEMBL releases, this particular issue should be fixed as ChEMBL will be moving to using standardised PubChem structures (_i.e._ those for 'compounds' as opposed to 'substances' as is the case now). Nevertheless, it currently serves to illustrate this important point. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tautomers\n", "\n", "Two sensible (A and B) and three less sensible (C, D & E) tautomers of the simple amino-azabenzimidazole [CHEMBL579385](https://www.ebi.ac.uk/chembl/compound/inspect/CHEMBL579385) are shown below..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "queryA = \"[nH]1cnc2c(N)ccnc12\"\n", "queryB = \"n1c[nH]c2c(N)ccnc12\"\n", "queryC = \"n1cnc2c(N)cc[nH]c12\"\n", "queryD = \"n1c[nH]c2c(=N)cc[nH]c12\"\n", "queryE = \"[nH]1cnc2c(=N)cc[nH]c12\"\n", "\n", "Draw.MolsToGridImage([Chem.MolFromSmiles(x) for x in [queryA, queryB, queryC, queryD, queryE]], legends=[\"queryA\", \"queryB\", \"queryC\", \"queryD\", \"queryE\"], subImgSize=(400, 200), useSVG=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Searching **`ChEMBL`** retrieves the target molecule using all five tautomers..." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[[u'CHEMBL579385'],\n", " [u'CHEMBL579385'],\n", " [u'CHEMBL579385'],\n", " [u'CHEMBL579385'],\n", " [u'CHEMBL579385']]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[[x[\"molecule_chembl_id\"] for x in requests.get(chembl_url.format(quote(x))).json()[\"molecules\"]] for x in [queryA, queryB, queryC, queryD, queryE]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By contrast, searching **`myChEMBL`** retrieves the target for the first two (\"sensible\") tautomers only..." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[[u'CHEMBL579385'], [], [], [], []]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[[x[\"molecule_chembl_id\"] for x in requests.get(mychembl_url.format(quote(x))).json()[\"molecules\"]] for x in [queryA, queryB, queryC, queryD, queryE]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is another example of the power of the Accelrys Direct cartridge, although it should be noted that, ideally, compounds should not be registered in chemical databases as unlikely tautomers such as B, C and D above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Differences in aromaticity perception\n", "\n", "Differing definitions of aromaticity can lead to some differences in search results between the different cartridges. This will be illustrated using SMILES-based substructure searching, again using the amino-azabenzimidazole structure as an example." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# URLs for the two web-service endpoints for substructure searching (currently only SMILES-based searching is offered)...\n", "\n", "chembl_url = chembl_url_stem + \"/substructure/{}.json?limit=1000\"\n", "\n", "mychembl_url = mychembl_url_stem + \"/substructure/{}.json?limit=1000\"" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Utilities for showing with the output of searches...\n", "\n", "def show(mols):\n", " \n", " return Draw.MolsToGridImage([Chem.MolFromSmiles(x[\"molecule_structures\"][\"canonical_smiles\"]) for x in mols], legends=[x[\"molecule_chembl_id\"] for x in mols], molsPerRow=4, subImgSize=(400, 200), useSVG=False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SIl9fX3h7eyM1NVV0FIs4dqwMLVq0x7hx40RHITLKcX/bkM2oqKhAZGQkevToga+//hpN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\n", "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Query structure...\n", "\n", "query = \"[nH]1cnc2c(N)ccnc12\"\n", "\n", "Chem.MolFromSmiles(query)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(272, 325)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Search using the same query SMILES in ChEMBL (hits1) and myChEMBL (hits2)...\n", "\n", "hits1 = requests.get(chembl_url.format(quote(query))).json()[\"molecules\"]\n", "\n", "hits2 = requests.get(mychembl_url.format(quote(query))).json()[\"molecules\"]\n", "\n", "# Different numbers of hits are obtained...\n", "\n", "len(hits1), len(hits2)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(271, 1, 54)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the common hits, those only obtained in ChEMBL (diff1) and those only obtained from myChEMBL (diff2)...\n", "\n", "common = [x for x in hits1 if x[\"molecule_chembl_id\"] in set(x[\"molecule_chembl_id\"] for x in hits1).intersection(set(x[\"molecule_chembl_id\"] for x in hits2))]\n", "\n", "diff1 = [x for x in hits1 if x[\"molecule_chembl_id\"] in set(x[\"molecule_chembl_id\"] for x in hits1).difference(set(x[\"molecule_chembl_id\"] for x in hits2))]\n", "diff2 = [x for x in hits2 if x[\"molecule_chembl_id\"] in set(x[\"molecule_chembl_id\"] for x in hits2).difference(set(x[\"molecule_chembl_id\"] for x in hits1))]\n", "\n", "len(common), len(diff1), len(diff2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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galXl5eDw6Kuj45PLq1bV2fA7y5Ytg4+PD/r166eT4xMZs61bt6Jx48aoWbOm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\nsoTs2bPH67nSpk1Lj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1KlSlSqVAl3d3fdco0ZM4YTJ05EukkgMDCQKlWqkClTJtauXWvU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"text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Common hits (first eight)...\n", "\n", "show(common[:8])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Only obtained from ChEMBL...\n", "\n", "# As the five-membered rings are not considered as aromatic by the Accelrys Direct cartridge, the three-connected N\n", "# in the second imidazole ring can match the pendant N in the query.\n", "\n", "show(diff1)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SJMycORM6OjpS9zt79iyWLXuFe/f6YuNGoEULeTwLxpiyef78Obp16wYtLS0c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\nEalUUlISqlSpAgMDA6mjENH/sAcIUUYG8M0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"text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Only obtained from myChEMBL (first eight)...\n", "\n", "# The more inclusive definition of aromaticity used by RDKit includes the indolone ring.\n", "\n", "show(diff2[:8])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Note on aromaticity perception\n", "\n", "Although the differences in aromaticity perception can lead to quite different hitlists for substructure searches, it is important to note that neither approach is 'better'. The difference in opinion as to whether certain heterocycles (such as the indolone above) are aromatic is very long standing, and there are respectable chemical information systems that have adopted both approaches.\n", "\n", "The important thing here is that the user is aware of the behaviour of the system that they are using, and crafts queries and analyses hitlists appropriately." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Note on substructure searching\n", "\n", "The substructure searching referred to here uses a (valid) SMILES as a query, as that is what is currently offered by the both the **`ChEMBL`** and **`myChEMBL`** webservices. However, the two chemical cartridges also offer other, more powerful, forms of substructure query, which allow much more tailored queries to be crafted.\n", "\n", "The Accelrys Direct cartridge employed by **`ChEMBL`** offers molfile-based queries, described in detail in the \"Substructure Search (SSS)\" chapter of the document \"Symyx Chemical Representation\", available to purchasers of the cartridge. A subset of such queries can be performed _via_ the compound sketcher on **`ChEMBL`** database [main page](https://www.ebi.ac.uk/chembldb/). Molfiles may be sumbitted _via_ SQL queries, but this facility, of course, is only available to those who have purchased the cartridge and built a suitable local version of ChEMBL with it.\n", "\n", "By contrast, the RDKit cartridge employed by **`myChEMBL`** uses the [SMARTS](http://www.daylight.com/dayhtml_tutorials/languages/smarts/) query language, originated by Daylight CIS. SQL-based SMARTS queries may be very easily run against **`myChEMBL`**, whether _via_ the phpPgAdmin Console or _via_ Python (an example of the latter is included in the [myChEMBL_introduction](01_myChEMBL_introduction.ipynb) tutorial).\n", "\n", "Although both systems are very powerful, they are rather different. Although it is possible in many cases to translate between molfile queries and SMARTS (and RDKit has powerful facilities for doing this), it may not be possible to translate some more complex queries exactly. In addition, the differences in aromaticity perception can also introduce significant complications.\n", "\n", "For these reasons, advanced substructure searching is not convered futher in this document at present." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Similarity Searching\n", "\n", "The different cartridges also differ in their approach to similarity searching; this can lead to differences in the hitlists obtained, even when the similarity level chosen is the same.\n", "\n", "Again, there is no wrong or right here: molecular similarity is somewhat subjective, and the user must simply experiment with the threshold they use in to get the most useful hitlist." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Search for compounds similar to Lapatinib, the parent (bioactive) component of the anti-cancer drug Tykerb...\n", "\n", "smiles = \"CS(=O)(=O)CCNCc1oc(cc1)c2ccc3ncnc(Nc4ccc(OCc5cccc(F)c5)c(Cl)c4)c3c2\"" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(34, 26)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note that a slightly different similarity threshold is used in the following two cases. The reason is that the default fingerprint\n", "# used by the myChEMBL similarity search web service is Morgan which is sparser. \n", "\n", "hits1 = requests.get( chembl_url_stem + \"/similarity/\" + quote(smiles) + \"/85\" + \".json?limit=1000\").json()[\"molecules\"]\n", "hits2 = requests.get(mychembl_url_stem + \"/similarity/\" + quote(smiles) + \"/75\" + \".json?limit=1000\").json()[\"molecules\"]\n", "\n", "len(hits1), len(hits2)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(17, 17, 9)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the common hits, those only obtained in ChEMBL (diff1) and those only obtained from myChEMBL (diff2)...\n", "\n", "common = [x for x in hits1 if x[\"molecule_chembl_id\"] in set(x[\"molecule_chembl_id\"] for x in hits1).intersection(set(x[\"molecule_chembl_id\"] for x in hits2))]\n", "\n", "diff1 = [x for x in hits1 if x[\"molecule_chembl_id\"] in set(x[\"molecule_chembl_id\"] for x in hits1).difference(set(x[\"molecule_chembl_id\"] for x in hits2))]\n", "diff2 = [x for x in hits2 if x[\"molecule_chembl_id\"] in set(x[\"molecule_chembl_id\"] for x in hits2).difference(set(x[\"molecule_chembl_id\"] for x in hits1))]\n", "\n", "len(common), len(diff1), len(diff2)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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b1LhxY+rTpw+lpKR8+BsYU5AzZ86QqqoqHTly5K37wsLCyMPDg7S1tcnU1JS8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\nsDAgOFj1X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"text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Common hits (first four only)...\n", "\n", "show(common[:4])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SbTEmbZmZmVi7di3atWuH9u3b4/vvv0f79u0REREh76HJTExMDNTU1NCoUSOZ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\nbnOXguQSk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"text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Only obtained from ChEMBL (first four only)....\n", "\n", "show(diff1[:4])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QoG7d/qhbt7+4lUmjRj+jVau7KCnJRmnpU5SWZqOk5BFKS7NRWpqN4uJC3Lt3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\n", "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Only obtained from myChEMBL (first four only)....\n", "\n", "show(diff2[:4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Canonical SMILES\n", "\n", "Pipeline Pilot is used to generate the Canonical SMILES stored in **`ChEMBL`** (in the `COMPOUND_STRUCTURES` table) and the canonicalisation algorithm it uses is not quite the same as that used by used by RDKit. As the data in **`myChEMBL`** are identical to those in **`ChEMBL`**, this means that the Canonical SMILES returned by the **`myChEMBL`** web services (which are taken from the aforementioned table, not generated on the fly) are not the same as would be produced by RDKit for the same molecule. This is illustrated below." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "chembl_id = \"CHEMBL554\" # ChEMBL ID for Lapatinib" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "u'CS(=O)(=O)CCNCc1oc(cc1)c2ccc3ncnc(Nc4ccc(OCc5cccc(F)c5)c(Cl)c4)c3c2'" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get record for compound from local (i.e. myChEMBL) webservice: structures are pulled from COMPOUND_STRUCTURES table...\n", "\n", "record = requests.get(mychembl_url_stem + \"/molecule/\" + chembl_id + \".json\").json()\n", "\n", "# Extract (canonical) SMILES from record...\n", "\n", "chembl_smiles = record[\"molecule_structures\"][\"canonical_smiles\"]\n", "\n", "chembl_smiles" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note that this SMILES is identical to that obtained from the main ChEMBL webservice...\n", "\n", "chembl_smiles == requests.get(chembl_url_stem + \"/molecule/\" + chembl_id + \".json\").json()[\"molecule_structures\"][\"canonical_smiles\"]" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'CS(=O)(=O)CCNCc1ccc(-c2ccc3ncnc(Nc4ccc(OCc5cccc(F)c5)c(Cl)c4)c3c2)o1'" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use RDKit to generate a Canonical SMILES...\n", "\n", "rdkit_smiles = Chem.CanonSmiles(smiles)\n", "\n", "rdkit_smiles" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The RDKit Canonical SMILES is not the same as the ChEMBL Canonical SMILES...\n", "\n", "rdkit_smiles == chembl_smiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Note on SMILES canonicalisation\n", "\n", "It must be emphasised that both SMILES are equally valid, and that the concept of SMILES canonicalisation is really only meaningful _within_ a given chemical information system. The user simply needs to be careful when comparing SMILES or when using them as dictionary (hash) keys, say, not to mix SMILES from **`myChEMBL`** (or **`ChEMBL`**) with those derived from RDKit.\n", "\n", "To be absolutely safe, SMILES from **`myChEMBL`** queries can always be recanonicalised using RDKit before use.\n", "\n", "Alternatively, SMILES could be avoided and InChI strings or keys used for such comparisons, as these are independent of the chemical toolkit being used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rebuilding the `COMPOUND_STRUCTURES` table\n", "\n", "If the canonical-SMILES mismatch issue described above _did_ prove to be an issue, the `compound_structures` table can be regenerated with the RDKit canonical SMILES in place of those from ChEMBL (_i.e._ produced by Pipeline Pilot).\n", "\n", "This table would be picked up by the local webservices, such that the SMILES returned would be identical to those produced by RDKit functions. Note that only the SMILES are affected, so there will be no effect whatsoever on any structure-based searching.\n", "\n", "The following SQL will build this new version of the table. It could be executed from within the **`myChEMBL`** phpPgAdmin Console (available from the LaunchPad) or from Python (using _e.g._ the `psycopg2` module to connect to the database). Note that it will take some time to run." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "-- SQL to rebuild compound_structures table using RDKit SMILES\n", "\n", "create table compound_structures_new as\n", "select\n", "\t molregno\n", "\t, molfile\n", "\t, standard_inchi\n", "\t, standard_inchi_key\n", "\t, mol_to_smiles(mol_from_ctab(molfile::cstring))::varchar(4000) as canonical_smiles\n", "\t, canonical_smiles as chembl_canonical_smiles\n", "from\n", "\tcompound_structures\n", ";\n", "\n", "alter table compound_structures_new add primary key (molregno);\n", "\n", "comment on column compound_structures_new.canonical_smiles is 'Canonical SMILES generated by RDKit for myChEMBL';\n", "comment on column compound_structures_new.chembl_canonical_smiles is 'Canonical SMILES generated by Pipeline Pilot';\n", "\n", "grant select on compound_structures_new to public;\n", "\n", "-- If everything has gone according to plan, and you wish the new table to become the default...\n", "--\n", "-- alter table compound_structures rename to compound_structures_old;\n", "-- alter table compound_structures_new rename to compound_structures;\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Structures missing from myChEMBL\n", "\n", "If (and only if!) the `compound_structures_new` table is created as described above, it can be used to show how a small number (~300) of structures in **`ChEMBL`** cannot currently be built by RDKit.\n", "\n", "If the code in the following cell is uncommented (select all and use ctrl-/ or ctrl-/ to uncomment lines) and executed, a table of the failed structures will be shown. Note that if the table is _not_ rebuilt first, an error will result." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# # Import module for PostgreSQL connectivity...\n", "\n", "# import psycopg2\n", "\n", "# # Connection details for local myChEMBL PostgreSQL instance...\n", "\n", "# database = {\n", "# \"host\": \"localhost\"\n", "# , \"port\": 5432\n", "# , \"user\": \"mychembl\"\n", "# , \"password\": \"read\"\n", "# , \"dbname\": \"chembl_19\"\n", "# }\n", "\n", "# connection = psycopg2.connect(**database)\n", "\n", "# cursor = connection.cursor()\n", "\n", "# # Get failed structures...\n", "\n", "# cursor.execute(\"\"\"\n", "# select\n", "# b.chembl_id\n", "# from\n", "# compound_structures_new a\n", "# , chembl_id_lookup b\n", "# where\n", "# a.molregno = b.entity_id\n", "# and b.entity_type = 'COMPOUND'\n", "# and a.canonical_smiles is null\n", "# \"\"\")\n", "\n", "# # Build HTML table of faild structures...\n", "\n", "# # Note that, as RDKit cannot build these structures, it obviously cannot depict them.\n", "# # Thus, Indigo depictions generated by the main ChEMBL webservices are used instead.\n", "\n", "# def html_for_row(x):\n", " \n", "# return ' {} '.format(*x*3)\n", " \n", "# HTML(\"\" + \"\".join(html_for_row(x) for x in cursor) + \"
\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the case of the PF6- or peroxy-halogen salts, the issue is with the salt component only, and the parent structure (and any alternative salts) will not be affected. This means structure-based searches (which **`myChEMBL`** performs on the parent struture for reasons of efficiency) should find these compounds, although depiction of the affected salt form will obviously fail.\n", "\n", "In the case of the other compounds, where the problem is with the parent structure, it should be clear that few will be of interest as bioactives: this is certainly the case with the boron clusters and the Tellurium compounds.\n", "\n", "There remains a small number where the problem seems to be with hypervalent nitrogens: these will be investigated and, if possible, fixed in future versions of **`ChEMBL`**. However, the number is very small and the structures fairly unusual, so this issue is unlikely to affect the outcome of any likely query." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 0 }