Re: [Rdkit-discuss] substructure matching
Open-Source Cheminformatics and Machine Learning
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From: Quoc-Tuan DO <quo...@gr...> - 2020-07-21 14:52:06
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<html> <head> <meta http-equiv="Content-Type" content="text/html; charset=UTF-8"> </head> <body> <p>Dear Ivan, Jan and Richard,</p> <p>Thank you for your fast replies.</p> <p>I installed the new version and it is now working well.</p> <p>Thanks again. Have a nice day.</p> <p>All the best,</p> <p>Quoc-Tuan</p> <p><br> </p> <div class="moz-cite-prefix">Le 21/07/2020 à 15:02, Ivan Tubert-Brohman a écrit :<br> </div> <blockquote type="cite" cite="mid:CACmCNSxnpT8Q1VuM1jUo0ACJWOUo=rKr...@ma..."> <meta http-equiv="content-type" content="text/html; charset=UTF-8"> <div dir="ltr">Hi Quoc-Tuan, <div><br> </div> <div>I can't reproduce your observations; I get True in both cases. Which version of RDKit are you using?</div> <div><br> </div> <div>One thing to note is that you are parsing a SMARTS with MolFromSmiles. I wouldn't recommend that in general, although it appears that in this case RDKit is lenient enough to accept "~" in a SMILES and turn it into a QueryBond. What happens if you use MolFromSmarts instead?</div> <div><br> </div> <div>Ivan</div> </div> <br> <div class="gmail_quote"> <div dir="ltr" class="gmail_attr">On Tue, Jul 21, 2020 at 8:12 AM Quoc-Tuan DO <<a href="mailto:quo...@gr..." moz-do-not-send="true">quo...@gr...</a>> wrote:<br> </div> <blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"> <div> <div>Hello, <p>I am not very familiar with smiles/smarts and find the following results quite puzzling: </p> <p> </p> <p>>>> patt = Chem.MolFromSmiles('c1ccc(cc1)C~C2NC~Cc3c2cccc3.c1ccc(cc1)C~C2NC~Cc3c2cccc3')</p> <p>>>> mol = Chem.MolFromSmiles('COc1ccc2cc1Oc1ccc(cc1)CC1N(C)CCc3c1c1Oc4cc5C(C2)NCCc5cc4Oc1c(c3)OC')</p> <p>>>> print mol.HasSubstructMatch(patt) </p> <p>False</p> <p> </p> <p>>>> mol = Chem.MolFromSmiles('COc1ccc7cc1Oc2ccc(cc2)CC3N(C)CCc4c3cc(c(c4)OC)Oc5ccc6c(c5)CCNC6C7')</p> <p>>>> print mol.HasSubstructMatch(patt)</p> <p>True </p> <p style="margin:0px;text-indent:0px">It seems that a presence of an extra Ph<font color="#f80c17"><b> - O - </b></font>Ph makes the difference but I am not sure why. How should the smarts be to have positive results for both smiles ?</p> <p style="margin:0px;text-indent:0px"> </p> <p style="margin:0px;text-indent:0px">Thank you in advance for your help.</p> <p style="margin:0px;text-indent:0px">Best regards,</p> <p style="margin:0px;text-indent:0px">Quoc-Tuan</p> <p style="margin:0px;text-indent:0px"> </p> <p style="margin:0px;text-indent:0px;font-family:Courier;font-size:10pt"> </p> </div> </div> _______________________________________________<br> Rdkit-discuss mailing list<br> <a href="mailto:Rdk...@li..." target="_blank" moz-do-not-send="true">Rdk...@li...</a><br> <a href="https://lists.sourceforge.net/lists/listinfo/rdkit-discuss" rel="noreferrer" target="_blank" moz-do-not-send="true">https://lists.sourceforge.net/lists/listinfo/rdkit-discuss</a><br> </blockquote> </div> </blockquote> <div class="moz-signature">-- <br> <!-- *************************** A MODIFIER : - 3 chemins vers les images - Prénom Nom - Grade - Fonction dans la société - 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... 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