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High-quality and universal empirical atomic charges for chemoinformatics applications
BACKGROUND: Partial atomic charges describe the distribution of electron density in a molecule and therefore provide clues to the chemical behaviour of molecules. Recently, these charges have become popular in chemoinformatics, as they are informative descriptors that can be utilised in pharmacophor...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4667495/ https://www.ncbi.nlm.nih.gov/pubmed/26633997 http://dx.doi.org/10.1186/s13321-015-0107-1 |
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author | Geidl, Stanislav Bouchal, Tomáš Raček, Tomáš Svobodová Vařeková, Radka Hejret, Václav Křenek, Aleš Abagyan, Ruben Koča, Jaroslav |
author_facet | Geidl, Stanislav Bouchal, Tomáš Raček, Tomáš Svobodová Vařeková, Radka Hejret, Václav Křenek, Aleš Abagyan, Ruben Koča, Jaroslav |
author_sort | Geidl, Stanislav |
collection | PubMed |
description | BACKGROUND: Partial atomic charges describe the distribution of electron density in a molecule and therefore provide clues to the chemical behaviour of molecules. Recently, these charges have become popular in chemoinformatics, as they are informative descriptors that can be utilised in pharmacophore design, virtual screening, similarity searches etc. Especially conformationally-dependent charges perform very successfully. In particular, their fast and accurate calculation via the Electronegativity Equalization Method (EEM) seems very promising for chemoinformatics applications. Unfortunately, published EEM parameter sets include only parameters for basic atom types and they often miss parameters for halogens, phosphorus, sulphur, triple bonded carbon etc. Therefore their applicability for drug-like molecules is limited. RESULTS: We have prepared six EEM parameter sets which enable the user to calculate EEM charges in a quality comparable to quantum mechanics (QM) charges based on the most common charge calculation schemes (i.e., MPA, NPA and AIM) and a robust QM approach (HF/6-311G, B3LYP/6-311G). The calculated EEM parameters exhibited very good quality on a training set ([Formula: see text] ) and also on a test set ([Formula: see text] ). They are applicable for at least 95 % of molecules in key drug databases (DrugBank, ChEMBL, Pubchem and ZINC) compared to less than 60 % of the molecules from these databases for which currently used EEM parameters are applicable. CONCLUSIONS: We developed EEM parameters enabling the fast calculation of high-quality partial atomic charges for almost all drug-like molecules. In parallel, we provide a software solution for their easy computation (http://ncbr.muni.cz/eem_parameters). It enables the direct application of EEM in chemoinformatics. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13321-015-0107-1) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4667495 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-46674952015-12-03 High-quality and universal empirical atomic charges for chemoinformatics applications Geidl, Stanislav Bouchal, Tomáš Raček, Tomáš Svobodová Vařeková, Radka Hejret, Václav Křenek, Aleš Abagyan, Ruben Koča, Jaroslav J Cheminform Research Article BACKGROUND: Partial atomic charges describe the distribution of electron density in a molecule and therefore provide clues to the chemical behaviour of molecules. Recently, these charges have become popular in chemoinformatics, as they are informative descriptors that can be utilised in pharmacophore design, virtual screening, similarity searches etc. Especially conformationally-dependent charges perform very successfully. In particular, their fast and accurate calculation via the Electronegativity Equalization Method (EEM) seems very promising for chemoinformatics applications. Unfortunately, published EEM parameter sets include only parameters for basic atom types and they often miss parameters for halogens, phosphorus, sulphur, triple bonded carbon etc. Therefore their applicability for drug-like molecules is limited. RESULTS: We have prepared six EEM parameter sets which enable the user to calculate EEM charges in a quality comparable to quantum mechanics (QM) charges based on the most common charge calculation schemes (i.e., MPA, NPA and AIM) and a robust QM approach (HF/6-311G, B3LYP/6-311G). The calculated EEM parameters exhibited very good quality on a training set ([Formula: see text] ) and also on a test set ([Formula: see text] ). They are applicable for at least 95 % of molecules in key drug databases (DrugBank, ChEMBL, Pubchem and ZINC) compared to less than 60 % of the molecules from these databases for which currently used EEM parameters are applicable. CONCLUSIONS: We developed EEM parameters enabling the fast calculation of high-quality partial atomic charges for almost all drug-like molecules. In parallel, we provide a software solution for their easy computation (http://ncbr.muni.cz/eem_parameters). It enables the direct application of EEM in chemoinformatics. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13321-015-0107-1) contains supplementary material, which is available to authorized users. Springer International Publishing 2015-12-02 /pmc/articles/PMC4667495/ /pubmed/26633997 http://dx.doi.org/10.1186/s13321-015-0107-1 Text en © Geidl et al. 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Geidl, Stanislav Bouchal, Tomáš Raček, Tomáš Svobodová Vařeková, Radka Hejret, Václav Křenek, Aleš Abagyan, Ruben Koča, Jaroslav High-quality and universal empirical atomic charges for chemoinformatics applications |
title | High-quality and universal empirical atomic charges for chemoinformatics applications |
title_full | High-quality and universal empirical atomic charges for chemoinformatics applications |
title_fullStr | High-quality and universal empirical atomic charges for chemoinformatics applications |
title_full_unstemmed | High-quality and universal empirical atomic charges for chemoinformatics applications |
title_short | High-quality and universal empirical atomic charges for chemoinformatics applications |
title_sort | high-quality and universal empirical atomic charges for chemoinformatics applications |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4667495/ https://www.ncbi.nlm.nih.gov/pubmed/26633997 http://dx.doi.org/10.1186/s13321-015-0107-1 |
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