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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...

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Autores principales: Geidl, Stanislav, Bouchal, Tomáš, Raček, Tomáš, Svobodová Vařeková, Radka, Hejret, Václav, Křenek, Aleš, Abagyan, Ruben, Koča, Jaroslav
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2015
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.
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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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