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Automatic mapping of atoms across both simple and complex chemical reactions

Mapping atoms across chemical reactions is important for substructure searches, automatic extraction of reaction rules, identification of metabolic pathways, and more. Unfortunately, the existing mapping algorithms can deal adequately only with relatively simple reactions but not those in which expe...

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Autores principales: Jaworski, Wojciech, Szymkuć, Sara, Mikulak-Klucznik, Barbara, Piecuch, Krzysztof, Klucznik, Tomasz, Kaźmierowski, Michał, Rydzewski, Jan, Gambin, Anna, Grzybowski, Bartosz A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6441094/
https://www.ncbi.nlm.nih.gov/pubmed/30926819
http://dx.doi.org/10.1038/s41467-019-09440-2
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author Jaworski, Wojciech
Szymkuć, Sara
Mikulak-Klucznik, Barbara
Piecuch, Krzysztof
Klucznik, Tomasz
Kaźmierowski, Michał
Rydzewski, Jan
Gambin, Anna
Grzybowski, Bartosz A.
author_facet Jaworski, Wojciech
Szymkuć, Sara
Mikulak-Klucznik, Barbara
Piecuch, Krzysztof
Klucznik, Tomasz
Kaźmierowski, Michał
Rydzewski, Jan
Gambin, Anna
Grzybowski, Bartosz A.
author_sort Jaworski, Wojciech
collection PubMed
description Mapping atoms across chemical reactions is important for substructure searches, automatic extraction of reaction rules, identification of metabolic pathways, and more. Unfortunately, the existing mapping algorithms can deal adequately only with relatively simple reactions but not those in which expert chemists would benefit from computer’s help. Here we report how a combination of algorithmics and expert chemical knowledge significantly improves the performance of atom mapping, allowing the machine to deal with even the most mechanistically complex chemical and biochemical transformations. The key feature of our approach is the use of few but judiciously chosen reaction templates that are used to generate plausible “intermediate” atom assignments which then guide a graph-theoretical algorithm towards the chemically correct isomorphic mappings. The algorithm performs significantly better than the available state-of-the-art reaction mappers, suggesting its uses in database curation, mechanism assignments, and – above all – machine extraction of reaction rules underlying modern synthesis-planning programs.
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spelling pubmed-64410942019-04-01 Automatic mapping of atoms across both simple and complex chemical reactions Jaworski, Wojciech Szymkuć, Sara Mikulak-Klucznik, Barbara Piecuch, Krzysztof Klucznik, Tomasz Kaźmierowski, Michał Rydzewski, Jan Gambin, Anna Grzybowski, Bartosz A. Nat Commun Article Mapping atoms across chemical reactions is important for substructure searches, automatic extraction of reaction rules, identification of metabolic pathways, and more. Unfortunately, the existing mapping algorithms can deal adequately only with relatively simple reactions but not those in which expert chemists would benefit from computer’s help. Here we report how a combination of algorithmics and expert chemical knowledge significantly improves the performance of atom mapping, allowing the machine to deal with even the most mechanistically complex chemical and biochemical transformations. The key feature of our approach is the use of few but judiciously chosen reaction templates that are used to generate plausible “intermediate” atom assignments which then guide a graph-theoretical algorithm towards the chemically correct isomorphic mappings. The algorithm performs significantly better than the available state-of-the-art reaction mappers, suggesting its uses in database curation, mechanism assignments, and – above all – machine extraction of reaction rules underlying modern synthesis-planning programs. Nature Publishing Group UK 2019-03-29 /pmc/articles/PMC6441094/ /pubmed/30926819 http://dx.doi.org/10.1038/s41467-019-09440-2 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Jaworski, Wojciech
Szymkuć, Sara
Mikulak-Klucznik, Barbara
Piecuch, Krzysztof
Klucznik, Tomasz
Kaźmierowski, Michał
Rydzewski, Jan
Gambin, Anna
Grzybowski, Bartosz A.
Automatic mapping of atoms across both simple and complex chemical reactions
title Automatic mapping of atoms across both simple and complex chemical reactions
title_full Automatic mapping of atoms across both simple and complex chemical reactions
title_fullStr Automatic mapping of atoms across both simple and complex chemical reactions
title_full_unstemmed Automatic mapping of atoms across both simple and complex chemical reactions
title_short Automatic mapping of atoms across both simple and complex chemical reactions
title_sort automatic mapping of atoms across both simple and complex chemical reactions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6441094/
https://www.ncbi.nlm.nih.gov/pubmed/30926819
http://dx.doi.org/10.1038/s41467-019-09440-2
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