Cargando…
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...
Autores principales: | , , , , , , , , |
---|---|
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 |
_version_ | 1783407488637337600 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6441094 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT jaworskiwojciech automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT szymkucsara automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT mikulakklucznikbarbara automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT piecuchkrzysztof automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT kluczniktomasz automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT kazmierowskimichał automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT rydzewskijan automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT gambinanna automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions AT grzybowskibartosza automaticmappingofatomsacrossbothsimpleandcomplexchemicalreactions |