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Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0

BACKGROUND: Network generation tools coupled with chemical reaction rules have been mainly developed for synthesis planning and more recently for metabolic engineering. Using the same core algorithm, these tools apply a set of rules to a source set of compounds, stopping when a sink set of compounds...

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Autores principales: Koch, Mathilde, Duigou, Thomas, Carbonell, Pablo, Faulon, Jean-Loup
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5736515/
https://www.ncbi.nlm.nih.gov/pubmed/29260340
http://dx.doi.org/10.1186/s13321-017-0252-9
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author Koch, Mathilde
Duigou, Thomas
Carbonell, Pablo
Faulon, Jean-Loup
author_facet Koch, Mathilde
Duigou, Thomas
Carbonell, Pablo
Faulon, Jean-Loup
author_sort Koch, Mathilde
collection PubMed
description BACKGROUND: Network generation tools coupled with chemical reaction rules have been mainly developed for synthesis planning and more recently for metabolic engineering. Using the same core algorithm, these tools apply a set of rules to a source set of compounds, stopping when a sink set of compounds has been produced. When using the appropriate sink, source and rules, this core algorithm can be used for a variety of applications beyond those it has been developed for. RESULTS: Here, we showcase the use of the open source workflow RetroPath2.0. First, we mathematically prove that we can generate all structural isomers of a molecule using a reduced set of reaction rules. We then use this enumeration strategy to screen the chemical space around a set of monomers and predict their glass transition temperatures, as well as around aminoglycosides to search structures maximizing antibacterial activity. We also perform a screening around aminoglycosides with enzymatic reaction rules to ensure biosynthetic accessibility. We finally use our workflow on an E. coli model to complete E. coli metabolome, with novel molecules generated using promiscuous enzymatic reaction rules. These novel molecules are searched on the MS spectra of an E. coli cell lysate interfacing our workflow with OpenMS through the KNIME Analytics Platform. CONCLUSION: We provide an easy to use and modify, modular, and open-source workflow. We demonstrate its versatility through a variety of use cases including molecular structure enumeration, virtual screening in the chemical space, and metabolome completion. Because it is open source and freely available on MyExperiment.org, workflow community contributions should likely expand further the features of the tool, even beyond the use cases presented in the paper. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13321-017-0252-9) contains supplementary material, which is available to authorized users.
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spelling pubmed-57365152017-12-20 Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0 Koch, Mathilde Duigou, Thomas Carbonell, Pablo Faulon, Jean-Loup J Cheminform Methodology BACKGROUND: Network generation tools coupled with chemical reaction rules have been mainly developed for synthesis planning and more recently for metabolic engineering. Using the same core algorithm, these tools apply a set of rules to a source set of compounds, stopping when a sink set of compounds has been produced. When using the appropriate sink, source and rules, this core algorithm can be used for a variety of applications beyond those it has been developed for. RESULTS: Here, we showcase the use of the open source workflow RetroPath2.0. First, we mathematically prove that we can generate all structural isomers of a molecule using a reduced set of reaction rules. We then use this enumeration strategy to screen the chemical space around a set of monomers and predict their glass transition temperatures, as well as around aminoglycosides to search structures maximizing antibacterial activity. We also perform a screening around aminoglycosides with enzymatic reaction rules to ensure biosynthetic accessibility. We finally use our workflow on an E. coli model to complete E. coli metabolome, with novel molecules generated using promiscuous enzymatic reaction rules. These novel molecules are searched on the MS spectra of an E. coli cell lysate interfacing our workflow with OpenMS through the KNIME Analytics Platform. CONCLUSION: We provide an easy to use and modify, modular, and open-source workflow. We demonstrate its versatility through a variety of use cases including molecular structure enumeration, virtual screening in the chemical space, and metabolome completion. Because it is open source and freely available on MyExperiment.org, workflow community contributions should likely expand further the features of the tool, even beyond the use cases presented in the paper. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13321-017-0252-9) contains supplementary material, which is available to authorized users. Springer International Publishing 2017-12-19 /pmc/articles/PMC5736515/ /pubmed/29260340 http://dx.doi.org/10.1186/s13321-017-0252-9 Text en © The Author(s) 2017 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 Methodology
Koch, Mathilde
Duigou, Thomas
Carbonell, Pablo
Faulon, Jean-Loup
Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0
title Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0
title_full Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0
title_fullStr Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0
title_full_unstemmed Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0
title_short Molecular structures enumeration and virtual screening in the chemical space with RetroPath2.0
title_sort molecular structures enumeration and virtual screening in the chemical space with retropath2.0
topic Methodology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5736515/
https://www.ncbi.nlm.nih.gov/pubmed/29260340
http://dx.doi.org/10.1186/s13321-017-0252-9
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