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Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models

Genome-scale metabolic models have become the tool of choice for the global analysis of microorganism metabolism, and their reconstruction has attained high standards of quality and reliability. Improvements in this area have been accompanied by the development of some major platforms and databases,...

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Autores principales: Aite, Méziane, Chevallier, Marie, Frioux, Clémence, Trottier, Camille, Got, Jeanne, Cortés, María Paz, Mendoza, Sebastián N., Carrier, Grégory, Dameron, Olivier, Guillaudeux, Nicolas, Latorre, Mauricio, Loira, Nicolás, Markov, Gabriel V., Maass, Alejandro, Siegel, Anne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5988327/
https://www.ncbi.nlm.nih.gov/pubmed/29791443
http://dx.doi.org/10.1371/journal.pcbi.1006146
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author Aite, Méziane
Chevallier, Marie
Frioux, Clémence
Trottier, Camille
Got, Jeanne
Cortés, María Paz
Mendoza, Sebastián N.
Carrier, Grégory
Dameron, Olivier
Guillaudeux, Nicolas
Latorre, Mauricio
Loira, Nicolás
Markov, Gabriel V.
Maass, Alejandro
Siegel, Anne
author_facet Aite, Méziane
Chevallier, Marie
Frioux, Clémence
Trottier, Camille
Got, Jeanne
Cortés, María Paz
Mendoza, Sebastián N.
Carrier, Grégory
Dameron, Olivier
Guillaudeux, Nicolas
Latorre, Mauricio
Loira, Nicolás
Markov, Gabriel V.
Maass, Alejandro
Siegel, Anne
author_sort Aite, Méziane
collection PubMed
description Genome-scale metabolic models have become the tool of choice for the global analysis of microorganism metabolism, and their reconstruction has attained high standards of quality and reliability. Improvements in this area have been accompanied by the development of some major platforms and databases, and an explosion of individual bioinformatics methods. Consequently, many recent models result from “à la carte” pipelines, combining the use of platforms, individual tools and biological expertise to enhance the quality of the reconstruction. Although very useful, introducing heterogeneous tools, that hardly interact with each other, causes loss of traceability and reproducibility in the reconstruction process. This represents a real obstacle, especially when considering less studied species whose metabolic reconstruction can greatly benefit from the comparison to good quality models of related organisms. This work proposes an adaptable workspace, AuReMe, for sustainable reconstructions or improvements of genome-scale metabolic models involving personalized pipelines. At each step, relevant information related to the modifications brought to the model by a method is stored. This ensures that the process is reproducible and documented regardless of the combination of tools used. Additionally, the workspace establishes a way to browse metabolic models and their metadata through the automatic generation of ad-hoc local wikis dedicated to monitoring and facilitating the process of reconstruction. AuReMe supports exploration and semantic query based on RDF databases. We illustrate how this workspace allowed handling, in an integrated way, the metabolic reconstructions of non-model organisms such as an extremophile bacterium or eukaryote algae. Among relevant applications, the latter reconstruction led to putative evolutionary insights of a metabolic pathway.
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spelling pubmed-59883272018-06-16 Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models Aite, Méziane Chevallier, Marie Frioux, Clémence Trottier, Camille Got, Jeanne Cortés, María Paz Mendoza, Sebastián N. Carrier, Grégory Dameron, Olivier Guillaudeux, Nicolas Latorre, Mauricio Loira, Nicolás Markov, Gabriel V. Maass, Alejandro Siegel, Anne PLoS Comput Biol Research Article Genome-scale metabolic models have become the tool of choice for the global analysis of microorganism metabolism, and their reconstruction has attained high standards of quality and reliability. Improvements in this area have been accompanied by the development of some major platforms and databases, and an explosion of individual bioinformatics methods. Consequently, many recent models result from “à la carte” pipelines, combining the use of platforms, individual tools and biological expertise to enhance the quality of the reconstruction. Although very useful, introducing heterogeneous tools, that hardly interact with each other, causes loss of traceability and reproducibility in the reconstruction process. This represents a real obstacle, especially when considering less studied species whose metabolic reconstruction can greatly benefit from the comparison to good quality models of related organisms. This work proposes an adaptable workspace, AuReMe, for sustainable reconstructions or improvements of genome-scale metabolic models involving personalized pipelines. At each step, relevant information related to the modifications brought to the model by a method is stored. This ensures that the process is reproducible and documented regardless of the combination of tools used. Additionally, the workspace establishes a way to browse metabolic models and their metadata through the automatic generation of ad-hoc local wikis dedicated to monitoring and facilitating the process of reconstruction. AuReMe supports exploration and semantic query based on RDF databases. We illustrate how this workspace allowed handling, in an integrated way, the metabolic reconstructions of non-model organisms such as an extremophile bacterium or eukaryote algae. Among relevant applications, the latter reconstruction led to putative evolutionary insights of a metabolic pathway. Public Library of Science 2018-05-23 /pmc/articles/PMC5988327/ /pubmed/29791443 http://dx.doi.org/10.1371/journal.pcbi.1006146 Text en © 2018 Aite et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Aite, Méziane
Chevallier, Marie
Frioux, Clémence
Trottier, Camille
Got, Jeanne
Cortés, María Paz
Mendoza, Sebastián N.
Carrier, Grégory
Dameron, Olivier
Guillaudeux, Nicolas
Latorre, Mauricio
Loira, Nicolás
Markov, Gabriel V.
Maass, Alejandro
Siegel, Anne
Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
title Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
title_full Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
title_fullStr Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
title_full_unstemmed Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
title_short Traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
title_sort traceability, reproducibility and wiki-exploration for “à-la-carte” reconstructions of genome-scale metabolic models
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5988327/
https://www.ncbi.nlm.nih.gov/pubmed/29791443
http://dx.doi.org/10.1371/journal.pcbi.1006146
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