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Community standards to facilitate development and address challenges in metabolic modeling

Standardization of data and models facilitates effective communication, especially in computational systems biology. However, both the development and consistent use of standards and resources remain challenging. As a result, the amount, quality, and format of the information contained within system...

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Autores principales: Carey, Maureen A, Dräger, Andreas, Beber, Moritz E, Papin, Jason A, Yurkovich, James T
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8411906/
https://www.ncbi.nlm.nih.gov/pubmed/32845080
http://dx.doi.org/10.15252/msb.20199235
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author Carey, Maureen A
Dräger, Andreas
Beber, Moritz E
Papin, Jason A
Yurkovich, James T
author_facet Carey, Maureen A
Dräger, Andreas
Beber, Moritz E
Papin, Jason A
Yurkovich, James T
author_sort Carey, Maureen A
collection PubMed
description Standardization of data and models facilitates effective communication, especially in computational systems biology. However, both the development and consistent use of standards and resources remain challenging. As a result, the amount, quality, and format of the information contained within systems biology models are not consistent and therefore present challenges for widespread use and communication. Here, we focused on these standards, resources, and challenges in the field of constraint‐based metabolic modeling by conducting a community‐wide survey. We used this feedback to (i) outline the major challenges that our field faces and to propose solutions and (ii) identify a set of features that defines what a “gold standard” metabolic network reconstruction looks like concerning content, annotation, and simulation capabilities. We anticipate that this community‐driven outline will help the long‐term development of community‐inspired resources as well as produce high‐quality, accessible models within our field. More broadly, we hope that these efforts can serve as blueprints for other computational modeling communities to ensure the continued development of both practical, usable standards and reproducible, knowledge‐rich models.
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spelling pubmed-84119062021-09-13 Community standards to facilitate development and address challenges in metabolic modeling Carey, Maureen A Dräger, Andreas Beber, Moritz E Papin, Jason A Yurkovich, James T Mol Syst Biol Commentary Standardization of data and models facilitates effective communication, especially in computational systems biology. However, both the development and consistent use of standards and resources remain challenging. As a result, the amount, quality, and format of the information contained within systems biology models are not consistent and therefore present challenges for widespread use and communication. Here, we focused on these standards, resources, and challenges in the field of constraint‐based metabolic modeling by conducting a community‐wide survey. We used this feedback to (i) outline the major challenges that our field faces and to propose solutions and (ii) identify a set of features that defines what a “gold standard” metabolic network reconstruction looks like concerning content, annotation, and simulation capabilities. We anticipate that this community‐driven outline will help the long‐term development of community‐inspired resources as well as produce high‐quality, accessible models within our field. More broadly, we hope that these efforts can serve as blueprints for other computational modeling communities to ensure the continued development of both practical, usable standards and reproducible, knowledge‐rich models. John Wiley and Sons Inc. 2020-08-26 /pmc/articles/PMC8411906/ /pubmed/32845080 http://dx.doi.org/10.15252/msb.20199235 Text en © 2020 The Authors. Published under the terms of the CC BY 4.0 license https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Commentary
Carey, Maureen A
Dräger, Andreas
Beber, Moritz E
Papin, Jason A
Yurkovich, James T
Community standards to facilitate development and address challenges in metabolic modeling
title Community standards to facilitate development and address challenges in metabolic modeling
title_full Community standards to facilitate development and address challenges in metabolic modeling
title_fullStr Community standards to facilitate development and address challenges in metabolic modeling
title_full_unstemmed Community standards to facilitate development and address challenges in metabolic modeling
title_short Community standards to facilitate development and address challenges in metabolic modeling
title_sort community standards to facilitate development and address challenges in metabolic modeling
topic Commentary
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8411906/
https://www.ncbi.nlm.nih.gov/pubmed/32845080
http://dx.doi.org/10.15252/msb.20199235
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