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Opportunities at the Interface of Network Science and Metabolic Modeling
Metabolism plays a central role in cell physiology because it provides the molecular machinery for growth. At the genome-scale, metabolism is made up of thousands of reactions interacting with one another. Untangling this complexity is key to understand how cells respond to genetic, environmental, o...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7868444/ https://www.ncbi.nlm.nih.gov/pubmed/33569373 http://dx.doi.org/10.3389/fbioe.2020.591049 |
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author | Dusad, Varshit Thiel, Denise Barahona, Mauricio Keun, Hector C. Oyarzún, Diego A. |
author_facet | Dusad, Varshit Thiel, Denise Barahona, Mauricio Keun, Hector C. Oyarzún, Diego A. |
author_sort | Dusad, Varshit |
collection | PubMed |
description | Metabolism plays a central role in cell physiology because it provides the molecular machinery for growth. At the genome-scale, metabolism is made up of thousands of reactions interacting with one another. Untangling this complexity is key to understand how cells respond to genetic, environmental, or therapeutic perturbations. Here we discuss the roles of two complementary strategies for the analysis of genome-scale metabolic models: Flux Balance Analysis (FBA) and network science. While FBA estimates metabolic flux on the basis of an optimization principle, network approaches reveal emergent properties of the global metabolic connectivity. We highlight how the integration of both approaches promises to deliver insights on the structure and function of metabolic systems with wide-ranging implications in discovery science, precision medicine and industrial biotechnology. |
format | Online Article Text |
id | pubmed-7868444 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78684442021-02-09 Opportunities at the Interface of Network Science and Metabolic Modeling Dusad, Varshit Thiel, Denise Barahona, Mauricio Keun, Hector C. Oyarzún, Diego A. Front Bioeng Biotechnol Bioengineering and Biotechnology Metabolism plays a central role in cell physiology because it provides the molecular machinery for growth. At the genome-scale, metabolism is made up of thousands of reactions interacting with one another. Untangling this complexity is key to understand how cells respond to genetic, environmental, or therapeutic perturbations. Here we discuss the roles of two complementary strategies for the analysis of genome-scale metabolic models: Flux Balance Analysis (FBA) and network science. While FBA estimates metabolic flux on the basis of an optimization principle, network approaches reveal emergent properties of the global metabolic connectivity. We highlight how the integration of both approaches promises to deliver insights on the structure and function of metabolic systems with wide-ranging implications in discovery science, precision medicine and industrial biotechnology. Frontiers Media S.A. 2021-01-25 /pmc/articles/PMC7868444/ /pubmed/33569373 http://dx.doi.org/10.3389/fbioe.2020.591049 Text en Copyright © 2021 Dusad, Thiel, Barahona, Keun and Oyarzún. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Dusad, Varshit Thiel, Denise Barahona, Mauricio Keun, Hector C. Oyarzún, Diego A. Opportunities at the Interface of Network Science and Metabolic Modeling |
title | Opportunities at the Interface of Network Science and Metabolic Modeling |
title_full | Opportunities at the Interface of Network Science and Metabolic Modeling |
title_fullStr | Opportunities at the Interface of Network Science and Metabolic Modeling |
title_full_unstemmed | Opportunities at the Interface of Network Science and Metabolic Modeling |
title_short | Opportunities at the Interface of Network Science and Metabolic Modeling |
title_sort | opportunities at the interface of network science and metabolic modeling |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7868444/ https://www.ncbi.nlm.nih.gov/pubmed/33569373 http://dx.doi.org/10.3389/fbioe.2020.591049 |
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