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More is Different: Metabolic Modeling of Diverse Microbial Communities

Microbial consortia drive essential processes, ranging from nitrogen fixation in soils to providing metabolic breakdown products to animal hosts. However, it is challenging to translate the composition of microbial consortia into their emergent functional capacities. Community-scale metabolic models...

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Detalles Bibliográficos
Autores principales: Diener, Christian, Gibbons, Sean M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Society for Microbiology 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10134849/
https://www.ncbi.nlm.nih.gov/pubmed/36943046
http://dx.doi.org/10.1128/msystems.01270-22
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author Diener, Christian
Gibbons, Sean M.
author_facet Diener, Christian
Gibbons, Sean M.
author_sort Diener, Christian
collection PubMed
description Microbial consortia drive essential processes, ranging from nitrogen fixation in soils to providing metabolic breakdown products to animal hosts. However, it is challenging to translate the composition of microbial consortia into their emergent functional capacities. Community-scale metabolic models hold the potential to simulate the outputs of complex microbial communities in a given environmental context, but there is currently no consensus for what the fitness function of an entire community should look like in the presence of ecological interactions and whether community-wide growth operates close to a maximum. Transitioning from single-taxon genome-scale metabolic models to multitaxon models implies a growth cone without a well-specified growth rate solution for individual taxa. Here, we argue that dynamic approaches naturally overcome these limitations, but they come at the cost of being computationally expensive. Furthermore, we show how two nondynamic, steady-state approaches approximate dynamic trajectories and pick ecologically relevant solutions from the community growth cone with improved computational scalability.
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spelling pubmed-101348492023-04-28 More is Different: Metabolic Modeling of Diverse Microbial Communities Diener, Christian Gibbons, Sean M. mSystems Minireview Microbial consortia drive essential processes, ranging from nitrogen fixation in soils to providing metabolic breakdown products to animal hosts. However, it is challenging to translate the composition of microbial consortia into their emergent functional capacities. Community-scale metabolic models hold the potential to simulate the outputs of complex microbial communities in a given environmental context, but there is currently no consensus for what the fitness function of an entire community should look like in the presence of ecological interactions and whether community-wide growth operates close to a maximum. Transitioning from single-taxon genome-scale metabolic models to multitaxon models implies a growth cone without a well-specified growth rate solution for individual taxa. Here, we argue that dynamic approaches naturally overcome these limitations, but they come at the cost of being computationally expensive. Furthermore, we show how two nondynamic, steady-state approaches approximate dynamic trajectories and pick ecologically relevant solutions from the community growth cone with improved computational scalability. American Society for Microbiology 2023-03-21 /pmc/articles/PMC10134849/ /pubmed/36943046 http://dx.doi.org/10.1128/msystems.01270-22 Text en Copyright © 2023 Diener and Gibbons. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Minireview
Diener, Christian
Gibbons, Sean M.
More is Different: Metabolic Modeling of Diverse Microbial Communities
title More is Different: Metabolic Modeling of Diverse Microbial Communities
title_full More is Different: Metabolic Modeling of Diverse Microbial Communities
title_fullStr More is Different: Metabolic Modeling of Diverse Microbial Communities
title_full_unstemmed More is Different: Metabolic Modeling of Diverse Microbial Communities
title_short More is Different: Metabolic Modeling of Diverse Microbial Communities
title_sort more is different: metabolic modeling of diverse microbial communities
topic Minireview
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10134849/
https://www.ncbi.nlm.nih.gov/pubmed/36943046
http://dx.doi.org/10.1128/msystems.01270-22
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