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Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence
Social interaction between microbes can be described at many levels of details: from the biochemistry of cell-cell interactions to the ecological dynamics of populations. Choosing an appropriate level to model microbial communities without losing generality remains a challenge. Here we show that mod...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7480867/ https://www.ncbi.nlm.nih.gov/pubmed/32810127 http://dx.doi.org/10.1371/journal.pcbi.1008135 |
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author | Liao, Chen Wang, Tong Maslov, Sergei Xavier, Joao B. |
author_facet | Liao, Chen Wang, Tong Maslov, Sergei Xavier, Joao B. |
author_sort | Liao, Chen |
collection | PubMed |
description | Social interaction between microbes can be described at many levels of details: from the biochemistry of cell-cell interactions to the ecological dynamics of populations. Choosing an appropriate level to model microbial communities without losing generality remains a challenge. Here we show that modeling cross-feeding interactions at an intermediate level between genome-scale metabolic models of individual species and consumer-resource models of ecosystems is suitable to experimental data. We applied our modeling framework to three published examples of multi-strain Escherichia coli communities with increasing complexity: uni-, bi-, and multi-directional cross-feeding of either substitutable metabolic byproducts or essential nutrients. The intermediate-scale model accurately fit empirical data and quantified metabolic exchange rates that are hard to measure experimentally, even for a complex community of 14 amino acid auxotrophies. By studying the conditions of species coexistence, the ecological outcomes of cross-feeding interactions, and each community’s robustness to perturbations, we extracted new quantitative insights from these three published experimental datasets. Our analysis provides a foundation to quantify cross-feeding interactions from experimental data, and highlights the importance of metabolic exchanges in the dynamics and stability of microbial communities. |
format | Online Article Text |
id | pubmed-7480867 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-74808672020-09-18 Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence Liao, Chen Wang, Tong Maslov, Sergei Xavier, Joao B. PLoS Comput Biol Research Article Social interaction between microbes can be described at many levels of details: from the biochemistry of cell-cell interactions to the ecological dynamics of populations. Choosing an appropriate level to model microbial communities without losing generality remains a challenge. Here we show that modeling cross-feeding interactions at an intermediate level between genome-scale metabolic models of individual species and consumer-resource models of ecosystems is suitable to experimental data. We applied our modeling framework to three published examples of multi-strain Escherichia coli communities with increasing complexity: uni-, bi-, and multi-directional cross-feeding of either substitutable metabolic byproducts or essential nutrients. The intermediate-scale model accurately fit empirical data and quantified metabolic exchange rates that are hard to measure experimentally, even for a complex community of 14 amino acid auxotrophies. By studying the conditions of species coexistence, the ecological outcomes of cross-feeding interactions, and each community’s robustness to perturbations, we extracted new quantitative insights from these three published experimental datasets. Our analysis provides a foundation to quantify cross-feeding interactions from experimental data, and highlights the importance of metabolic exchanges in the dynamics and stability of microbial communities. Public Library of Science 2020-08-18 /pmc/articles/PMC7480867/ /pubmed/32810127 http://dx.doi.org/10.1371/journal.pcbi.1008135 Text en © 2020 Liao 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 Liao, Chen Wang, Tong Maslov, Sergei Xavier, Joao B. Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
title | Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
title_full | Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
title_fullStr | Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
title_full_unstemmed | Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
title_short | Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
title_sort | modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7480867/ https://www.ncbi.nlm.nih.gov/pubmed/32810127 http://dx.doi.org/10.1371/journal.pcbi.1008135 |
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