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An ensemble approach to the structure-function problem in microbial communities
The metabolic activity of microbial communities plays a primary role in the flow of essential nutrients throughout the biosphere. Molecular genetics has revealed the metabolic pathways that model organisms utilize to generate energy and biomass, but we understand little about how the metabolism of d...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8810406/ https://www.ncbi.nlm.nih.gov/pubmed/35141504 http://dx.doi.org/10.1016/j.isci.2022.103761 |
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author | Gopalakrishnappa, Chandana Gowda, Karna Prabhakara, Kaumudi H. Kuehn, Seppe |
author_facet | Gopalakrishnappa, Chandana Gowda, Karna Prabhakara, Kaumudi H. Kuehn, Seppe |
author_sort | Gopalakrishnappa, Chandana |
collection | PubMed |
description | The metabolic activity of microbial communities plays a primary role in the flow of essential nutrients throughout the biosphere. Molecular genetics has revealed the metabolic pathways that model organisms utilize to generate energy and biomass, but we understand little about how the metabolism of diverse, natural communities emerges from the collective action of its constituents. We propose that quantifying and mapping metabolic fluxes to sequencing measurements of genomic, taxonomic, or transcriptional variation across an ensemble of diverse communities, either in the laboratory or in the wild, can reveal low-dimensional descriptions of community structure that can explain or predict their emergent metabolic activity. We survey the types of communities for which this approach might be best suited, review the analytical techniques available for quantifying metabolite fluxes in communities, and discuss what types of data analysis approaches might be lucrative for learning the structure-function mapping in communities from these data. |
format | Online Article Text |
id | pubmed-8810406 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-88104062022-02-08 An ensemble approach to the structure-function problem in microbial communities Gopalakrishnappa, Chandana Gowda, Karna Prabhakara, Kaumudi H. Kuehn, Seppe iScience Perspective The metabolic activity of microbial communities plays a primary role in the flow of essential nutrients throughout the biosphere. Molecular genetics has revealed the metabolic pathways that model organisms utilize to generate energy and biomass, but we understand little about how the metabolism of diverse, natural communities emerges from the collective action of its constituents. We propose that quantifying and mapping metabolic fluxes to sequencing measurements of genomic, taxonomic, or transcriptional variation across an ensemble of diverse communities, either in the laboratory or in the wild, can reveal low-dimensional descriptions of community structure that can explain or predict their emergent metabolic activity. We survey the types of communities for which this approach might be best suited, review the analytical techniques available for quantifying metabolite fluxes in communities, and discuss what types of data analysis approaches might be lucrative for learning the structure-function mapping in communities from these data. Elsevier 2022-01-11 /pmc/articles/PMC8810406/ /pubmed/35141504 http://dx.doi.org/10.1016/j.isci.2022.103761 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Perspective Gopalakrishnappa, Chandana Gowda, Karna Prabhakara, Kaumudi H. Kuehn, Seppe An ensemble approach to the structure-function problem in microbial communities |
title | An ensemble approach to the structure-function problem in microbial communities |
title_full | An ensemble approach to the structure-function problem in microbial communities |
title_fullStr | An ensemble approach to the structure-function problem in microbial communities |
title_full_unstemmed | An ensemble approach to the structure-function problem in microbial communities |
title_short | An ensemble approach to the structure-function problem in microbial communities |
title_sort | ensemble approach to the structure-function problem in microbial communities |
topic | Perspective |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8810406/ https://www.ncbi.nlm.nih.gov/pubmed/35141504 http://dx.doi.org/10.1016/j.isci.2022.103761 |
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