Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Gopalakrishnappa, Chandana, Gowda, Karna, Prabhakara, Kaumudi H., Kuehn, Seppe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
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
_version_ 1784644249701056512
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
work_keys_str_mv AT gopalakrishnappachandana anensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT gowdakarna anensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT prabhakarakaumudih anensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT kuehnseppe anensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT gopalakrishnappachandana ensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT gowdakarna ensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT prabhakarakaumudih ensembleapproachtothestructurefunctionprobleminmicrobialcommunities
AT kuehnseppe ensembleapproachtothestructurefunctionprobleminmicrobialcommunities