Inferring microbial interactions with their environment from genomic and metagenomic data.


Journal

PLoS computational biology
ISSN: 1553-7358
Titre abrégé: PLoS Comput Biol
Pays: United States
ID NLM: 101238922

Informations de publication

Date de publication:
Nov 2023
Historique:
received: 05 07 2023
accepted: 04 11 2023
revised: 27 11 2023
medline: 29 11 2023
pubmed: 13 11 2023
entrez: 13 11 2023
Statut: epublish

Résumé

Microbial communities assemble through a complex set of interactions between microbes and their environment, and the resulting metabolic impact on the host ecosystem can be profound. Microbial activity is known to impact human health, plant growth, water quality, and soil carbon storage which has lead to the development of many approaches and products meant to manipulate the microbiome. In order to understand, predict, and improve microbial community engineering, genome-scale modeling techniques have been developed to translate genomic data into inferred microbial dynamics. However, these techniques rely heavily on simulation to draw conclusions which may vary with unknown parameters or initial conditions, rather than more robust qualitative analysis. To better understand microbial community dynamics using genome-scale modeling, we provide a tool to investigate the network of interactions between microbes and environmental metabolites over time. Using our previously developed algorithm for simulating microbial communities from genome-scale metabolic models (GSMs), we infer the set of microbe-metabolite interactions within a microbial community in a particular environment. Because these interactions depend on the available environmental metabolites, we refer to the networks that we infer as metabolically contextualized, and so name our tool MetConSIN: Metabolically Contextualized Species Interaction Networks.

Identifiants

pubmed: 37956203
doi: 10.1371/journal.pcbi.1011661
pii: PCOMPBIOL-D-23-01066
pmc: PMC10681327
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1011661

Informations de copyright

Copyright: © 2023 Brunner et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

James D Brunner (JD)

Biosciences Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America.
Center for Nonlinear Studies, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America.

Laverne A Gallegos-Graves (LA)

Biosciences Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America.

Marie E Kroeger (ME)

Biosciences Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America.

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