Measuring and understanding information storage and transfer in a simulated human gut microbiome.


Journal

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

Informations de publication

Date de publication:
Sep 2024
Historique:
received: 05 10 2023
accepted: 24 07 2024
medline: 17 9 2024
pubmed: 17 9 2024
entrez: 17 9 2024
Statut: epublish

Résumé

Considering biological systems as information processing entities and analyzing their organizational structure via information-theoretic measures has become an established approach in life sciences. We transfer this framework to a field of broad general interest, the human gut microbiome. We use BacArena, a software combining agent-based modelling and flux-balance analysis, to simulate a simplified human intestinal microbiome (SIHUMI). In a first step, we derive information theoretic measures from the simulated abundance data, and, in a second step, relate them to the metabolic processes underlying the abundance data. Our study provides further evidence on the role of active information storage as an indicator of unexpected structural change in the observed system. Besides, we show that information transfer reflects coherent behavior in the microbial community, both as a reaction to environmental changes and as a result of direct effective interaction. In this sense, purely abundance-based information theoretic measures can provide meaningful insight on metabolic interactions within bacterial communities. Furthermore, we shed light on the important however little noticed technical aspect of distinguishing immediate and delayed effects in the interpretation of local information theoretical measures.

Identifiants

pubmed: 39288161
doi: 10.1371/journal.pcbi.1012359
pii: PCOMPBIOL-D-23-01590
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1012359

Informations de copyright

Copyright: © 2024 Zoller 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 declare that no competing interests exist.

Auteurs

Hannah Zoller (H)

Department Geoinformation, Helmholtz Centre Potsdam - GFZ German Research Centre for Geosciences, Potsdam, Germany.

Carlos Garcia Perez (C)

DIGIT Digital Transformation & IT, Helmholtz Munich, Germany.

Javier Betel Geijo Fernández (J)

Department of Microbiology and Ecosystem Science, University of Vienna, Austria.

Wolfgang Zu Castell (W)

Department Geoinformation, Helmholtz Centre Potsdam - GFZ German Research Centre for Geosciences, Potsdam, Germany.
Department of Mathematics, Technical University of Munich, Germany.

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