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Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics
Species utilizing the same resources often fail to coexist for extended periods of time. Such competitive exclusion mechanisms potentially underly microbiome dynamics, causing breakdowns of communities composed of species with similar genetic backgrounds of resource utilization. Although genes respo...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10684785/ https://www.ncbi.nlm.nih.gov/pubmed/38033594 http://dx.doi.org/10.3389/fmicb.2023.1261137 |
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author | Fujita, Hiroaki Ushio, Masayuki Suzuki, Kenta Abe, Masato S. Yamamichi, Masato Okazaki, Yusuke Canarini, Alberto Hayashi, Ibuki Fukushima, Keitaro Fukuda, Shinji Kiers, E. Toby Toju, Hirokazu |
author_facet | Fujita, Hiroaki Ushio, Masayuki Suzuki, Kenta Abe, Masato S. Yamamichi, Masato Okazaki, Yusuke Canarini, Alberto Hayashi, Ibuki Fukushima, Keitaro Fukuda, Shinji Kiers, E. Toby Toju, Hirokazu |
author_sort | Fujita, Hiroaki |
collection | PubMed |
description | Species utilizing the same resources often fail to coexist for extended periods of time. Such competitive exclusion mechanisms potentially underly microbiome dynamics, causing breakdowns of communities composed of species with similar genetic backgrounds of resource utilization. Although genes responsible for competitive exclusion among a small number of species have been investigated in pioneering studies, it remains a major challenge to integrate genomics and ecology for understanding stable coexistence in species-rich communities. Here, we examine whether community-scale analyses of functional gene redundancy can provide a useful platform for interpreting and predicting collapse of bacterial communities. Through 110-day time-series of experimental microbiome dynamics, we analyzed the metagenome-assembled genomes of co-occurring bacterial species. We then inferred ecological niche space based on the multivariate analysis of the genome compositions. The analysis allowed us to evaluate potential shifts in the level of niche overlap between species through time. We hypothesized that community-scale pressure of competitive exclusion could be evaluated by quantifying overlap of genetically determined resource-use profiles (metabolic pathway profiles) among coexisting species. We found that the degree of community compositional changes observed in the experimental microbiome was correlated with the magnitude of gene-repertoire overlaps among bacterial species, although the causation between the two variables deserves future extensive research. The metagenome-based analysis of genetic potential for competitive exclusion will help us forecast major events in microbiome dynamics such as sudden community collapse (i.e., dysbiosis). |
format | Online Article Text |
id | pubmed-10684785 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-106847852023-11-30 Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics Fujita, Hiroaki Ushio, Masayuki Suzuki, Kenta Abe, Masato S. Yamamichi, Masato Okazaki, Yusuke Canarini, Alberto Hayashi, Ibuki Fukushima, Keitaro Fukuda, Shinji Kiers, E. Toby Toju, Hirokazu Front Microbiol Microbiology Species utilizing the same resources often fail to coexist for extended periods of time. Such competitive exclusion mechanisms potentially underly microbiome dynamics, causing breakdowns of communities composed of species with similar genetic backgrounds of resource utilization. Although genes responsible for competitive exclusion among a small number of species have been investigated in pioneering studies, it remains a major challenge to integrate genomics and ecology for understanding stable coexistence in species-rich communities. Here, we examine whether community-scale analyses of functional gene redundancy can provide a useful platform for interpreting and predicting collapse of bacterial communities. Through 110-day time-series of experimental microbiome dynamics, we analyzed the metagenome-assembled genomes of co-occurring bacterial species. We then inferred ecological niche space based on the multivariate analysis of the genome compositions. The analysis allowed us to evaluate potential shifts in the level of niche overlap between species through time. We hypothesized that community-scale pressure of competitive exclusion could be evaluated by quantifying overlap of genetically determined resource-use profiles (metabolic pathway profiles) among coexisting species. We found that the degree of community compositional changes observed in the experimental microbiome was correlated with the magnitude of gene-repertoire overlaps among bacterial species, although the causation between the two variables deserves future extensive research. The metagenome-based analysis of genetic potential for competitive exclusion will help us forecast major events in microbiome dynamics such as sudden community collapse (i.e., dysbiosis). Frontiers Media S.A. 2023-11-15 /pmc/articles/PMC10684785/ /pubmed/38033594 http://dx.doi.org/10.3389/fmicb.2023.1261137 Text en Copyright © 2023 Fujita, Ushio, Suzuki, Abe, Yamamichi, Okazaki, Canarini, Hayashi, Fukushima, Fukuda, Kiers and Toju. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Fujita, Hiroaki Ushio, Masayuki Suzuki, Kenta Abe, Masato S. Yamamichi, Masato Okazaki, Yusuke Canarini, Alberto Hayashi, Ibuki Fukushima, Keitaro Fukuda, Shinji Kiers, E. Toby Toju, Hirokazu Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
title | Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
title_full | Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
title_fullStr | Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
title_full_unstemmed | Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
title_short | Metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
title_sort | metagenomic analysis of ecological niche overlap and community collapse in microbiome dynamics |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10684785/ https://www.ncbi.nlm.nih.gov/pubmed/38033594 http://dx.doi.org/10.3389/fmicb.2023.1261137 |
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