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Bacterial associations in the healthy human gut microbiome across populations
In a microbial community, associations between constituent members play an important role in determining the overall structure and function of the community. The human gut microbiome is believed to play an integral role in host health and disease. To understand the nature of bacterial associations a...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7854710/ https://www.ncbi.nlm.nih.gov/pubmed/33531651 http://dx.doi.org/10.1038/s41598-021-82449-0 |
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author | Loftus, Mark Hassouneh, Sayf Al-Deen Yooseph, Shibu |
author_facet | Loftus, Mark Hassouneh, Sayf Al-Deen Yooseph, Shibu |
author_sort | Loftus, Mark |
collection | PubMed |
description | In a microbial community, associations between constituent members play an important role in determining the overall structure and function of the community. The human gut microbiome is believed to play an integral role in host health and disease. To understand the nature of bacterial associations at the species level in healthy human gut microbiomes, we analyzed previously published collections of whole-genome shotgun sequence data, totaling over 1.6 Tbp, generated from 606 fecal samples obtained from four different healthy human populations. Using a Random Forest Classifier, we identified 202 signature bacterial species that were prevalent in these populations and whose relative abundances could be used to accurately distinguish between the populations. Bacterial association networks were constructed with these signature species using an approach based on the graphical lasso. Network analysis revealed conserved bacterial associations across populations and a dominance of positive associations over negative associations, with this dominance being driven by associations between species that are closely related either taxonomically or functionally. Bacterial species that form network modules, and species that constitute hubs and bottlenecks, were also identified. Functional analysis using protein families suggests that much of the taxonomic variation across human populations does not foment substantial functional or structural differences. |
format | Online Article Text |
id | pubmed-7854710 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78547102021-02-03 Bacterial associations in the healthy human gut microbiome across populations Loftus, Mark Hassouneh, Sayf Al-Deen Yooseph, Shibu Sci Rep Article In a microbial community, associations between constituent members play an important role in determining the overall structure and function of the community. The human gut microbiome is believed to play an integral role in host health and disease. To understand the nature of bacterial associations at the species level in healthy human gut microbiomes, we analyzed previously published collections of whole-genome shotgun sequence data, totaling over 1.6 Tbp, generated from 606 fecal samples obtained from four different healthy human populations. Using a Random Forest Classifier, we identified 202 signature bacterial species that were prevalent in these populations and whose relative abundances could be used to accurately distinguish between the populations. Bacterial association networks were constructed with these signature species using an approach based on the graphical lasso. Network analysis revealed conserved bacterial associations across populations and a dominance of positive associations over negative associations, with this dominance being driven by associations between species that are closely related either taxonomically or functionally. Bacterial species that form network modules, and species that constitute hubs and bottlenecks, were also identified. Functional analysis using protein families suggests that much of the taxonomic variation across human populations does not foment substantial functional or structural differences. Nature Publishing Group UK 2021-02-02 /pmc/articles/PMC7854710/ /pubmed/33531651 http://dx.doi.org/10.1038/s41598-021-82449-0 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Loftus, Mark Hassouneh, Sayf Al-Deen Yooseph, Shibu Bacterial associations in the healthy human gut microbiome across populations |
title | Bacterial associations in the healthy human gut microbiome across populations |
title_full | Bacterial associations in the healthy human gut microbiome across populations |
title_fullStr | Bacterial associations in the healthy human gut microbiome across populations |
title_full_unstemmed | Bacterial associations in the healthy human gut microbiome across populations |
title_short | Bacterial associations in the healthy human gut microbiome across populations |
title_sort | bacterial associations in the healthy human gut microbiome across populations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7854710/ https://www.ncbi.nlm.nih.gov/pubmed/33531651 http://dx.doi.org/10.1038/s41598-021-82449-0 |
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