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Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes
A key question in human gut microbiome research is what are the robust structural patterns underlying its taxonomic composition. Herein, we use whole metagenomic datasets from healthy human guts to show that such robust patterns do exist, albeit not in the conventional enterotype sense. We first int...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9896942/ https://www.ncbi.nlm.nih.gov/pubmed/36741465 http://dx.doi.org/10.1093/pnasnexus/pgac055 |
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author | Cobo-López, Sergio Gupta, Vinod K Sung, Jaeyun Guimerà, Roger Sales-Pardo, Marta |
author_facet | Cobo-López, Sergio Gupta, Vinod K Sung, Jaeyun Guimerà, Roger Sales-Pardo, Marta |
author_sort | Cobo-López, Sergio |
collection | PubMed |
description | A key question in human gut microbiome research is what are the robust structural patterns underlying its taxonomic composition. Herein, we use whole metagenomic datasets from healthy human guts to show that such robust patterns do exist, albeit not in the conventional enterotype sense. We first introduce the concept of mixed-membership enterotypes using a network inference approach based on stochastic block models. We find that gut microbiomes across a group of people (hosts) display a nested structure, which has been observed in a number of ecological systems. This finding led us to designate distinct ecological roles to both microbes and hosts: generalists and specialists. Specifically, generalist hosts have microbiomes with most microbial species, while specialist hosts only have generalist microbes. Moreover, specialist microbes are only present in generalist hosts. From the nested structure of microbial taxonomies, we show that these ecological roles of microbes are generally conserved across datasets. Our results show that the taxonomic composition of healthy human gut microbiomes is associated with robustly structured combinations of generalist and specialist species. |
format | Online Article Text |
id | pubmed-9896942 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98969422023-02-04 Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes Cobo-López, Sergio Gupta, Vinod K Sung, Jaeyun Guimerà, Roger Sales-Pardo, Marta PNAS Nexus Physical Sciences and Engineering A key question in human gut microbiome research is what are the robust structural patterns underlying its taxonomic composition. Herein, we use whole metagenomic datasets from healthy human guts to show that such robust patterns do exist, albeit not in the conventional enterotype sense. We first introduce the concept of mixed-membership enterotypes using a network inference approach based on stochastic block models. We find that gut microbiomes across a group of people (hosts) display a nested structure, which has been observed in a number of ecological systems. This finding led us to designate distinct ecological roles to both microbes and hosts: generalists and specialists. Specifically, generalist hosts have microbiomes with most microbial species, while specialist hosts only have generalist microbes. Moreover, specialist microbes are only present in generalist hosts. From the nested structure of microbial taxonomies, we show that these ecological roles of microbes are generally conserved across datasets. Our results show that the taxonomic composition of healthy human gut microbiomes is associated with robustly structured combinations of generalist and specialist species. Oxford University Press 2022-05-23 /pmc/articles/PMC9896942/ /pubmed/36741465 http://dx.doi.org/10.1093/pnasnexus/pgac055 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the National Academy of Sciences. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Physical Sciences and Engineering Cobo-López, Sergio Gupta, Vinod K Sung, Jaeyun Guimerà, Roger Sales-Pardo, Marta Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
title | Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
title_full | Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
title_fullStr | Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
title_full_unstemmed | Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
title_short | Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
title_sort | stochastic block models reveal a robust nested pattern in healthy human gut microbiomes |
topic | Physical Sciences and Engineering |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9896942/ https://www.ncbi.nlm.nih.gov/pubmed/36741465 http://dx.doi.org/10.1093/pnasnexus/pgac055 |
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