Articles producció científicaEnginyeria Química

Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes

  • Identification data

    Identifier:  imarina:9280069
    Authors:  Cobo-López, Sergio; Gupta, Vinod K; Sung, Jaeyun; Guimerà, Roger; Sales-Pardo, Marta
    Abstract:
    Abstract 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.
  • Others:

    Link to the original source: https://academic.oup.com/pnasnexus/article/1/3/pgac055/6590842
    APA: Cobo-López, Sergio; Gupta, Vinod K; Sung, Jaeyun; Guimerà, Roger; Sales-Pardo, Marta (2022). Stochastic block models reveal a robust nested pattern in healthy human gut microbiomes. Pnas Nexus, 1(3), pgac055-. DOI: 10.1093/pnasnexus/pgac055
    Paper original source: Pnas Nexus. 1 (3): pgac055-
    Article's DOI: 10.1093/pnasnexus/pgac055
    Journal publication year: 2022
    Entity: Universitat Rovira i Virgili
    Paper version: info:eu-repo/semantics/publishedVersion
    Record's date: 2024-10-19
    URV's Author/s: Cobo Lopez, Sergio / Guimera Manrique, Roger / Sales Pardo, Marta
    Department: Enginyeria Química
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Journal Publications
    Author, as appears in the article.: Cobo-López, Sergio; Gupta, Vinod K; Sung, Jaeyun; Guimerà, Roger; Sales-Pardo, Marta
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Thematic Areas: Social sciences, interdisciplinary, Multidisciplinary sciences, Multidisciplinary
    Author's mail: sergio.cobo@urv.cat, roger.guimera@urv.cat, marta.sales@urv.cat
  • Keywords:

    Stochastic block models
    Statistical inference
    Nestedness
    Human microbiome
    Ecological networks
    Multidisciplinary Sciences
    Social Sciences
    Interdisciplinary
    Multidisciplinary
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