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A computational method to dissect colonization resistance of the gut microbiota against pathogens

The mammalian gut microbiome protects the host through colonization resistance (CR) against the incursion of exogenous and often harmful microorganisms, but identifying the exact microbes responsible for the gut microbiota-mediated CR against a particular pathogen remains a challenge. To address thi...

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Detalles Bibliográficos
Autores principales: Ke, Shanlin, Xiao, Yandong, Weiss, Scott T., Chen, Xinhua, Kelly, Ciarán P., Liu, Yang-Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10545914/
https://www.ncbi.nlm.nih.gov/pubmed/37751698
http://dx.doi.org/10.1016/j.crmeth.2023.100576
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author Ke, Shanlin
Xiao, Yandong
Weiss, Scott T.
Chen, Xinhua
Kelly, Ciarán P.
Liu, Yang-Yu
author_facet Ke, Shanlin
Xiao, Yandong
Weiss, Scott T.
Chen, Xinhua
Kelly, Ciarán P.
Liu, Yang-Yu
author_sort Ke, Shanlin
collection PubMed
description The mammalian gut microbiome protects the host through colonization resistance (CR) against the incursion of exogenous and often harmful microorganisms, but identifying the exact microbes responsible for the gut microbiota-mediated CR against a particular pathogen remains a challenge. To address this limitation, we developed a computational method: generalized microbe-phenotype triangulation (GMPT). We first systematically validated GMPT using a classical population dynamics model in community ecology and demonstrated its superiority over baseline methods. We then tested GMPT on simulated data generated from the ecological network inferred from a real community (GnotoComplex microflora) and real microbiome data on two mouse studies on Clostridioides difficile infection. We demonstrated GMPT’s ability to streamline the discovery of microbes that are potentially responsible for microbiota-mediated CR against pathogens. GMPT holds promise to advance our understanding of CR mechanisms and facilitate the rational design of microbiome-based therapies for preventing and treating enteric infections.
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spelling pubmed-105459142023-10-04 A computational method to dissect colonization resistance of the gut microbiota against pathogens Ke, Shanlin Xiao, Yandong Weiss, Scott T. Chen, Xinhua Kelly, Ciarán P. Liu, Yang-Yu Cell Rep Methods Article The mammalian gut microbiome protects the host through colonization resistance (CR) against the incursion of exogenous and often harmful microorganisms, but identifying the exact microbes responsible for the gut microbiota-mediated CR against a particular pathogen remains a challenge. To address this limitation, we developed a computational method: generalized microbe-phenotype triangulation (GMPT). We first systematically validated GMPT using a classical population dynamics model in community ecology and demonstrated its superiority over baseline methods. We then tested GMPT on simulated data generated from the ecological network inferred from a real community (GnotoComplex microflora) and real microbiome data on two mouse studies on Clostridioides difficile infection. We demonstrated GMPT’s ability to streamline the discovery of microbes that are potentially responsible for microbiota-mediated CR against pathogens. GMPT holds promise to advance our understanding of CR mechanisms and facilitate the rational design of microbiome-based therapies for preventing and treating enteric infections. Elsevier 2023-08-29 /pmc/articles/PMC10545914/ /pubmed/37751698 http://dx.doi.org/10.1016/j.crmeth.2023.100576 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Ke, Shanlin
Xiao, Yandong
Weiss, Scott T.
Chen, Xinhua
Kelly, Ciarán P.
Liu, Yang-Yu
A computational method to dissect colonization resistance of the gut microbiota against pathogens
title A computational method to dissect colonization resistance of the gut microbiota against pathogens
title_full A computational method to dissect colonization resistance of the gut microbiota against pathogens
title_fullStr A computational method to dissect colonization resistance of the gut microbiota against pathogens
title_full_unstemmed A computational method to dissect colonization resistance of the gut microbiota against pathogens
title_short A computational method to dissect colonization resistance of the gut microbiota against pathogens
title_sort computational method to dissect colonization resistance of the gut microbiota against pathogens
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10545914/
https://www.ncbi.nlm.nih.gov/pubmed/37751698
http://dx.doi.org/10.1016/j.crmeth.2023.100576
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