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A gene co-association network regulating gut microbial communities in a Duroc pig population

BACKGROUND: Analyses of gut microbiome composition in livestock species have shown its potential to contribute to the regulation of complex phenotypes. However, little is known about the host genetic control over the gut microbial communities. In pigs, previous studies are based on classical “single...

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Autores principales: Reverter, Antonio, Ballester, Maria, Alexandre, Pamela A., Mármol-Sánchez, Emilio, Dalmau, Antoni, Quintanilla, Raquel, Ramayo-Caldas, Yuliaxis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7898758/
https://www.ncbi.nlm.nih.gov/pubmed/33612109
http://dx.doi.org/10.1186/s40168-020-00994-8
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author Reverter, Antonio
Ballester, Maria
Alexandre, Pamela A.
Mármol-Sánchez, Emilio
Dalmau, Antoni
Quintanilla, Raquel
Ramayo-Caldas, Yuliaxis
author_facet Reverter, Antonio
Ballester, Maria
Alexandre, Pamela A.
Mármol-Sánchez, Emilio
Dalmau, Antoni
Quintanilla, Raquel
Ramayo-Caldas, Yuliaxis
author_sort Reverter, Antonio
collection PubMed
description BACKGROUND: Analyses of gut microbiome composition in livestock species have shown its potential to contribute to the regulation of complex phenotypes. However, little is known about the host genetic control over the gut microbial communities. In pigs, previous studies are based on classical “single-gene-single-trait” approaches and have evaluated the role of host genome controlling gut prokaryote and eukaryote communities separately. RESULTS: In order to determine the ability of the host genome to control the diversity and composition of microbial communities in healthy pigs, we undertook genome-wide association studies (GWAS) for 39 microbial phenotypes that included 2 diversity indexes, and the relative abundance of 31 bacterial and six commensal protist genera in 390 pigs genotyped for 70 K SNPs. The GWAS results were processed through a 3-step analytical pipeline comprised of (1) association weight matrix; (2) regulatory impact factor; and (3) partial correlation and information theory. The inferred gene regulatory network comprised 3561 genes (within a 5 kb distance from a relevant SNP–P < 0.05) and 738,913 connections (SNP-to-SNP co-associations). Our findings highlight the complexity and polygenic nature of the pig gut microbial ecosystem. Prominent within the network were 5 regulators, PRDM15, STAT1, ssc-mir-371, SOX9 and RUNX2 which gathered 942, 607, 588, 284 and 273 connections, respectively. PRDM15 modulates the transcription of upstream regulators of WNT and MAPK-ERK signaling to safeguard naive pluripotency and regulates the production of Th1- and Th2-type immune response. The signal transducer STAT1 has long been associated with immune processes and was recently identified as a potential regulator of vaccine response to porcine reproductive and respiratory syndrome. The list of regulators was enriched for immune-related pathways, and the list of predicted targets includes candidate genes previously reported as associated with microbiota profile in pigs, mice and human, such as SLIT3, SLC39A8, NOS1, IL1R2, DAB1, TOX3, SPP1, THSD7B, ELF2, PIANP, A2ML1, and IFNAR1. Moreover, we show the existence of host-genetic variants jointly associated with the relative abundance of butyrate producer bacteria and host performance. CONCLUSIONS: Taken together, our results identified regulators, candidate genes, and mechanisms linked with microbiome modulation by the host. They further highlight the value of the proposed analytical pipeline to exploit pleiotropy and the crosstalk between bacteria and protists as significant contributors to host-microbiome interactions and identify genetic markers and candidate genes that can be incorporated in breeding program to improve host-performance and microbial traits. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40168-020-00994-8.
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spelling pubmed-78987582021-02-23 A gene co-association network regulating gut microbial communities in a Duroc pig population Reverter, Antonio Ballester, Maria Alexandre, Pamela A. Mármol-Sánchez, Emilio Dalmau, Antoni Quintanilla, Raquel Ramayo-Caldas, Yuliaxis Microbiome Research BACKGROUND: Analyses of gut microbiome composition in livestock species have shown its potential to contribute to the regulation of complex phenotypes. However, little is known about the host genetic control over the gut microbial communities. In pigs, previous studies are based on classical “single-gene-single-trait” approaches and have evaluated the role of host genome controlling gut prokaryote and eukaryote communities separately. RESULTS: In order to determine the ability of the host genome to control the diversity and composition of microbial communities in healthy pigs, we undertook genome-wide association studies (GWAS) for 39 microbial phenotypes that included 2 diversity indexes, and the relative abundance of 31 bacterial and six commensal protist genera in 390 pigs genotyped for 70 K SNPs. The GWAS results were processed through a 3-step analytical pipeline comprised of (1) association weight matrix; (2) regulatory impact factor; and (3) partial correlation and information theory. The inferred gene regulatory network comprised 3561 genes (within a 5 kb distance from a relevant SNP–P < 0.05) and 738,913 connections (SNP-to-SNP co-associations). Our findings highlight the complexity and polygenic nature of the pig gut microbial ecosystem. Prominent within the network were 5 regulators, PRDM15, STAT1, ssc-mir-371, SOX9 and RUNX2 which gathered 942, 607, 588, 284 and 273 connections, respectively. PRDM15 modulates the transcription of upstream regulators of WNT and MAPK-ERK signaling to safeguard naive pluripotency and regulates the production of Th1- and Th2-type immune response. The signal transducer STAT1 has long been associated with immune processes and was recently identified as a potential regulator of vaccine response to porcine reproductive and respiratory syndrome. The list of regulators was enriched for immune-related pathways, and the list of predicted targets includes candidate genes previously reported as associated with microbiota profile in pigs, mice and human, such as SLIT3, SLC39A8, NOS1, IL1R2, DAB1, TOX3, SPP1, THSD7B, ELF2, PIANP, A2ML1, and IFNAR1. Moreover, we show the existence of host-genetic variants jointly associated with the relative abundance of butyrate producer bacteria and host performance. CONCLUSIONS: Taken together, our results identified regulators, candidate genes, and mechanisms linked with microbiome modulation by the host. They further highlight the value of the proposed analytical pipeline to exploit pleiotropy and the crosstalk between bacteria and protists as significant contributors to host-microbiome interactions and identify genetic markers and candidate genes that can be incorporated in breeding program to improve host-performance and microbial traits. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40168-020-00994-8. BioMed Central 2021-02-21 /pmc/articles/PMC7898758/ /pubmed/33612109 http://dx.doi.org/10.1186/s40168-020-00994-8 Text en © The Author(s) 2021 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Reverter, Antonio
Ballester, Maria
Alexandre, Pamela A.
Mármol-Sánchez, Emilio
Dalmau, Antoni
Quintanilla, Raquel
Ramayo-Caldas, Yuliaxis
A gene co-association network regulating gut microbial communities in a Duroc pig population
title A gene co-association network regulating gut microbial communities in a Duroc pig population
title_full A gene co-association network regulating gut microbial communities in a Duroc pig population
title_fullStr A gene co-association network regulating gut microbial communities in a Duroc pig population
title_full_unstemmed A gene co-association network regulating gut microbial communities in a Duroc pig population
title_short A gene co-association network regulating gut microbial communities in a Duroc pig population
title_sort gene co-association network regulating gut microbial communities in a duroc pig population
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7898758/
https://www.ncbi.nlm.nih.gov/pubmed/33612109
http://dx.doi.org/10.1186/s40168-020-00994-8
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