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Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota
BACKGROUND: The rabbit cecum hosts and interacts with a complex microbial ecosystem that contributes to the variation of traits of economic interest. Although the influence of host genetics on microbial diversity and specific microbial taxa has been studied in several species (e.g., humans, pigs, or...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9235133/ https://www.ncbi.nlm.nih.gov/pubmed/35761200 http://dx.doi.org/10.1186/s12711-022-00738-2 |
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author | Velasco-Galilea, María Piles, Miriam Ramayo-Caldas, Yuliaxis Varona, Luis Sánchez, Juan Pablo |
author_facet | Velasco-Galilea, María Piles, Miriam Ramayo-Caldas, Yuliaxis Varona, Luis Sánchez, Juan Pablo |
author_sort | Velasco-Galilea, María |
collection | PubMed |
description | BACKGROUND: The rabbit cecum hosts and interacts with a complex microbial ecosystem that contributes to the variation of traits of economic interest. Although the influence of host genetics on microbial diversity and specific microbial taxa has been studied in several species (e.g., humans, pigs, or cattle), it has not been investigated in rabbits. Using a Bayes factor approach, the aim of this study was to dissect the effects of host genetics, litter and cage on 984 microbial traits that are representative of the rabbit microbiota. RESULTS: Analysis of 16S rDNA sequences of cecal microbiota from 425 rabbits resulted in the relative abundances of 29 genera, 951 operational taxonomic units (OTU), and four microbial alpha-diversity indices. Each of these microbial traits was adjusted with mixed linear and zero-inflated Poisson (ZIP) models, which all included additive genetic, litter and cage effects, and body weight at weaning and batch as systematic factors. The marginal posterior distributions of the model parameters were estimated using MCMC Bayesian procedures. The deviance information criterion (DIC) was used for model comparison regarding the statistical distribution of the data (normal or ZIP), and the Bayes factor was computed as a measure of the strength of evidence in favor of the host genetics, litter, and cage effects on microbial traits. According to DIC, all microbial traits were better adjusted with the linear model except for the OTU present in less than 10% of the animals, and for 25 of the 43 OTU with a frequency between 10 and 25%. On a global scale, the Bayes factor revealed substantial evidence in favor of the genetic control of the number of observed OTU and Shannon indices. At the taxon-specific level, significant proportions of the OTU and relative abundances of genera were influenced by additive genetic, litter, and cage effects. Several members of the genera Bacteroides and Parabacteroides were strongly influenced by the host genetics and nursing environment, whereas the family S24-7 and the genus Ruminococcus were strongly influenced by cage effects. CONCLUSIONS: This study demonstrates that host genetics shapes the overall rabbit cecal microbial diversity and that a significant proportion of the taxa is influenced either by host genetics or environmental factors, such as litter and/or cage. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12711-022-00738-2. |
format | Online Article Text |
id | pubmed-9235133 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92351332022-06-28 Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota Velasco-Galilea, María Piles, Miriam Ramayo-Caldas, Yuliaxis Varona, Luis Sánchez, Juan Pablo Genet Sel Evol Research Article BACKGROUND: The rabbit cecum hosts and interacts with a complex microbial ecosystem that contributes to the variation of traits of economic interest. Although the influence of host genetics on microbial diversity and specific microbial taxa has been studied in several species (e.g., humans, pigs, or cattle), it has not been investigated in rabbits. Using a Bayes factor approach, the aim of this study was to dissect the effects of host genetics, litter and cage on 984 microbial traits that are representative of the rabbit microbiota. RESULTS: Analysis of 16S rDNA sequences of cecal microbiota from 425 rabbits resulted in the relative abundances of 29 genera, 951 operational taxonomic units (OTU), and four microbial alpha-diversity indices. Each of these microbial traits was adjusted with mixed linear and zero-inflated Poisson (ZIP) models, which all included additive genetic, litter and cage effects, and body weight at weaning and batch as systematic factors. The marginal posterior distributions of the model parameters were estimated using MCMC Bayesian procedures. The deviance information criterion (DIC) was used for model comparison regarding the statistical distribution of the data (normal or ZIP), and the Bayes factor was computed as a measure of the strength of evidence in favor of the host genetics, litter, and cage effects on microbial traits. According to DIC, all microbial traits were better adjusted with the linear model except for the OTU present in less than 10% of the animals, and for 25 of the 43 OTU with a frequency between 10 and 25%. On a global scale, the Bayes factor revealed substantial evidence in favor of the genetic control of the number of observed OTU and Shannon indices. At the taxon-specific level, significant proportions of the OTU and relative abundances of genera were influenced by additive genetic, litter, and cage effects. Several members of the genera Bacteroides and Parabacteroides were strongly influenced by the host genetics and nursing environment, whereas the family S24-7 and the genus Ruminococcus were strongly influenced by cage effects. CONCLUSIONS: This study demonstrates that host genetics shapes the overall rabbit cecal microbial diversity and that a significant proportion of the taxa is influenced either by host genetics or environmental factors, such as litter and/or cage. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12711-022-00738-2. BioMed Central 2022-06-27 /pmc/articles/PMC9235133/ /pubmed/35761200 http://dx.doi.org/10.1186/s12711-022-00738-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 Article Velasco-Galilea, María Piles, Miriam Ramayo-Caldas, Yuliaxis Varona, Luis Sánchez, Juan Pablo Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
title | Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
title_full | Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
title_fullStr | Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
title_full_unstemmed | Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
title_short | Use of Bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
title_sort | use of bayes factors to evaluate the effects of host genetics, litter and cage on the rabbit cecal microbiota |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9235133/ https://www.ncbi.nlm.nih.gov/pubmed/35761200 http://dx.doi.org/10.1186/s12711-022-00738-2 |
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