Gut microbiome mediates host genomic effects on phenotypes: a case study with fat deposition in pigs

被引:20
|
作者
Tiezzi, Francesco [1 ]
Fix, Justin [2 ]
Schwab, Clint [2 ,3 ]
Shull, Caleb [3 ]
Maltecca, Christian [1 ]
机构
[1] North Carolina State Univ, Dept Anim Sci, Raleigh, NC USA
[2] Acuity Ag Solut LLC, Carlyle, IL 62230 USA
[3] Maschhoffs LLC, Carlyle, IL 62230 USA
关键词
Causal effect; Gut microbiome; Fat deposition; Latent variables; R-PACKAGE; PRIMAL CUTS; OBESITY; GROWTH; GENETICS; CARCASS; CTNND2; LINK;
D O I
10.1016/j.csbj.2020.12.038
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
A large number of studies have highlighted the importance of gut microbiome composition in shaping fat deposition in mammals. Several studies have also highlighted how host genome controls the abundance of certain species that make up the gut microbiota. We propose a systematic approach to infer how the host genome can control the gut microbiome, which in turn contributes to the host phenotype determination. We implemented a mediation test that can be applied to measured and latent dependent variables to describe fat deposition in swine (Sus scrofa). In this study, we identify several host genomic features having a microbiome-mediated effects on fat deposition. This demonstrates how the host genome can affect the phenotypic trait by inducing a change in gut microbiome composition that leads to a change in the phenotype. Host genomic variants identified through our analysis are different than the ones detected in a traditional genome-wide association study. In addition, the use of latent dependent variables allows for the discovery of additional host genomic features that do not show a significant effect on the measured variables. Microbiome-mediated host genomic effects can help understand the genetic determination of fat deposition. Since their contribution to the overall genetic variance is usually not included in association studies, they can contribute to filling the missing heritability gap and provide further insights into the host genome - gut microbiome interplay. Further studies should focus on the portability of these effects to other populations as well as their preservation when pro-/pre-/anti-biotics are used (i.e. remediation). (C) 2021 The Authors. Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology.
引用
收藏
页码:530 / 544
页数:15
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