The Bos taurus-Bos indicus balance in fertility and milk related genes.

Numerical approaches to high-density single nucleotide polymorphism (SNP) data are often employed independently to address individual questions. We linked independent approaches in a bioinformatics pipeline for further insight. The pipeline driven by heterozygosity and Hardy-Weinberg equilibrium (HW...

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Main Authors: Parthan Kasarapu, Laercio R Porto-Neto, Marina R S Fortes, Sigrid A Lehnert, Mauricio A Mudadu, Luiz Coutinho, Luciana Regitano, Andrew George, Antonio Reverter
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5538644?pdf=render
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spelling doaj-05e21fb5d6804f11b747d032d9a91b062020-11-25T01:31:19ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01128e018193010.1371/journal.pone.0181930The Bos taurus-Bos indicus balance in fertility and milk related genes.Parthan KasarapuLaercio R Porto-NetoMarina R S FortesSigrid A LehnertMauricio A MudaduLuiz CoutinhoLuciana RegitanoAndrew GeorgeAntonio ReverterNumerical approaches to high-density single nucleotide polymorphism (SNP) data are often employed independently to address individual questions. We linked independent approaches in a bioinformatics pipeline for further insight. The pipeline driven by heterozygosity and Hardy-Weinberg equilibrium (HWE) analyses was applied to characterize Bos taurus and Bos indicus ancestry. We infer a gene co-heterozygosity network that regulates bovine fertility, from data on 18,363 cattle with genotypes for 729,068 SNP. Hierarchical clustering separated populations according to Bos taurus and Bos indicus ancestry. The weights of the first principal component were subjected to Normal mixture modelling allowing the estimation of a gene's contribution to the Bos taurus-Bos indicus axis. We used deviation from HWE, contribution to Bos indicus content and association to fertility traits to select 1,284 genes. With this set, we developed a co-heterozygosity network where the group of genes annotated as fertility-related had significantly higher Bos indicus content compared to other functional classes of genes, while the group of genes associated with milk production had significantly higher Bos taurus content. The network analysis resulted in capturing novel gene associations of relevance to bovine domestication events. We report transcription factors that are likely to regulate genes associated with cattle domestication and tropical adaptation. Our pipeline can be generalized to any scenarios where population structure requires scrutiny at the molecular level, particularly in the presence of a priori set of genes known to impact a phenotype of evolutionary interest such as fertility.http://europepmc.org/articles/PMC5538644?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Parthan Kasarapu
Laercio R Porto-Neto
Marina R S Fortes
Sigrid A Lehnert
Mauricio A Mudadu
Luiz Coutinho
Luciana Regitano
Andrew George
Antonio Reverter
spellingShingle Parthan Kasarapu
Laercio R Porto-Neto
Marina R S Fortes
Sigrid A Lehnert
Mauricio A Mudadu
Luiz Coutinho
Luciana Regitano
Andrew George
Antonio Reverter
The Bos taurus-Bos indicus balance in fertility and milk related genes.
PLoS ONE
author_facet Parthan Kasarapu
Laercio R Porto-Neto
Marina R S Fortes
Sigrid A Lehnert
Mauricio A Mudadu
Luiz Coutinho
Luciana Regitano
Andrew George
Antonio Reverter
author_sort Parthan Kasarapu
title The Bos taurus-Bos indicus balance in fertility and milk related genes.
title_short The Bos taurus-Bos indicus balance in fertility and milk related genes.
title_full The Bos taurus-Bos indicus balance in fertility and milk related genes.
title_fullStr The Bos taurus-Bos indicus balance in fertility and milk related genes.
title_full_unstemmed The Bos taurus-Bos indicus balance in fertility and milk related genes.
title_sort bos taurus-bos indicus balance in fertility and milk related genes.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
description Numerical approaches to high-density single nucleotide polymorphism (SNP) data are often employed independently to address individual questions. We linked independent approaches in a bioinformatics pipeline for further insight. The pipeline driven by heterozygosity and Hardy-Weinberg equilibrium (HWE) analyses was applied to characterize Bos taurus and Bos indicus ancestry. We infer a gene co-heterozygosity network that regulates bovine fertility, from data on 18,363 cattle with genotypes for 729,068 SNP. Hierarchical clustering separated populations according to Bos taurus and Bos indicus ancestry. The weights of the first principal component were subjected to Normal mixture modelling allowing the estimation of a gene's contribution to the Bos taurus-Bos indicus axis. We used deviation from HWE, contribution to Bos indicus content and association to fertility traits to select 1,284 genes. With this set, we developed a co-heterozygosity network where the group of genes annotated as fertility-related had significantly higher Bos indicus content compared to other functional classes of genes, while the group of genes associated with milk production had significantly higher Bos taurus content. The network analysis resulted in capturing novel gene associations of relevance to bovine domestication events. We report transcription factors that are likely to regulate genes associated with cattle domestication and tropical adaptation. Our pipeline can be generalized to any scenarios where population structure requires scrutiny at the molecular level, particularly in the presence of a priori set of genes known to impact a phenotype of evolutionary interest such as fertility.
url http://europepmc.org/articles/PMC5538644?pdf=render
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