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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5538644/ https://www.ncbi.nlm.nih.gov/pubmed/28763475 http://dx.doi.org/10.1371/journal.pone.0181930 |
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author | Kasarapu, Parthan Porto-Neto, Laercio R. Fortes, Marina R. S. Lehnert, Sigrid A. Mudadu, Mauricio A. Coutinho, Luiz Regitano, Luciana George, Andrew Reverter, Antonio |
author_facet | Kasarapu, Parthan Porto-Neto, Laercio R. Fortes, Marina R. S. Lehnert, Sigrid A. Mudadu, Mauricio A. Coutinho, Luiz Regitano, Luciana George, Andrew Reverter, Antonio |
author_sort | Kasarapu, Parthan |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-5538644 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55386442017-08-07 The Bos taurus–Bos indicus balance in fertility and milk related genes Kasarapu, Parthan Porto-Neto, Laercio R. Fortes, Marina R. S. Lehnert, Sigrid A. Mudadu, Mauricio A. Coutinho, Luiz Regitano, Luciana George, Andrew Reverter, Antonio PLoS One Research Article 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. Public Library of Science 2017-08-01 /pmc/articles/PMC5538644/ /pubmed/28763475 http://dx.doi.org/10.1371/journal.pone.0181930 Text en © 2017 Kasarapu et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Kasarapu, Parthan Porto-Neto, Laercio R. Fortes, Marina R. S. Lehnert, Sigrid A. Mudadu, Mauricio A. Coutinho, Luiz Regitano, Luciana George, Andrew Reverter, Antonio The Bos taurus–Bos indicus balance in fertility and milk related genes |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5538644/ https://www.ncbi.nlm.nih.gov/pubmed/28763475 http://dx.doi.org/10.1371/journal.pone.0181930 |
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