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 (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.

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Main Authors: KASARAPU, P., PORTO-NETO, L. R., FORTES, M. R. S., LEHNERT, S. A., MUDADU, M. de A., COUTINHO, L., REGITANO, L. C. de A., GEORGE, A., REVERTER, A.
Other Authors: PARTHAN KASARAPU, CSIRO; LAERCIO RIBEIRO PORTO-NETO, CSIRO; MARINA R. S. FORTES, University of Queensland; SIGRID A. LEHNER, CSIRO; MAURICIO DE ALVARENGA MUDADU, CNPTIA; LUIZ COUTINHO, Esalq/USP; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE; ANDREW GEORGE, CSIRO; ANTONIO REVERTER, CSIRO.
Format: Artigo de periódico biblioteca
Language:English
eng
Published: 2018-02-01
Subjects:Bioinformática, Polimorfismo de nucleotídeo único, Hardy-Weinberg equilibrium, Bos taurus, Bos indicus, Bioinformatics, Single nucleotide polymorphism,
Online Access:http://www.alice.cnptia.embrapa.br/alice/handle/doc/1086886
https://doi.org/10.1371/journal.pone.0181930
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spelling dig-alice-doc-10868862018-02-01T23:36:51Z The Bos taurus-Bos indicus balance in fertility and milk related genes. KASARAPU, P. PORTO-NETO, L. R. FORTES, M. R. S. LEHNERT, S. A. MUDADU, M. de A. COUTINHO, L. REGITANO, L. C. de A. GEORGE, A. REVERTER, A. PARTHAN KASARAPU, CSIRO; LAERCIO RIBEIRO PORTO-NETO, CSIRO; MARINA R. S. FORTES, University of Queensland; SIGRID A. LEHNER, CSIRO; MAURICIO DE ALVARENGA MUDADU, CNPTIA; LUIZ COUTINHO, Esalq/USP; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE; ANDREW GEORGE, CSIRO; ANTONIO REVERTER, CSIRO. Bioinformática Polimorfismo de nucleotídeo único Hardy-Weinberg equilibrium Bos taurus Bos indicus Bioinformatics Single nucleotide polymorphism 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. Artigo e0181930. Na publicação: Mauricio A. Mudadu, Luciana Regitano. 2018-02-01T23:36:44Z 2018-02-01T23:36:44Z 2018-02-01 2017 2018-02-01T23:36:44Z Artigo de periódico Plos One, v. 12, n. 8, p. 1-20, 2017. http://www.alice.cnptia.embrapa.br/alice/handle/doc/1086886 https://doi.org/10.1371/journal.pone.0181930 en eng openAccess
institution EMBRAPA
collection DSpace
country Brasil
countrycode BR
component Bibliográfico
access En linea
databasecode dig-alice
tag biblioteca
region America del Sur
libraryname Sistema de bibliotecas de EMBRAPA
language English
eng
topic Bioinformática
Polimorfismo de nucleotídeo único
Hardy-Weinberg equilibrium
Bos taurus
Bos indicus
Bioinformatics
Single nucleotide polymorphism
Bioinformática
Polimorfismo de nucleotídeo único
Hardy-Weinberg equilibrium
Bos taurus
Bos indicus
Bioinformatics
Single nucleotide polymorphism
spellingShingle Bioinformática
Polimorfismo de nucleotídeo único
Hardy-Weinberg equilibrium
Bos taurus
Bos indicus
Bioinformatics
Single nucleotide polymorphism
Bioinformática
Polimorfismo de nucleotídeo único
Hardy-Weinberg equilibrium
Bos taurus
Bos indicus
Bioinformatics
Single nucleotide polymorphism
KASARAPU, P.
PORTO-NETO, L. R.
FORTES, M. R. S.
LEHNERT, S. A.
MUDADU, M. de A.
COUTINHO, L.
REGITANO, L. C. de A.
GEORGE, A.
REVERTER, A.
The Bos taurus-Bos indicus balance in fertility and milk related genes.
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.
author2 PARTHAN KASARAPU, CSIRO; LAERCIO RIBEIRO PORTO-NETO, CSIRO; MARINA R. S. FORTES, University of Queensland; SIGRID A. LEHNER, CSIRO; MAURICIO DE ALVARENGA MUDADU, CNPTIA; LUIZ COUTINHO, Esalq/USP; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE; ANDREW GEORGE, CSIRO; ANTONIO REVERTER, CSIRO.
author_facet PARTHAN KASARAPU, CSIRO; LAERCIO RIBEIRO PORTO-NETO, CSIRO; MARINA R. S. FORTES, University of Queensland; SIGRID A. LEHNER, CSIRO; MAURICIO DE ALVARENGA MUDADU, CNPTIA; LUIZ COUTINHO, Esalq/USP; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE; ANDREW GEORGE, CSIRO; ANTONIO REVERTER, CSIRO.
KASARAPU, P.
PORTO-NETO, L. R.
FORTES, M. R. S.
LEHNERT, S. A.
MUDADU, M. de A.
COUTINHO, L.
REGITANO, L. C. de A.
GEORGE, A.
REVERTER, A.
format Artigo de periódico
topic_facet Bioinformática
Polimorfismo de nucleotídeo único
Hardy-Weinberg equilibrium
Bos taurus
Bos indicus
Bioinformatics
Single nucleotide polymorphism
author KASARAPU, P.
PORTO-NETO, L. R.
FORTES, M. R. S.
LEHNERT, S. A.
MUDADU, M. de A.
COUTINHO, L.
REGITANO, L. C. de A.
GEORGE, A.
REVERTER, A.
author_sort KASARAPU, P.
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.
publishDate 2018-02-01
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1086886
https://doi.org/10.1371/journal.pone.0181930
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