Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.

Detalhes bibliográficos
Autor(a) principal: AFONSO, J.
Data de Publicação: 2020
Outros Autores: FORTES, M. R. S., REVERTER, A., DINIZ, W. J. da S., CESAR, A. S. M., LIMA, A. O. de, PETRINI, J., SOUZA, M. de S., COUTINHO, L. L., MOURÃO, G. B., ZERLOTINI NETO, A., GROMBONI, C. F., NOGUEIRA, A. R. A., REGITANO, L. C. de A.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
Texto Completo: http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124802
https://doi.org/10.1038/s41598-020-65454-7
Resumo: Mineral contents in bovine muscle can affect meat quality, growth, health, and reproductive traits. To better understand the genetic basis of this phenotype in Nelore (Bos indicus) cattle, we analysed genome-wide mRNA and miRNA expression data from 114 muscle samples. The analysis implemented a new application for two complementary algorithms: the partial correlation and information theory (PCIT) and the regulatory impact factor (RIF), in which we included the estimated genomic breeding values (GEBVs) for the phenotypes additionally to the expression levels, originally proposed for these methods. We used PCIT to determine putative regulatory relationships based on significant associations between gene expression and GEBVs for each mineral amount. Then, RIF was adopted to determine the regulatory impact of genes and miRNAs expression over the GEBVs for the mineral amounts. We also investigated over-represented pathways, as well as pieces of evidences from previous studies carried in the same population and in the literature, to determine regulatory genes for the mineral amounts. For example, NOX1 expression level was positively correlated to Zinc and has been described as Zinc-regulated in humans. Based on our approach, we were able to identify genes, miRNAs and pathways not yet described as underlying mineral amount. The results support the hypothesis that extracellular matrix interactions are the core regulator of mineral amount in muscle cells. Putative regulators described here add information to this hypothesis, expanding the knowledge on molecular relationships between gene expression and minerals.
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spelling Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.Expressão gênicaBos IndicusGado NeloreCattleGene expressionMineral contents in bovine muscle can affect meat quality, growth, health, and reproductive traits. To better understand the genetic basis of this phenotype in Nelore (Bos indicus) cattle, we analysed genome-wide mRNA and miRNA expression data from 114 muscle samples. The analysis implemented a new application for two complementary algorithms: the partial correlation and information theory (PCIT) and the regulatory impact factor (RIF), in which we included the estimated genomic breeding values (GEBVs) for the phenotypes additionally to the expression levels, originally proposed for these methods. We used PCIT to determine putative regulatory relationships based on significant associations between gene expression and GEBVs for each mineral amount. Then, RIF was adopted to determine the regulatory impact of genes and miRNAs expression over the GEBVs for the mineral amounts. We also investigated over-represented pathways, as well as pieces of evidences from previous studies carried in the same population and in the literature, to determine regulatory genes for the mineral amounts. For example, NOX1 expression level was positively correlated to Zinc and has been described as Zinc-regulated in humans. Based on our approach, we were able to identify genes, miRNAs and pathways not yet described as underlying mineral amount. The results support the hypothesis that extracellular matrix interactions are the core regulator of mineral amount in muscle cells. Putative regulators described here add information to this hypothesis, expanding the knowledge on molecular relationships between gene expression and minerals.Article: 8436.JULIANA AFONSO, UFSCar; MARINA RUFINO SALINAS FORTES, The University of Queensland; ANTONIO REVERTER, Agriculture and Food, Commonwealth Scientific and Industrial Research Organisation, Brisbane; WELLISON JARLES DA SILVA DINIZ, UFSCar; ALINE SILVA MELLO CESAR, Esalq/USP; ANDRESSA OLIVEIRA DE LIMA, UFSCar; JULIANA PETRINI, UNIFAL; MARCELA M. DE SOUZA, Iowa State University; LUIZ LEHMANN COUTINHO, Esalq/USP; GERSON BARRETO MOURÃO, Esalq/USP; ADHEMAR ZERLOTINI NETO, CNPTIA; CAIO FERNANDO GROMBONI, Bahia Federal Institute of Education, Science and Technology, Ilhéus; ANA RITA ARAÚJO NOGUEIRA; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE.AFONSO, J.FORTES, M. R. S.REVERTER, A.DINIZ, W. J. da S.CESAR, A. S. M.LIMA, A. O. dePETRINI, J.SOUZA, M. de S.COUTINHO, L. L.MOURÃO, G. B.ZERLOTINI NETO, A.GROMBONI, C. F.NOGUEIRA, A. R. A.REGITANO, L. C. de A.2020-09-09T04:37:14Z2020-09-09T04:37:14Z2020-09-082020info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleScientific Reports, v. 10, n. 1, p. 1-16, 2020http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124802https://doi.org/10.1038/s41598-020-65454-7enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)instacron:EMBRAPA2020-09-09T04:37:22Zoai:www.alice.cnptia.embrapa.br:doc/1124802Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542020-09-09T04:37:22falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542020-09-09T04:37:22Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)false
dc.title.none.fl_str_mv Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
title Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
spellingShingle Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
AFONSO, J.
Expressão gênica
Bos Indicus
Gado Nelore
Cattle
Gene expression
title_short Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
title_full Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
title_fullStr Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
title_full_unstemmed Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
title_sort Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach.
author AFONSO, J.
author_facet AFONSO, J.
FORTES, M. R. S.
REVERTER, A.
DINIZ, W. J. da S.
CESAR, A. S. M.
LIMA, A. O. de
PETRINI, J.
SOUZA, M. de S.
COUTINHO, L. L.
MOURÃO, G. B.
ZERLOTINI NETO, A.
GROMBONI, C. F.
NOGUEIRA, A. R. A.
REGITANO, L. C. de A.
author_role author
author2 FORTES, M. R. S.
REVERTER, A.
DINIZ, W. J. da S.
CESAR, A. S. M.
LIMA, A. O. de
PETRINI, J.
SOUZA, M. de S.
COUTINHO, L. L.
MOURÃO, G. B.
ZERLOTINI NETO, A.
GROMBONI, C. F.
NOGUEIRA, A. R. A.
REGITANO, L. C. de A.
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv JULIANA AFONSO, UFSCar; MARINA RUFINO SALINAS FORTES, The University of Queensland; ANTONIO REVERTER, Agriculture and Food, Commonwealth Scientific and Industrial Research Organisation, Brisbane; WELLISON JARLES DA SILVA DINIZ, UFSCar; ALINE SILVA MELLO CESAR, Esalq/USP; ANDRESSA OLIVEIRA DE LIMA, UFSCar; JULIANA PETRINI, UNIFAL; MARCELA M. DE SOUZA, Iowa State University; LUIZ LEHMANN COUTINHO, Esalq/USP; GERSON BARRETO MOURÃO, Esalq/USP; ADHEMAR ZERLOTINI NETO, CNPTIA; CAIO FERNANDO GROMBONI, Bahia Federal Institute of Education, Science and Technology, Ilhéus; ANA RITA ARAÚJO NOGUEIRA; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE.
dc.contributor.author.fl_str_mv AFONSO, J.
FORTES, M. R. S.
REVERTER, A.
DINIZ, W. J. da S.
CESAR, A. S. M.
LIMA, A. O. de
PETRINI, J.
SOUZA, M. de S.
COUTINHO, L. L.
MOURÃO, G. B.
ZERLOTINI NETO, A.
GROMBONI, C. F.
NOGUEIRA, A. R. A.
REGITANO, L. C. de A.
dc.subject.por.fl_str_mv Expressão gênica
Bos Indicus
Gado Nelore
Cattle
Gene expression
topic Expressão gênica
Bos Indicus
Gado Nelore
Cattle
Gene expression
description Mineral contents in bovine muscle can affect meat quality, growth, health, and reproductive traits. To better understand the genetic basis of this phenotype in Nelore (Bos indicus) cattle, we analysed genome-wide mRNA and miRNA expression data from 114 muscle samples. The analysis implemented a new application for two complementary algorithms: the partial correlation and information theory (PCIT) and the regulatory impact factor (RIF), in which we included the estimated genomic breeding values (GEBVs) for the phenotypes additionally to the expression levels, originally proposed for these methods. We used PCIT to determine putative regulatory relationships based on significant associations between gene expression and GEBVs for each mineral amount. Then, RIF was adopted to determine the regulatory impact of genes and miRNAs expression over the GEBVs for the mineral amounts. We also investigated over-represented pathways, as well as pieces of evidences from previous studies carried in the same population and in the literature, to determine regulatory genes for the mineral amounts. For example, NOX1 expression level was positively correlated to Zinc and has been described as Zinc-regulated in humans. Based on our approach, we were able to identify genes, miRNAs and pathways not yet described as underlying mineral amount. The results support the hypothesis that extracellular matrix interactions are the core regulator of mineral amount in muscle cells. Putative regulators described here add information to this hypothesis, expanding the knowledge on molecular relationships between gene expression and minerals.
publishDate 2020
dc.date.none.fl_str_mv 2020-09-09T04:37:14Z
2020-09-09T04:37:14Z
2020-09-08
2020
dc.type.driver.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv Scientific Reports, v. 10, n. 1, p. 1-16, 2020
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124802
https://doi.org/10.1038/s41598-020-65454-7
identifier_str_mv Scientific Reports, v. 10, n. 1, p. 1-16, 2020
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124802
https://doi.org/10.1038/s41598-020-65454-7
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv reponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
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reponame_str Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
collection Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
repository.name.fl_str_mv Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
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