Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.

Detalhes bibliográficos
Autor(a) principal: LIMA, A. O. de
Data de Publicação: 2020
Outros Autores: KOLTES, J. E., DINIZ, W. J. S., OLIVEIRA, P. S. N. de, CESAR, A. S. M., TIZIOTO, P. L., AFONSO, J., SOUZA, M. de S., PETRINI, J., ROCHA, M. I. P., CARDOSO, T. F., ZERLOTINI NETO, A., COUTINHO, L. L., MOURÃO, G. B., 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/1124356
https://doi.org/10.3389/fgene.2020.00189
Resumo: Feed efficiency helps to reduce environmental impacts from livestock production, improving beef cattle profitability. We identified potential biomarkers (hub genes) for feed efficiency, by applying co-expression analysis in Longissimus thoracis RNA-Seq data from 180 Nelore steers. Six co-expression modules were associated with six feed efficiency-related traits (p-value ≤ 0.05). Within these modules, 391 hub genes were enriched for pathways as protein synthesis, muscle growth, and immune response. Trait-associated transcription factors (TFs) ELF1, ELK3, ETS1, FLI1, and TCF4, were identified with binding sites in at least one hub gene. Gene expression of CCDC80, FBLN5, SERPINF1, and OGN was associated with multiple feed efficiency-related traits (FDR ≤ 0.05) and were previously related to glucose homeostasis, oxidative stress, fat mass, and osteoblastogenesis, respectively. Potential regulatory elements were identified, integrating the hub genes with previous studies from our research group, such as the putative cis-regulatory elements (eQTLs) inferred as affecting the PCDH18 and SPARCL1 hub genes related to immune system and adipogenesis, respectively. Therefore, our analyses contribute to a better understanding of the biological mechanisms underlying feed efficiency in bovine and the hub genes disclosed can be used as biomarkers for feed efficiency-related traits in Nelore cattle.
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spelling Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.Longissimus thoracisBiomarcadoresExpressão gênicaFeed efficiencyHub genesSystems biologyWGCNABos IndicusGene expressionFeed efficiency helps to reduce environmental impacts from livestock production, improving beef cattle profitability. We identified potential biomarkers (hub genes) for feed efficiency, by applying co-expression analysis in Longissimus thoracis RNA-Seq data from 180 Nelore steers. Six co-expression modules were associated with six feed efficiency-related traits (p-value ≤ 0.05). Within these modules, 391 hub genes were enriched for pathways as protein synthesis, muscle growth, and immune response. Trait-associated transcription factors (TFs) ELF1, ELK3, ETS1, FLI1, and TCF4, were identified with binding sites in at least one hub gene. Gene expression of CCDC80, FBLN5, SERPINF1, and OGN was associated with multiple feed efficiency-related traits (FDR ≤ 0.05) and were previously related to glucose homeostasis, oxidative stress, fat mass, and osteoblastogenesis, respectively. Potential regulatory elements were identified, integrating the hub genes with previous studies from our research group, such as the putative cis-regulatory elements (eQTLs) inferred as affecting the PCDH18 and SPARCL1 hub genes related to immune system and adipogenesis, respectively. Therefore, our analyses contribute to a better understanding of the biological mechanisms underlying feed efficiency in bovine and the hub genes disclosed can be used as biomarkers for feed efficiency-related traits in Nelore cattle.Article 189. Na publicação: Luciana C. A. Regitano.ANDRESSA O. DE LIMA, UFSCar; JAMES E. KOLTES, Iowa State University; WELLISON J. S. DINIZ, UFSCar; PRISCILA S. N. DE OLIVEIRA; ALINE S. M. CESAR, Esalq/USP; POLYANA C. TIZIOTO, NGS Genomic Solution; JULIANA AFONSO, UFSCar; MARCELA M. DE SOUZA, Iowa State University; JULIANA PETRINI, UNIFAL; MARINA I. P. ROCHA, UFSCar; TAINÃ F. CARDOSO; ADHEMAR ZERLOTINI NETO, CNPTIA; LUIZ L. COUTINHO, Esalq/USP; GERSON B. MOURÃO, Esalq/USP; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE.LIMA, A. O. deKOLTES, J. E.DINIZ, W. J. S.OLIVEIRA, P. S. N. deCESAR, A. S. M.TIZIOTO, P. L.AFONSO, J.SOUZA, M. de S.PETRINI, J.ROCHA, M. I. P.CARDOSO, T. F.ZERLOTINI NETO, A.COUTINHO, L. L.MOURÃO, G. B.REGITANO, L. C. de A.2020-08-15T04:11:44Z2020-08-15T04:11:44Z2020-08-142020info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleFrontiers in Genetics, v. 11, p. 1-14, Mar. 2020.http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124356https://doi.org/10.3389/fgene.2020.00189enginfo: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:EMBRAPA2020-08-15T04:11:52Zoai:www.alice.cnptia.embrapa.br:doc/1124356Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542020-08-15T04:11:52falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542020-08-15T04:11:52Repositório 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 Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
title Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
spellingShingle Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
LIMA, A. O. de
Longissimus thoracis
Biomarcadores
Expressão gênica
Feed efficiency
Hub genes
Systems biology
WGCNA
Bos Indicus
Gene expression
title_short Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
title_full Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
title_fullStr Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
title_full_unstemmed Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
title_sort Potential biomarkers for feed efficiency-related traits in nelore cattle identified by co-expression network and integrative genomics analyses.
author LIMA, A. O. de
author_facet LIMA, A. O. de
KOLTES, J. E.
DINIZ, W. J. S.
OLIVEIRA, P. S. N. de
CESAR, A. S. M.
TIZIOTO, P. L.
AFONSO, J.
SOUZA, M. de S.
PETRINI, J.
ROCHA, M. I. P.
CARDOSO, T. F.
ZERLOTINI NETO, A.
COUTINHO, L. L.
MOURÃO, G. B.
REGITANO, L. C. de A.
author_role author
author2 KOLTES, J. E.
DINIZ, W. J. S.
OLIVEIRA, P. S. N. de
CESAR, A. S. M.
TIZIOTO, P. L.
AFONSO, J.
SOUZA, M. de S.
PETRINI, J.
ROCHA, M. I. P.
CARDOSO, T. F.
ZERLOTINI NETO, A.
COUTINHO, L. L.
MOURÃO, G. B.
REGITANO, L. C. de A.
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv ANDRESSA O. DE LIMA, UFSCar; JAMES E. KOLTES, Iowa State University; WELLISON J. S. DINIZ, UFSCar; PRISCILA S. N. DE OLIVEIRA; ALINE S. M. CESAR, Esalq/USP; POLYANA C. TIZIOTO, NGS Genomic Solution; JULIANA AFONSO, UFSCar; MARCELA M. DE SOUZA, Iowa State University; JULIANA PETRINI, UNIFAL; MARINA I. P. ROCHA, UFSCar; TAINÃ F. CARDOSO; ADHEMAR ZERLOTINI NETO, CNPTIA; LUIZ L. COUTINHO, Esalq/USP; GERSON B. MOURÃO, Esalq/USP; LUCIANA CORREIA DE ALMEIDA REGITANO, CPPSE.
dc.contributor.author.fl_str_mv LIMA, A. O. de
KOLTES, J. E.
DINIZ, W. J. S.
OLIVEIRA, P. S. N. de
CESAR, A. S. M.
TIZIOTO, P. L.
AFONSO, J.
SOUZA, M. de S.
PETRINI, J.
ROCHA, M. I. P.
CARDOSO, T. F.
ZERLOTINI NETO, A.
COUTINHO, L. L.
MOURÃO, G. B.
REGITANO, L. C. de A.
dc.subject.por.fl_str_mv Longissimus thoracis
Biomarcadores
Expressão gênica
Feed efficiency
Hub genes
Systems biology
WGCNA
Bos Indicus
Gene expression
topic Longissimus thoracis
Biomarcadores
Expressão gênica
Feed efficiency
Hub genes
Systems biology
WGCNA
Bos Indicus
Gene expression
description Feed efficiency helps to reduce environmental impacts from livestock production, improving beef cattle profitability. We identified potential biomarkers (hub genes) for feed efficiency, by applying co-expression analysis in Longissimus thoracis RNA-Seq data from 180 Nelore steers. Six co-expression modules were associated with six feed efficiency-related traits (p-value ≤ 0.05). Within these modules, 391 hub genes were enriched for pathways as protein synthesis, muscle growth, and immune response. Trait-associated transcription factors (TFs) ELF1, ELK3, ETS1, FLI1, and TCF4, were identified with binding sites in at least one hub gene. Gene expression of CCDC80, FBLN5, SERPINF1, and OGN was associated with multiple feed efficiency-related traits (FDR ≤ 0.05) and were previously related to glucose homeostasis, oxidative stress, fat mass, and osteoblastogenesis, respectively. Potential regulatory elements were identified, integrating the hub genes with previous studies from our research group, such as the putative cis-regulatory elements (eQTLs) inferred as affecting the PCDH18 and SPARCL1 hub genes related to immune system and adipogenesis, respectively. Therefore, our analyses contribute to a better understanding of the biological mechanisms underlying feed efficiency in bovine and the hub genes disclosed can be used as biomarkers for feed efficiency-related traits in Nelore cattle.
publishDate 2020
dc.date.none.fl_str_mv 2020-08-15T04:11:44Z
2020-08-15T04:11:44Z
2020-08-14
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 Frontiers in Genetics, v. 11, p. 1-14, Mar. 2020.
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124356
https://doi.org/10.3389/fgene.2020.00189
identifier_str_mv Frontiers in Genetics, v. 11, p. 1-14, Mar. 2020.
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1124356
https://doi.org/10.3389/fgene.2020.00189
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)
instacron:EMBRAPA
instname_str Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron_str EMBRAPA
institution EMBRAPA
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)
repository.mail.fl_str_mv cg-riaa@embrapa.br
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