Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle
Autor(a) principal: | |
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Data de Publicação: | 2017 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Biblioteca Digital de Teses e Dissertações da USP |
Texto Completo: | http://www.teses.usp.br/teses/disponiveis/11/11139/tde-26072017-103507/ |
Resumo: | The amount of intramuscular fat can influence the sensory characteristics and nutritional value of beef, thus the selection of animals with adequate fat content for consumer becomes important. Intramuscular fat is a complex trait that is difficult to measure and there is growing knowledge about the genes and pathways that control the biological processes involved in fat deposition in muscle. MicroRNAs (miRNAs) are well conserved class of non-coding small RNAs that modulate gene expression of a range of functions in animal development and physiology. This study aimed to identify differentially expressed (DE) miRNAs, regulatory candidate genes and co-expression networks using mRNAs and miRNAs expression data from the Longissimus dorsi muscle of 30 Nelore steers with extreme genomic estimated breeding values (GEBV) for intramuscular fat (IMF) content. The differential expression analysis between the miRNA data from animals with extreme GEBV values for IMF identified six DE miRNAs. Functional annotation of target genes for these microRNAs indicates that PPARs signaling pathway is involved with IMF deposition. Regulatory candidate genes such as SDHAF4, FBXO17, ALDOA and PKM were identified by partial correlation with information theory (PCIT), phenotypic impact factor (PIF) and regulatory impact factor (RIF) approaches from integrated miRNAs-mRNAs expression data. Two DE miRNAs, bta-miR-143 and bta-miR-146b, upregulated in Low IMF group, were also correlated with regulatory candidate genes, which were functionally enriched for GO terms for fatty acids oxidation. Co-expression networks identified several modules related to immune system, protein metabolism, energy metabolism and glucose catabolism by weighted correlation network analysis (WGCNA), which showed possible interaction and regulation between mRNAs and miRNAs. This study contributes to our understanding of regulatory mechanisms of gene signaling networks involved in fat deposition process. Glucose metabolism and inflammation process were the main pathways found in integrative mRNAs-miRNAs analysis and showed to influence intramuscular fat content in beef cattle. |
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Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattleAnálise de integração de dados de microRNAs e mRNAs envolvidos na regulação da deposição de gordura intramuscular em bovinos NeloreBos indicusBos IndicusCo-expression networksLipídeosLipidsMicroRNAsMicroRNAsRedes de co-expressãoRNA-SeqRNA-SeqThe amount of intramuscular fat can influence the sensory characteristics and nutritional value of beef, thus the selection of animals with adequate fat content for consumer becomes important. Intramuscular fat is a complex trait that is difficult to measure and there is growing knowledge about the genes and pathways that control the biological processes involved in fat deposition in muscle. MicroRNAs (miRNAs) are well conserved class of non-coding small RNAs that modulate gene expression of a range of functions in animal development and physiology. This study aimed to identify differentially expressed (DE) miRNAs, regulatory candidate genes and co-expression networks using mRNAs and miRNAs expression data from the Longissimus dorsi muscle of 30 Nelore steers with extreme genomic estimated breeding values (GEBV) for intramuscular fat (IMF) content. The differential expression analysis between the miRNA data from animals with extreme GEBV values for IMF identified six DE miRNAs. Functional annotation of target genes for these microRNAs indicates that PPARs signaling pathway is involved with IMF deposition. Regulatory candidate genes such as SDHAF4, FBXO17, ALDOA and PKM were identified by partial correlation with information theory (PCIT), phenotypic impact factor (PIF) and regulatory impact factor (RIF) approaches from integrated miRNAs-mRNAs expression data. Two DE miRNAs, bta-miR-143 and bta-miR-146b, upregulated in Low IMF group, were also correlated with regulatory candidate genes, which were functionally enriched for GO terms for fatty acids oxidation. Co-expression networks identified several modules related to immune system, protein metabolism, energy metabolism and glucose catabolism by weighted correlation network analysis (WGCNA), which showed possible interaction and regulation between mRNAs and miRNAs. This study contributes to our understanding of regulatory mechanisms of gene signaling networks involved in fat deposition process. Glucose metabolism and inflammation process were the main pathways found in integrative mRNAs-miRNAs analysis and showed to influence intramuscular fat content in beef cattle.A quantidade de gordura intramuscular pode influenciar as características sensoriais e o valor nutricional da carne bovina, assim, a seleção de animais com conteúdo de gordura adequado para o consumidor torna-se importante. A gordura intramuscular é uma característica complexa, de difícil medição e há um conhecimento crescente sobre os genes e vias que controlam os processos biológicos envolvidos na deposição de gordura no músculo. MicroRNAs (miRNAs) são uma classe bem conservados de pequenos RNAs não-codificantes, que modulam a expressão gênica de uma gama de funções no desenvolvimento e fisiologia animal. Este estudo objetivou identificar miRNAs diferencialmente expressos (DE), genes reguladores candidatos e redes de co-expressão usando dados de expressão de mRNAs e miRNAs do músculo Longissimus dorsi de 30 novilhos Nelore com valores genéticos genômicos estimados (GEBV) extremos para conteúdo de gordura intramuscular (IMF). A análise de expressão diferencial entre os dados de miRNA de animais com valores extremos de GEBV para o IMF identificou seis miRNAs DE. A anotação funcional de genes alvos destes microRNAs indica que a via de sinalização de PPAR está envolvida com a deposição de IMF. Os genes reguladores candidatos, tais como SDHAF4, FBXO17, ALDOA e PKM foram identificados pelas abordagens de correlação parcial com teoria da informação (PCIT), fator de impacto fenotípico (PIF) e fator de impacto regulatório (RIF) a partir de dados integrados de expressão de mRNAs-miRNAs. Dois miRNAs, bta-miR-143 e bta-miR-146b, com alta expressão no grupo de baixo conteúdo de IMF, também foram correlacionados com genes reguladores candidatos, os quais foram funcionalmente enriquecidos para termos GO relacionados a oxidação de ácidos graxos. As redes de co-expressão identificaram vários módulos relacionados ao sistema imunológico, ao metabolismo das proteínas, ao metabolismo energético e ao catabolismo da glicose através da análise ponderada da rede de correlação (WGCNA), que mostrou possível interação e regulação entre mRNAs e miRNAs. Este estudo contribui com a compreensão dos possíveis mecanismos reguladores das redes de sinalização genética envolvidas no processo de deposição de gordura. O metabolismo da glicose e o processo de inflamação foram as principais vias encontrados na análise integrada de mRNA-miRNA e mostraram estar associadas ao conteúdo de gordura intramuscular em bovinos de corte.Biblioteca Digitais de Teses e Dissertações da USPCoutinho, Luiz LehmannOliveira, Gabriella Borba de2017-02-16info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://www.teses.usp.br/teses/disponiveis/11/11139/tde-26072017-103507/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2018-07-17T16:38:18Zoai:teses.usp.br:tde-26072017-103507Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212018-07-17T16:38:18Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false |
dc.title.none.fl_str_mv |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle Análise de integração de dados de microRNAs e mRNAs envolvidos na regulação da deposição de gordura intramuscular em bovinos Nelore |
title |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle |
spellingShingle |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle Oliveira, Gabriella Borba de Bos indicus Bos Indicus Co-expression networks Lipídeos Lipids MicroRNAs MicroRNAs Redes de co-expressão RNA-Seq RNA-Seq |
title_short |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle |
title_full |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle |
title_fullStr |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle |
title_full_unstemmed |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle |
title_sort |
Integrative analysis of microRNAs and mRNAs involved in regulation of intramuscular fat deposition in Nelore cattle |
author |
Oliveira, Gabriella Borba de |
author_facet |
Oliveira, Gabriella Borba de |
author_role |
author |
dc.contributor.none.fl_str_mv |
Coutinho, Luiz Lehmann |
dc.contributor.author.fl_str_mv |
Oliveira, Gabriella Borba de |
dc.subject.por.fl_str_mv |
Bos indicus Bos Indicus Co-expression networks Lipídeos Lipids MicroRNAs MicroRNAs Redes de co-expressão RNA-Seq RNA-Seq |
topic |
Bos indicus Bos Indicus Co-expression networks Lipídeos Lipids MicroRNAs MicroRNAs Redes de co-expressão RNA-Seq RNA-Seq |
description |
The amount of intramuscular fat can influence the sensory characteristics and nutritional value of beef, thus the selection of animals with adequate fat content for consumer becomes important. Intramuscular fat is a complex trait that is difficult to measure and there is growing knowledge about the genes and pathways that control the biological processes involved in fat deposition in muscle. MicroRNAs (miRNAs) are well conserved class of non-coding small RNAs that modulate gene expression of a range of functions in animal development and physiology. This study aimed to identify differentially expressed (DE) miRNAs, regulatory candidate genes and co-expression networks using mRNAs and miRNAs expression data from the Longissimus dorsi muscle of 30 Nelore steers with extreme genomic estimated breeding values (GEBV) for intramuscular fat (IMF) content. The differential expression analysis between the miRNA data from animals with extreme GEBV values for IMF identified six DE miRNAs. Functional annotation of target genes for these microRNAs indicates that PPARs signaling pathway is involved with IMF deposition. Regulatory candidate genes such as SDHAF4, FBXO17, ALDOA and PKM were identified by partial correlation with information theory (PCIT), phenotypic impact factor (PIF) and regulatory impact factor (RIF) approaches from integrated miRNAs-mRNAs expression data. Two DE miRNAs, bta-miR-143 and bta-miR-146b, upregulated in Low IMF group, were also correlated with regulatory candidate genes, which were functionally enriched for GO terms for fatty acids oxidation. Co-expression networks identified several modules related to immune system, protein metabolism, energy metabolism and glucose catabolism by weighted correlation network analysis (WGCNA), which showed possible interaction and regulation between mRNAs and miRNAs. This study contributes to our understanding of regulatory mechanisms of gene signaling networks involved in fat deposition process. Glucose metabolism and inflammation process were the main pathways found in integrative mRNAs-miRNAs analysis and showed to influence intramuscular fat content in beef cattle. |
publishDate |
2017 |
dc.date.none.fl_str_mv |
2017-02-16 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://www.teses.usp.br/teses/disponiveis/11/11139/tde-26072017-103507/ |
url |
http://www.teses.usp.br/teses/disponiveis/11/11139/tde-26072017-103507/ |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
|
dc.rights.driver.fl_str_mv |
Liberar o conteúdo para acesso público. info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Liberar o conteúdo para acesso público. |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.coverage.none.fl_str_mv |
|
dc.publisher.none.fl_str_mv |
Biblioteca Digitais de Teses e Dissertações da USP |
publisher.none.fl_str_mv |
Biblioteca Digitais de Teses e Dissertações da USP |
dc.source.none.fl_str_mv |
reponame:Biblioteca Digital de Teses e Dissertações da USP instname:Universidade de São Paulo (USP) instacron:USP |
instname_str |
Universidade de São Paulo (USP) |
instacron_str |
USP |
institution |
USP |
reponame_str |
Biblioteca Digital de Teses e Dissertações da USP |
collection |
Biblioteca Digital de Teses e Dissertações da USP |
repository.name.fl_str_mv |
Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP) |
repository.mail.fl_str_mv |
virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br |
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1815257396611645440 |