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Genetic regulators of mineral amount in Nelore cattle muscle predicted by a new co-expression and regulatory impact factor approach
- Source :
- Scientific Reports, Scientific Reports, Vol 10, Iss 1, Pp 1-16 (2020), Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA-Alice), Empresa Brasileira de Pesquisa Agropecuária (Embrapa), instacron:EMBRAPA, Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP
- Publication Year :
- 2019
-
Abstract
- 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. Made available in DSpace on 2020-09-09T04:37:14Z (GMT). No. of bitstreams: 1 AP-Genetic-regulators-2020.pdf: 3953162 bytes, checksum: f7f057405a94ac732a64d0f4b4788219 (MD5) Previous issue date: 2020 Article: 8436.
- Subjects :
- Population
Regulator
Gene regulatory network
lcsh:Medicine
Computational biology
Beef cattle
Expressão gênica
Biology
Genome
Article
microRNA
Gene expression
Animals
Gene Regulatory Networks
RNA, Messenger
lcsh:Science
education
Muscle, Skeletal
Gene
Regulator gene
Regulation of gene expression
Genetics
education.field_of_study
Minerals
Bos Indicus
Multidisciplinary
lcsh:R
Gado Nelore
Genomics
Phenotype
Gene regulation
MicroRNAs
Gene Expression Regulation
RNA
lcsh:Q
Cattle
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 10
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Scientific reports
- Accession number :
- edsair.doi.dedup.....2ed4b53968e1c16b2ad8d43926e577cc