Reis Hugo Borges Dos, Carvalho Minos Esperândio, Espigolan Rafael, Poleti Mirele Daiana, Ambrizi Dewison Ricardo, Berton Mariana Piatto, Ferraz José Bento Sterman, de Mattos Oliveira Elisângela Chicaroni, Eler Joanir Pereira
Department of Veterinary Medicine, Faculty of Animal Science and Food Engineering (FZEA), University of Sao Paulo, Av. Duque de Caxias Norte, 225, Pirassununga 13635-900, SP, Brazil.
Department of Animal Science and Biological Sciences, Federal University of Santa Maria (UFSM), Av. Independencia, 3751, Palmeira das Missões 98300-000, RS, Brazil.
Metabolites. 2023 Dec 21;14(1):6. doi: 10.3390/metabo14010006.
The meat market has enormous importance for the world economy, and the quality of the product offered to the consumer is fundamental for the success of the sector. In this study, we analyzed a database which contained information on 2470 animals from a commercial farm in the state of São Paulo, Brazil. Of this total, 2181 animals were genotyped, using 777,962 single-nucleotide polymorphisms (SNPs). After quality control analysis, 468,321 SNPs provided information on the number of genotyped animals. Genome-wide association analyses (GWAS) were performed for the characteristics of the rib eye area (REA), subcutaneous fat thickness (SFT), shear force at 7 days' ageing (SF7), and intramuscular fat (IMF), with the aid of the single-step genomic best linear unbiased prediction (ssGBLUP) method, with the purpose of identifying possible genomic windows (~1 Mb) responsible for explaining at least 0.5% of the genetic variance of the traits under analysis (≥0.5%). These genomic regions were used in a gene search and enrichment analyses using MeSH terms. The distributed heritability coefficients were 0.14, 0.20, 0.18, and 0.21 for REA, SFT, SF7, and IMF, respectively. The GWAS results indicated significant genomic windows for the traits of interest in a total of 17 chromosomes. Enrichment analyses showed the following significant terms (FDR ≤ 0.05) associated with the characteristics under study: for the REA, heat stress disorders and life cycle stages; for SFT, insulin and nonesterified fatty acids; for SF7, apoptosis and heat shock proteins (HSP27); and for IMF, metalloproteinase 2. In addition, KEGG (Kyoto encyclopedia of genes and genomes) enrichment analysis allowed us to highlight important metabolic pathways related to the studied phenotypes, such as the growth hormone synthesis, insulin-signaling, fatty acid metabolism, and ABC transporter pathways. The results obtained provide a better understanding of the molecular processes involved in the expression of the studied characteristics and may contribute to the design of selection strategies and future studies aimed at improving the productivity of Nellore cattle.
肉类市场对世界经济具有极其重要的意义,而提供给消费者的产品质量是该行业成功的基础。在本研究中,我们分析了一个数据库,该数据库包含来自巴西圣保罗州一个商业农场的2470头动物的信息。其中,使用777,962个单核苷酸多态性(SNP)对2181头动物进行了基因分型。经过质量控制分析后,468,321个SNP提供了关于基因分型动物数量的信息。借助单步基因组最佳线性无偏预测(ssGBLUP)方法,对眼肌面积(REA)、皮下脂肪厚度(SFT)、7天成熟时的剪切力(SF7)和肌内脂肪(IMF)等特征进行了全基因组关联分析(GWAS),目的是识别可能解释至少0.5%(≥0.5%)分析性状遗传变异的基因组窗口(约1 Mb)。这些基因组区域用于使用医学主题词(MeSH)进行基因搜索和富集分析。REA、SFT、SF7和IMF的分布遗传力系数分别为0.14、0.20、0.18和0.21。GWAS结果表明,在总共17条染色体上存在与感兴趣性状相关的显著基因组窗口。富集分析显示了与所研究特征相关的以下显著术语(错误发现率≤0.05):对于REA,热应激障碍和生命周期阶段;对于SFT,胰岛素和非酯化脂肪酸;对于SF7,细胞凋亡和热休克蛋白(HSP27);对于IMF,金属蛋白酶2。此外,京都基因与基因组百科全书(KEGG)富集分析使我们能够突出与所研究表型相关的重要代谢途径,如生长激素合成、胰岛素信号传导、脂肪酸代谢和ABC转运蛋白途径。所获得的结果有助于更好地理解所研究特征表达所涉及的分子过程,并可能有助于设计旨在提高内洛尔牛生产力的选择策略和未来研究。