Laboratory of Molecular Biology and Bovine Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
College of Animal Science and National Engineering Research Center for Breeding Swine Industry, South China Agricultural University, Guangzhou 510642, China.
Genes (Basel). 2020 Feb 11;11(2):189. doi: 10.3390/genes11020189.
Improving the genetic process of growth traits is one of the major goals in the beef cattle industry, as it can increase meat production and reduce the cost of raising animals. Although several quantitative trait loci affecting growth traits in beef cattle have been identified, the genetic architecture of these economically important traits remains elusive. This study aims to map single nucleotide polymorphisms (SNPs) and genes associated with birth weight (BW), yearling weight (YW), average daily gain from birth to yearling (BYADG), and body weight at the age of 18 months (18MW) in a Chinese Simmental beef cattle population using a weighted, single-step, genome-wide association study (wssGWAS). Phenotypic and pedigree data from 6022 animals and genotypes from 744 animals (596,297 SNPs) were used for an association analysis. The results showed that 66 genomic windows explained 1.01-20.15% of the genetic variance for the four examined traits, together with the genes near the top SNP within each window. Furthermore, the identified genomic windows (>1%) explained 50.56%, 57.71%, 61.78%, and 37.82% of the genetic variances for BW, YW, BYADG, and 18MW, respectively. Genes with potential functions in muscle development and regulation of cell growth were highlighted as candidates for growth traits in Simmental cattle ( and for BW, for YW, for BYADG, and for 18MW). Moreover, we found 40 SNPs that had not previously been identified as being associated with growth traits in cattle. These findings will further advance our understanding of the genetic basis for growth traits and will be useful for the molecular breeding of BW, YW, BYADG, and 18MW in the context of genomic selection in beef cattle.
提高生长性状的遗传过程是肉牛产业的主要目标之一,因为它可以增加肉产量并降低饲养动物的成本。尽管已经鉴定出了几个影响肉牛生长性状的数量性状位点,但这些经济上重要的性状的遗传结构仍然难以捉摸。本研究旨在使用加权单步全基因组关联研究(wssGWAS),对中国西门塔尔肉牛群体中与初生重(BW)、育成重(YW)、从初生到育成的平均日增重(BYADG)和 18 月龄体重(18MW)相关的单核苷酸多态性(SNP)和基因进行作图。使用 6022 头动物的表型和系谱数据以及 744 头动物(596297 个 SNP)的基因型进行关联分析。结果表明,66 个基因组窗口解释了四个被检查性状的遗传方差的 1.01-20.15%,与每个窗口内的 top SNP 附近的基因一起。此外,所鉴定的基因组窗口(>1%)分别解释了 BW、YW、BYADG 和 18MW 的遗传方差的 50.56%、57.71%、61.78%和 37.82%。具有肌肉发育和细胞生长调节潜在功能的基因被认为是西门塔尔牛生长性状的候选基因(BW 为 ,YW 为 ,BYADG 为 ,18MW 为 )。此外,我们发现了 40 个以前未被鉴定为与牛生长性状相关的 SNP。这些发现将进一步提高我们对生长性状遗传基础的认识,并将有助于在西门塔尔牛基因组选择背景下对 BW、YW、BYADG 和 18MW 进行分子育种。