Genome wide association study and genomic prediction for fatty acid composition in Chinese Simmental beef cattle using high density SNP array

被引:53
|
作者
Zhu, Bo [1 ]
Niu, Hong [1 ]
Zhang, Wengang [1 ]
Wang, Zezhao [1 ]
Liang, Yonghu [1 ]
Guan, Long [1 ]
Guo, Peng [1 ]
Chen, Yan [1 ]
Zhang, Lupei [1 ]
Guo, Yong [2 ]
Ni, Heming
Gao, Xue [1 ]
Gao, Huijiang [1 ]
Xu, Lingyang [1 ,3 ]
Li, Junya [1 ]
机构
[1] Chinese Acad Agr Sci, Inst Anim Sci, Lab Mol Biol & Bovine Breeding, Beijing, Peoples R China
[2] Beijing Agr Univ, Anim Sci & Technol Coll, Beijing, Peoples R China
[3] Inst Anim Sci, Yuanmingyuan West Rd 2, Beijing 100193, Peoples R China
来源
BMC GENOMICS | 2017年 / 18卷
基金
国家高技术研究发展计划(863计划);
关键词
Fatty acid; Genome-wide association study; Genomic prediction; High-density genotypes; Simmental cattle; SINGLE NUCLEOTIDE POLYMORPHISMS; BODY CONFORMATION TRAITS; STEAROYL-COA DESATURASE; SCD GENE POLYMORPHISMS; DNA POLYMORPHISMS; ADIPOSE-TISSUE; LXR-ALPHA; MUSCLE; MEAT; ARCHITECTURE;
D O I
10.1186/s12864-017-3847-7
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Fatty acid composition of muscle is an important trait contributing to meat quality. Recently, genome-wide association study (GWAS) has been extensively used to explore the molecular mechanism underlying important traits in cattle. In this study, we performed GWAS using high density SNP array to analyze the association between SNPs and fatty acids and evaluated the accuracy of genomic prediction for fatty acids in Chinese Simmental cattle. Results: Using the BayesB method, we identified 35 and 7 regions in Chinese Simmental cattle that displayed significant associations with individual fatty acids and fatty acid groups, respectively. We further obtained several candidate genes which may be involved in fatty acid biosynthesis including elongation of very long chain fatty acids protein 5 (ELOVL5), fatty acid synthase (FASN), caspase 2 (CASP2) and thyroglobulin (TG). Specifically, we obtained strong evidence of association signals for one SNP located at 51.3 Mb for FASN using Genome-wide Rapid Association Mixed Model and Regression-Genomic Control (GRAMMAR-GC) approaches. Also, region-based association test identified multiple SNPs within FASN and ELOVL5 for C14:0. In addition, our result revealed that the effectiveness of genomic prediction for fatty acid composition using BayesB was slightly superior over GBLUP in Chinese Simmental cattle. Conclusions: We identified several significantly associated regions and loci which can be considered as potential candidate markers for genomics-assisted breeding programs. Using multiple methods, our results revealed that FASN and ELOVL5 are associated with fatty acids with strong evidence. Our finding also suggested that it is feasible to perform genomic selection for fatty acids in Chinese Simmental cattle.
引用
收藏
页数:15
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