Reliability of molecular breeding values for Warner-Bratzler shear force and carcass traits of beef cattle - An independent validation study

被引:20
|
作者
Akanno, E. C. [1 ]
Plastow, G. [1 ]
Woodward, B. W. [2 ]
Bauck, S. [3 ]
Okut, H. [4 ]
Wu, X-L. [5 ]
Sun, C. [6 ]
Aalhus, J. L. [7 ]
Moore, S. S. [1 ,8 ]
Miller, S. P. [1 ,9 ]
Wang, Z. [1 ]
Basarab, J. A. [1 ,10 ]
机构
[1] Univ Alberta, Dept Agr Food & Nutr Sci, Livestock Gentec, Edmonton, AB, Canada
[2] NextGen, Lawrenceville, GA USA
[3] GeneSeek, Lincoln, NE USA
[4] Yuzuncu Yil Univ, Dept Anim Sci, Biometry & Genet Branch, Van, Turkey
[5] Univ Wisconsin, Dept Anim Sci, Dept Dairy Sci, Madison, WI 53706 USA
[6] Natl Assoc Anim Breeders, Columbia, MO USA
[7] Agr & Agri Food Canada, Lacombe Res Ctr, Lacombe, AB, Canada
[8] Univ Queensland, Queensland Alliance Agr & Food Innovat, Ctr Anim Sci, St Lucia, Qld, Australia
[9] Univ Guelph, Dept Anim & Poultry Sci, Ctr Genet Improvement Livestock, Guelph, ON N1G 2W1, Canada
[10] Alberta Agr & Rural Dev, Lacombe Res Ctr, Lacombe, AB, Canada
关键词
genetic improvement; genome-based; selection; single nucleotide polymorphism; tenderness; validation; RESIDUAL FEED-INTAKE; GENETIC-PARAMETERS; GENOMIC SELECTION; ACCURACY; PREDICTION; INFORMATION; POPULATIONS; ULTRASOUND; MULTIBREED; QUALITY;
D O I
10.2527/jas.2013-7374
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Interest in genetic improvement of carcass and tenderness traits of beef cattle using genome-based selection (GS) and marker-assisted management programs is increasing. The success of such a program depends on the presence of linkage disequilibrium between the observed markers and the underlying QTL as well as on the relationship between the discovery, validation, and target populations. For molecular breeding values (MBV) predicted for a target population using SNP markers, reliabilities of these MBV can be obtained from validation analyses conducted in an independent population distinct from the discovery set. The objective of this study was to test MBV predicted for carcass and tenderness traits of beef cattle in a Canadian-based validation population that is largely independent of a United States-based discovery set. The discovery data set comprised of genotypes and phenotypes from > 2,900 multibreed beef cattle while the validation population consisted of 802 crossbred feeder heifers and steers. A bivariate animal model that fitted actual phenotype and MBV was used for validation analyses. The reliability of MBV was defined as square of the genetic correlation (R-g(2)) that represents the proportion of the additive genetic variance explained by the SNP markers. Several scenarios involving different starting marker panels (384, 3K, 7K, and 50K) and different sets of SNP selected to compute MBV (50, 100, 200, 375, 400, 600, and 800) were investigated. Validation results showed that the most reliable MBV (R-g(2)) were 0.34 for HCW, 0.36 for back fat thickness, 0.28 for rib eye area, 0.30 for marbling score, 0.25 for yield grade, and 0.38 for Warner-Bratzler shear force across the different scenarios explored. The results indicate that smaller SNP panels can be developed for use in genetic improvement of beef carcass and tenderness traits to exploit GS benefits.
引用
收藏
页码:2896 / 2904
页数:9
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