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Effects of single nucleotide polymorphism marker density on degree of genetic variance explained and genomic evaluation for carcass traits in Japanese Black beef cattle
被引:25
|作者:
Ogawa, Shinichiro
[1
]
Matsuda, Hirokazu
[1
]
Taniguchi, Yukio
[1
]
Watanabe, Toshio
[2
]
Nishimura, Shota
[3
]
Sugimoto, Yoshikazu
[3
]
Iwaisaki, Hiroaki
[1
]
机构:
[1] Kyoto Univ, Grad Sch Agr, Sakyo Ku, Kyoto 6068502, Japan
[2] Natl Livestock Breeding Ctr, Fukushima 9618511, Japan
[3] Shirakawa Inst Anim Genet, Fukushima 9618061, Japan
来源:
关键词:
Marbling score;
Carcass weight;
Japanese black cattle;
SNP marker density;
Linkage disequilibrium;
Genomic evaluation;
Genomic relationship matrix;
Genetic variance estimation;
LINKAGE DISEQUILIBRIUM;
PREDICTIVE ABILITY;
WAGYU CATTLE;
DAIRY-CATTLE;
ANGUS CATTLE;
SNP MARKERS;
SELECTION;
ACCURACY;
SUBSETS;
QTL;
D O I:
10.1186/1471-2156-15-15
中图分类号:
Q3 [遗传学];
学科分类号:
071007 ;
090102 ;
摘要:
Background: Japanese Black cattle are a beef breed whose meat is well known to excel in meat quality, especially in marbling, and whose effective population size is relatively low in Japan. Unlike dairy cattle, the accuracy of genomic evaluation (GE) for carcass traits in beef cattle, including this breed, has been poorly studied. For carcass weight and marbling score in the breed, as well as the extent of whole genome linkage disequilibrium (LD), the effects of equally-spaced single nucleotide polymorphisms (SNPs) density on genomic relationship matrix (G matrix), genetic variance explained and GE were investigated using the genotype data of about 40,000 SNPs and two statistical models. Results: Using all pairs of two adjacent SNPs in the whole SNP set, the means of LD (r(2)) at ranges 0-0.1, 0.1-0.2, 0.2-0.5 and 0.5-1 Mb were 0.22, 0.13, 0.10 and 0.08, respectively, and 25.7, 13.9, 10.4 and 6.4% of the r(2) values exceeded 0.3, respectively. While about 90% of the genetic variance for carcass weight estimated using all available SNPs was explained using 4,000-6,000 SNPs, the corresponding percentage for marbling score was consistently lower. With the conventional linear model incorporating the G matrix, correlation between the genomic estimated breeding values (GEBVs) obtained using 4,000 SNPs and all available SNPs was 0.99 for carcass weight and 0.98 for marbling score, with an underestimation of the former GEBVs, especially for marbling score. Conclusions: The Japanese Black is likely to be in a breed group with a relatively high extent of whole genome LD. The results indicated that the degree of marbling is controlled by only QTLs with relatively small effects, compared with carcass weight, and that using at least 4,000 equally-spaced SNPs, there is a possibility of ranking animals genetically for these carcass traits in this breed.
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