imputation accuracy;
Japanese Black cattle;
low-density panel;
single nucleotide polymorphism;
DUTCH HOLSTEIN CATTLE;
DIRECT GENOMIC VALUES;
BEEF-CATTLE;
JERSEY CATTLE;
DAIRY-CATTLE;
POPULATION;
RELIABILITY;
PREDICTION;
SELECTION;
BREEDS;
D O I:
10.1111/asj.12393
中图分类号:
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号:
0905 ;
摘要:
Using target and reference fattened steer populations, the performance of genotype imputation using lower-density marker panels in Japanese Black cattle was evaluated. Population imputation was performed using BEAGLE software. Genotype information for approximately 40 000 single nucleotide polymorphism (SNP) markers by Illumina BovineSNP50 BeadChip was available, and imputation accuracy was assessed based on the average concordance rates of the genotypes, varying equally spaced SNP densities, and the number of individuals in the reference population. Two additional statistics were also calculated as indicators of imputation performance. The concordance rates tended to be lower for SNPs with greater minor allele frequencies, or those located near the ends of the chromosomes. Longer autosomes yielded greater imputation accuracies than shorter ones. When SNPs were selected based on linkage disequilibrium information, relative imputation accuracy was slightly improved. When 3000 and 10 000 equally spaced SNPs were used, the imputation accuracies were greater than 90% and approximately 97%, respectively. These results indicate that combining genotyping using a lower-density SNP chip with genotype imputation based on a population of individuals genotyped using a higher-density SNP chip is a cost-effective and valid approach for genomic prediction.
机构:
Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USAUniv Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
Weigel, K. A.
de los Campos, G.
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机构:
Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USAUniv Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
de los Campos, G.
Vazquez, A. I.
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机构:
Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USAUniv Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
Vazquez, A. I.
Rosa, G. J. M.
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机构:
Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53706 USAUniv Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
Rosa, G. J. M.
Gianola, D.
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机构:
Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53706 USA
Univ Wisconsin, Dept Anim Sci, Madison, WI 53706 USAUniv Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
Gianola, D.
Van Tassell, C. P.
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机构:
USDA, Bovine Funct Genom Lab, Beltsville, MD 20705 USA
USDA, Anim Improvement Programs Lab, ARS, Beltsville, MD 20705 USAUniv Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
机构:
Univ Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, BrazilUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Ferraz, J. B. S.
Wu, X-L
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机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USA
Univ Wisconsin, Dept Anim Sci, Madison, WI 53706 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Wu, X-L
Li, H.
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机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USA
Univ Wisconsin, Dept Anim Sci, Madison, WI 53706 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Li, H.
Xu, J.
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机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USA
Univ Nebraska, Dept Stat, Lincoln, NE 68583 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Xu, J.
Ferretti, R.
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Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Ferretti, R.
Simpson, B.
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机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Simpson, B.
Walker, J.
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Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Walker, J.
Silva, L. R.
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机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Silva, L. R.
Garcia, J. F.
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机构:
UNESP, Dept Anim Prod & Hlth, Coll Vet Med, BR-16050680 Aracatuba, SP, BrazilUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Garcia, J. F.
Tait, R. G.
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机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil
Tait, R. G.
Bauck, S.
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h-index: 0
机构:
Neogen GeneSeek, Biostat & Bioinformat, Lincoln, NE 68504 USAUniv Sao Paulo, Coll Anim Sci & Food Engn, Dept Vet Med, Rua Duque de Caxias Norte 225, BR-13635970 Pirassununga, SP, Brazil