Accuracy of genomic-polygenic estimated breeding value for milk yield and fat yield in the Thai multibreed dairy population with five single nucleotide polymorphism sets

被引:5
作者
Wongpom, Bodin [1 ]
Koonawootrittriron, Skorn [1 ]
Elzo, Mauricio A. [2 ]
Suwanasopee, Thanathip [1 ]
Jattawa, Danai [1 ]
机构
[1] Kasetsart Univ, Dept Anim Sci, Bangkok 10900, Thailand
[2] Univ Florida, Dept Anim Sci, Gainesville, FL 32611 USA
来源
ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES | 2019年 / 32卷 / 09期
关键词
Accuracy; Cattle; Genome; Imputation; Ranking; Tropics; GENETIC EVALUATION; FULL PEDIGREE; CATTLE; TRAITS; PREDICTIONS; IMPROVEMENT; STRATEGIES; PARAMETERS; FERTILITY; SELECTION;
D O I
10.5713/ajas.18.0816
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Objective: The objectives were to compare variance components, genetic parameters, prediction accuracies, and genomic-polygenic estimated breeding value (EBV) rankings for milk yield (MY) and fat yield (FY) in the Thai multibreed dairy population using five single nucleotide polymorphism (SNP) sets from GeneSeek GGP80K chip. Methods: The dataset contained monthly MY and FY of 8,361 first-lactation cows from 810 farms. Variance components, genetic parameters, and EBV for five SNP sets from the GeneSeek GGP80K chip were obtained using a 2-trait single-step average-information restricted maximum likelihood procedure. The SNP sets were the complete SNP set (all available SNP; SNP100), top 75% set (SNP75), top 50% set (SNP50), top 25% set (SNP25), and top 5% set (SNP5). The 2-trait models included herd-year-season, heterozygosity and age at first calving as fixed effects, and animal additive genetic and residual as random effects. Results: The estimates of additive genetic variances for MY and FY from SNP subsets were mostly higher than those of the complete set. The SNP25 MY and FY heritability estimates (0.276 and 0.183) were higher than those from SNP75 (0.265 and 0.168), SNP50 (0.275 and 0.179), SNP5 (0.231 and 0.169), and SNP100 (0.251and 0.159). The SNP25 EBV accuracies for MY and FY (39.76% and 33.82%) were higher than for SNP75 (35.01% and 32.60%), SNP50 (39.64% and 33.38%), SNP5 (38.61% and 29.70%), and SNP100 (34.43% and 31.61%). All rank correlations between SNP100 and SNP subsets were above 0.98 for both traits, except for SNP100 and SNP5 (0.93 for MY; 0.92 for FY). Conclusion: The high SNP25 estimates of genetic variances, heritabilities, EBV accuracies, and rank correlations between SNP100 and SNP25 for MY and FY indicated that genotyping animals with SNP25 dedicated chip would be a suitable to maintain genotyping costs low while speeding up genetic progress for MY and FY in the Thai dairy population.
引用
收藏
页码:1340 / 1348
页数:9
相关论文
共 30 条
[1]   Hot topic: A unified approach to utilize phenotypic, full pedigree, and genomic information for genetic evaluation of Holstein final score [J].
Aguilar, I. ;
Misztal, I. ;
Johnson, D. L. ;
Legarra, A. ;
Tsuruta, S. ;
Lawlor, T. J. .
JOURNAL OF DAIRY SCIENCE, 2010, 93 (02) :743-752
[2]  
[Anonymous], CLIM THAIL
[3]   Genomic-polygenic and polygenic predictions for nine ultrasound and carcass traits in Angus-Brahman multibreed cattle using three sets of genotypes [J].
Elzo, M. A. ;
Mateescu, R. G. ;
Johnson, D. D. ;
Scheffler, T. L. ;
Scheffler, J. M. ;
Carr, C. ;
Rae, D. O. ;
Wasdin, J. G. ;
Driver, M. D. ;
Driver, J. D. .
LIVESTOCK SCIENCE, 2017, 202 :58-66
[4]   Comparison on genomic predictions using three GBLUP methods and two single-step blending methods in the Nordic Holstein population [J].
Gao, Hongding ;
Christensen, Ole F. ;
Madsen, Per ;
Nielsen, Ulrik S. ;
Zhang, Yuan ;
Lund, Mogens S. ;
Su, Guosheng .
GENETICS SELECTION EVOLUTION, 2012, 44
[5]   Comparison of heritabilities of dairy traits in Australian Holstein-Friesian cattle from genomic and pedigree data and implications for genomic evaluations [J].
Haile-Mariam, M. ;
Nieuwhof, G. J. ;
Beard, K. T. ;
Konstatinov, K. V. ;
Hayes, B. J. .
JOURNAL OF ANIMAL BREEDING AND GENETICS, 2013, 130 (01) :20-31
[6]   Accuracy of genomic breeding values in multi-breed dairy cattle populations [J].
Hayes, Ben J. ;
Bowman, Phillip J. ;
Chamberlain, Amanda C. ;
Verbyla, Klara ;
Goddard, Mike E. .
GENETICS SELECTION EVOLUTION, 2009, 41
[7]   Comparison of genetic evaluations for milk yield and fat yield using a polygenic model and three genomic-polygenic models with different sets of SNP genotypes in Thai multibreed dairy cattle [J].
Jattawa, Danai ;
Elzo, Mauricio A. ;
Koonawootrittriron, Skorn ;
Suwanasopee, Thanathip .
LIVESTOCK SCIENCE, 2015, 181 :58-64
[8]  
Koonawootrittriron S., 2001, Thai Journal of Agricultural Science, V34, P163
[9]   Genetic trends in a Holstein x other breeds multibreed dairy population in Central Thailand [J].
Koonawootrittriron, S. ;
Elzo, M. A. ;
Thongprapi, T. .
LIVESTOCK SCIENCE, 2009, 122 (2-3) :186-192
[10]   A relationship matrix including full pedigree and genomic information [J].
Legarra, A. ;
Aguilar, I. ;
Misztal, I. .
JOURNAL OF DAIRY SCIENCE, 2009, 92 (09) :4656-4663