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Utility of Whole-Genome Sequence Data for Across-Breed Genomic Prediction

Genetics Selection Evolution(2018)

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摘要
Genomic prediction (GP) across breeds has so far resulted in low accuracies of the predicted genomic breeding values. Our objective was to evaluate whether using whole-genome sequence (WGS) instead of low-density markers can improve GP across breeds, especially when markers are pre-selected from a genome-wide association study (GWAS), and to test our hypothesis that many non-causal markers in WGS data have a diluting effect on accuracy of across-breed prediction.
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关键词
Across-breed Prediction,Preselected Markers,Potential Causal Effects,Genome-wide Association Studies (GWAS),Genomic Estimated Breeding Values (GEBV)
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