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Technical note: Equivalent genomic models with a residual polygenic effect

Authors :
Ben J. Hayes
F. Reinhardt
Michael E. Goddard
R. Reents
Z. Liu
Source :
Journal of Dairy Science. 99:2016-2025
Publication Year :
2016
Publisher :
American Dairy Science Association, 2016.

Abstract

Routine genomic evaluations in animal breeding are usually based on either a BLUP with genomic relationship matrix (GBLUP) or single nucleotide polymorphism (SNP) BLUP model. For a multi-step genomic evaluation, these 2 alternative genomic models were proven to give equivalent predictions for genomic reference animals. The model equivalence was verified also for young genotyped animals without phenotypes. Due to incomplete linkage disequilibrium of SNP markers to genes or causal mutations responsible for genetic inheritance of quantitative traits, SNP markers cannot explain all the genetic variance. A residual polygenic effect is normally fitted in the genomic model to account for the incomplete linkage disequilibrium. In this study, we start by showing the proof that the multi-step GBLUP and SNP BLUP models are equivalent for the reference animals, when they have a residual polygenic effect included. Second, the equivalence of both multi-step genomic models with a residual polygenic effect was also verified for young genotyped animals without phenotypes. Additionally, we derived formulas to convert genomic estimated breeding values of the GBLUP model to its components, direct genomic values and residual polygenic effect. Third, we made a proof that the equivalence of these 2 genomic models with a residual polygenic effect holds also for single-step genomic evaluation. Both the single-step GBLUP and SNP BLUP models lead to equal prediction for genotyped animals with phenotypes (e.g., reference animals), as well as for (young) genotyped animals without phenotypes. Finally, these 2 single-step genomic models with a residual polygenic effect were proven to be equivalent for estimation of SNP effects, too.

Details

ISSN :
00220302
Volume :
99
Database :
OpenAIRE
Journal :
Journal of Dairy Science
Accession number :
edsair.doi.dedup.....f0f14398784f86149fb7ede1ed8d5d28
Full Text :
https://doi.org/10.3168/jds.2015-10394