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Technical note: Equivalent genomic models with a residual polygenic effect
- 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.
- Subjects :
- 0301 basic medicine
Multifactorial Inheritance
Linkage disequilibrium
Genotype
Single-nucleotide polymorphism
Breeding
Biology
Quantitative trait locus
Best linear unbiased prediction
Residual
Polymorphism, Single Nucleotide
Linkage Disequilibrium
03 medical and health sciences
Genetic variation
Genetics
Animals
SNP
Genome
Models, Genetic
0402 animal and dairy science
Technical note
Genomics
04 agricultural and veterinary sciences
040201 dairy & animal science
Phenotype
030104 developmental biology
Regression Analysis
Animal Science and Zoology
Food Science
Subjects
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