Box 2 | Genomic selection

From the following article:

Mapping genes for complex traits in domestic animals and their use in breeding programmes

Michael E. Goddard & Ben J. Hayes

Nature Reviews Genetics 10, 381-391 (June 2009)

doi:10.1038/nrg2575

A large sample of animals is measured for the trait and genotyped for markers. The genotypes can be represented by a variable (x), which takes the values 0 or 1 or 2 corresponding to one of the homozygotes, the heterozygote or the other homozygote. The statistical analysis of the reference population estimates effects for each marker (w), and hence a prediction equation can be generated that combines all the marker genotypes with their effects to predict the breeding value of each animal. This prediction equation can then be applied to a group of animals that have genotypes but not phenotypes, and the estimated breeding values calculated from this can be used to select the best animals for breeding.

Mapping genes for complex traits in domestic animals and their use in breeding programmes