Litcius/Paper detail

Bias in genomic predictions by mating practices for linear type traits in a large-scale genomic evaluation

S. Tsuruta, T.J. Lawlor, Daniela Lourenço, I. Misztal

2020Journal of Dairy Science29 citationsDOIOpen Access PDF

Abstract

ranged from -0.09 to 0.04. Traits with a greater decline in heritability tended to have more deflated genomic predictions. Biases (inflation or deflation) in genomic predictions were not improved by using the latest genetic parameters, implying that bias in genomic predictions due to preselection was not substantial for a large-scale genomic evaluation. Moreover, the strong selection intensity was not fully responsible for bias in genomic predictions. The directional selection can decrease heritability; however, positive assortative mating, which was strongly associated with large genetic gains, could minimize the decline in heritability for a trait under strong selection and could affect bias in genomic predictions.

Topics & Concepts

Assortative matingHeritabilityBiologyPedigree chartInbreedingSelection (genetic algorithm)GeneticsBest linear unbiased predictionEvolutionary biologyMatingStatisticsPopulationGeneMathematicsDemographyComputer scienceMachine learningSociologyGenetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and AnimalsGenetics and Plant Breeding