Journal of Animal Breeding and Genetics · 2000 · 20 citations · 17 references
AgricultureAnimal SciencesDairy ScienceDairy Herd ManagementQuantitative GeneticsStatistical GeneticsAnimal GeneticsGenetic EvaluationGenetic ParametersQuantitative Trait AnalysisAdditive Genetic ValueAge Determination In CattleAnimal Breed EffectsBody Conformation TraitsGenetic Merit AssessmentHeritability Of Milk Production TraitsRandom Regression ModelsRepeatability Estimation
Summary Random regression models were applied to eight conformation traits (i.e. stature, rump angle, thurl width, rear leg set, rear udder width, rear udder height, udder depth, and fore udder attachment) of Holstein cows from the northeastern United States. Covariates for fixed and random regressions included age and age-squared for six of the traits, and two additional covariates were included for rear udder width and rear udder height. Other effects in the model were herd—year-classifier and months in milk. Fixed covariates were nested within year of birth of the cow. Variance components were estimated using Bayesian theory and Gibbs sampling procedure. Estimated breeding values from the random regression models were compared to two single trait models. The first model utilized only the first classification record of the cow in first lactation, and the second model utilized all classifications of the cow in a simple repeatability model. Additive genetic merit for conformation traits changed with the age of the animal. Some traits were affected by age more than others. The single trait, single record model and the simple repeatability model were not appropriate in predicting breeding values at mature ages for rear udder width and rear udder height.
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Charles J. Geyer · Statistical Science · 1992 · 2.1K citations
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