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Linear–threshold animal model for birth weight, gestation length and calving ease in United Kingdom Limousin beef cattle data
Authors:Kaarina Matilainen  Raphael Mrode  Ismo Strandn  Robin Thompson  Esa A Mntysaari
Institution:aMTT Agrifood Research Finland, Biotechnology and Food Research, Biometrical Genetics, FI-31600 Jokioinen, Finland;bScottish Agricultural Collage, Penicuick EH26 0PH, United Kingdom;cBiomathematics and Bioinformatics, Rothamsted Research, Harpenden, AL5 2JQ, United Kingdom
Abstract:Breeding value evaluation for UK Limousin beef cattle data was carried out by multiple-trait linear–threshold animal model with variance components assumed to be known. Polychotomous calving ease with five categories was analysed with two continuous traits: birth weight and gestation length. Field data consisted of 220,799 animals with observations with every possible combination of traits, and 270,035 animals in the pedigree. The threshold model was solved either with Newton Raphson or Expectation Maximisation algorithm, and solutions were compared to evaluation by a linear model with original and normalised scores. There were insignificant differences in solutions between the two algorithms for threshold model analyses. Furthermore, solutions of the continuous traits were similar by the threshold and linear models. For the categorical trait, correlations for random effects from the threshold and linear models were high. In case of normalised scores (original scores case in brackets) correlations with solutions from the threshold and linear model were 0.97 (0.94) and 0.97 (0.93) for direct and maternal genetic effects and 0.95 (0.89) for permanent maternal effects. Even so, at least one third of the top 1% ranking of bulls differed between the linear and the threshold models. Predictive abilities as correlations between estimated breeding values and pedigree indices were almost equal between the linear and threshold models for both continuous and categorical traits. In conclusion, despite the higher computational demand, the linear–threshold animal model can be seen worthwhile in the genetic evaluation of the national UK beef cattle data set.
Keywords:Calving ease  Beef cattle  Threshold model  Breeding value  Empirical Bayes  Expectation Maximisation
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