LBG - FS2024 – Exercise 9
Problem 1: BLUP Animal Model
Use the data set given below to predict breeding values for the response variable Weight
using a BLUP animal model. The model contains Herd
as fixed effect and BreastCircumference
as regression covariate. The heritability (\(h^2\)) which is the ratio between genetic variance \(\sigma_u^2\) and the phenotypic variance \(\sigma_y^2\) is set to \(h^2 = 0.25\).
Task
- Set up mixed model equations
- Use package ‘pedigreemm’ to get inverse of matrix \(A\)
- Solve mixed model equations
- Get estimates for fixed effects
- Get solutions for random breeding values
- Rank animals according to predicted breeding values
Solution
- Set up mixed model equations. For this, we require indcidence matrices
The inverse numerator relationship matrix is obtained via pedigreemm
- Solve mixed model equations
- Get estimates for fixed effects
- Get solutions for random breeding values
- Rank animals according to predicted breeding values