Cp. Vantassell et Pj. Berger, CONSIDERATION OF SIRE RELATIONSHIPS FOR ESTIMATION OF VARIANCE-COMPONENTS WITH INTERACTION OF HERD AND SIRE, Journal of dairy science, 77(1), 1994, pp. 313-324
Effects of sire relationships for sire and interaction of herd and sir
e were examined using simulation and minimum variance quadratic unbias
ed estimates of variance components. Data were simulated for 50 herds
and 20 sires for five sire relationship matrices, three data structure
s, and three interaction levels. A total of 1000 replicates were simul
ated for each combination of relationship matrix, data structure, and
interaction level. The minimum variance quadratic unbiased estimates w
ere calculated for the true (simulation) model, for models ignoring re
lationships for sires and interaction, and for models excluding intera
ction of herd and sire. Interaction variance was underestimated when r
elationships were ignored. Underestimation increased with sire related
ness. Sire variance and heritability estimates increased when variance
components were estimated using sire models compared with estimates u
sing interaction models. This overestimation increased with interactio
n level simulated in the data and as the data were more unbalanced. Es
timates of sire variance were as much as 2.7 times larger than that ex
pected, and heritability estimates were as much as 2.8 times larger th
an that expected.