G. Su et al., INFERENCES ABOUT VARIANCE-COMPONENTS AND SELECTION RESPONSE FOR BODY-WEIGHT IN CHICKENS, Genetics selection evolution, 29(5), 1997, pp. 413-425
Response to selection for body weight at 40 days was analyzed using le
ast squares, a 'REML/BLUP' approach, and finally using Bayesian method
s. The last two methods were implemented using an animal model that in
cluded a term accounting for a covariance among full-sibs (f effect),
other than the additive genetic. The data, which originate from the St
ryno breeding station in Denmark, comprised 6 900 recorded individuals
from 200 sires and 720 darns and covered eight generations of selecti
on. The base population was formed from a population with a long histo
ry of selection for body weight. The least squares procedure yielded a
total phenotypic change of 390.4 g. The estimate of total genetic cha
nge based on REML/BLUP was 356.4 g and the Bayesian approach produced
an estimate (mean of the marginal posterior distribution) ranging from
358.3 to 368.0 g, depending on the prior distribution assumed for the
variance components. This corresponds to a response per generation of
about 45 g, or 2.65% of the mean of the base population. The Bayesian
approach was implemented using the Gibbs sampler. The REML estimates
of heritability and of the proportion of the variance due to the f eff
ect were 0.25 and 0.029, respectively. The corresponding values obtain
ed from the Bayesian analysis were approximately 0.26 and 0.030, regar
dless of the prior used. A likelihood ratio test indicated that the va
riance component due to the f effect should be included in the model.
We speculate about the possible mechanisms that can lead to the f effe
ct.