Data from 4150 Landrace pigs tested during the period 1989-94 for back
fat thickness and age at 100 kg in an open selection nucleus were anal
ysed with the standard restricted maximum likelihood/best linear unbia
sed prediction method and with a Bayesian approach based on the margin
al posterior distributions of parameters of interest achieved via Gibb
s sampling. Breeding values and fixed effects were sampled from normal
distributions and (co)variance components from inverted Wishart distr
ibutions. The Bayesian analysis indicated that the selection was effec
tive for both traits. Assuming flat priors for the (co)variance compon
ents, the posterior means of the annual rates of response to selection
for both traits were -0.473 days and -0.212 mm. The influence of info
rmative priors constructed from (co)variances estimated in the French
Landrace breed on inferences about genetic and common environmental pa
rameters, genetic group effects and total and annual responses was als
o examined.