Ll. Keeton et al., ESTIMATION OF VARIANCE-COMPONENTS AND PREDICTION OF BREEDING VALUES FOR SCROTAL CIRCUMFERENCE AND WEANING WEIGHT IN LIMOUSIN CATTLE, Journal of animal science, 74(1), 1996, pp. 31-36
Variance and covariance components were estimated for yearling scrotal
circumference and weaning weight from Limousin field data. Records of
8,226 bulls were used to evaluate 584 sires and 653 maternal grandsir
es. Data included all herdbook records of bulls with a recorded scrota
l circumference and their weaning contemporaries. Analyses were perfor
med by restricted maximum likelihood techniques employing the expected
maximization algorithm and fitting both single- and two-trait models.
Scrotal circumference was first fitted in a single-trait, sire model
to obtain starting values for variances for a later analysis. Likewise
, weaning weight was fitted in a single-trait, sire-maternal grandsire
model to obtain priors for (co)variances for a later analysis. Scrota
l circumference and weaning weight were then fitted together in a two-
trait model to estimate variance components. Estimates of variance com
ponents were calculated. by equating (co)variances obtained from the m
odels to their expectations. Estimates of heritability of scrotal circ
umference, direct weaning weight, and maternal weaning weight were .46
, .25, and .19, respectively. Estimates of genetic correlations betwee
n yearling scrotal circumference and direct weaning weight, scrotal ci
rcumference and maternal weaning weight, and direct weaning weight and
maternal weaning weight were .14, -.22, and -.44, respectively. The e
stimate of the environmental correlation between scrotal circumference
and weaning weight was .61. Genetic parameters obtained were then use
d in two-trait, reduced animal mixed-model equations for a maternally
influenced trait to predict breeding values for animals.