H. Bovenhuis et Ji. Weller, MAPPING AND ANALYSIS OF DAIRY-CATTLE QUANTITATIVE TRAIT LOCI BY MAXIMUM-LIKELIHOOD METHODOLOGY USING MILK PROTEIN GENES AS GENETIC-MARKERS, Genetics, 137(1), 1994, pp. 267-280
Maximum likelihood methodology was used to estimate effects of both a
marker gene and a linked quantitative trait locus (QTL) on quantitativ
e traits in a segregating population. Two alleles were assumed for the
QTL. In addition to the effects of genotypes at both loci on the mean
of the quantitative trait, recombination frequency between the loci,
frequency of the QTL alleles and the residual standard deviation were
also estimated. Thus six parameters were estimated in addition to the
marker genotype means. The statistical model was tested on simulated d
ata, and used to estimate direct and linked effects of the milk protei
n genes, beta-lactoglobulin, kappa-casein, and beta-casein, on milk, f
at, and protein production and fat and protein percent in the Dutch da
iry cattle population. beta-Lactoglobulin had significant direct effec
ts on milk yield and fat percent. kappa-Casein had significant direct
effects on milk yield, protein percent and fat yield. beta-Casein had
significant direct effects on milk yield, fat and protein percent and
fat and protein yield. Linked QTL with significant effects on fat perc
ent were found for kappa-casein and beta-casein. Since the beta-casein
and kappa-casein genes are closely linked, it is likely that the same
QTL was detected for those two markers. Further, a QTL with a signifi
cant effect on fat yield was found to be linked to K-casein and a QTL
with a significant effect on protein yield was linked to B-lactoglobul
in,