Ji. Weller et al., APPLICATION OF A CANONICAL TRANSFORMATION TO DETECTION OF QUANTITATIVE TRAIT LOCI WITH THE AID OF GENETIC-MARKERS IN A MULTI-TRAIT EXPERIMENT, Theoretical and Applied Genetics, 92(8), 1996, pp. 998-1002
Effects of individual quantitative trait loci (QTLs) can be isolated w
ith the aid of linked genetic markers. Most studies have analyzed each
marker or pair of linked markers separately for each trait included i
n the analysis, Thus, the number of contrasts tested can be quite larg
e. The experimentwise type-I error can be readily derived from the nom
inal type-I error if all contrasts are statistically independent, but
different traits are generally correlated. A new set of uncorrelated t
raits can be derived by application of a canonical transformation, The
total number of effective traits will generally be less than the orig
inal set. An example is presented for DNA microsatellite D21S4, which
is used as a marker for milk production traits of Israeli dairy cattle
. This locus had significant effects on milk and protein production bu
t not on fat. It had a significant effect on only one of the canonical
variables that was highly correlated with both milk and protein, and
this variable explained 82% of the total variance. Thus, it can be con
cluded that a single QTL is affecting both trails. The effects on the
original traits could be derived by a reverse transformation of the ef
fects on the canonical variable.