Sa. Knott et al., METHODS FOR MULTIPLE-MARKER MAPPING OF QUANTITATIVE TRAIT LOCI IN HALF-SIB POPULATIONS, Theoretical and Applied Genetics, 93(1-2), 1996, pp. 71-80
In this paper we consider the detection of individual loci controlling
quantitative traits of interest (quantitative trait loci or QTLs) in
the large half-sib family structure found in some species. Two simple
approaches using multiple markers are proposed, one using least square
s and the other maximum likelihood. These methods are intended to prov
ide a relatively fast screening of the entire genome to pinpoint regio
ns of interest for further investigation. They are compared with a mor
e traditional single-marker least-squares approach. The use of multipl
e markers is shown to increase power and has the advantage of providin
g an estimate for the location of the QTL. The maximum-likelihood and
the least-squares approaches using multiple markers give similar power
and estimates for the QTL location, although the likelihood approach
also provides estimates of the QTL effect and sire heterozygote freque
ncy. A number of assumptions have been made in order to make the likel
ihood calculations feasible, however, and computationally it is still
more demanding than the least-squares approach. The least-squares appr
oach using multiple markers provides a fast method that can easily be
extended to include additional effects.