Molecular geneticists are developing the third-generation human genome
map with single-nucleotide polymorphisms (SNPs), which can be assayed
via chip-based microarrays. One use of these SNP markers is the abili
ty to locate loci that may be responsible for complex traits, via link
age/linkage-disequilibrium analysis. Ln this communication, we describ
e a semiparametric method for combined linkage/linkage-disequilibrium
analysis using SNP markers. Asymptotic results are obtained for the es
timated parameters, and the finite-sample properties are evaluated via
a simulation study. We also applied this technique to a simulated gen
ome-scan experiment for mapping a complex trait with two major genes.
This experiment shows that separate linkage and linkage-disequilibrium
analyses correctly detected the signals of both major genes; but the
rates of false-positive signals seem high.When linkage and linkage-dis
equilibrium signals were combined, the analysis yielded much stronger
and clearer signals for the presence of two major genes than did two s
eparate analyses.