We applied sib-pair and association methods to a GAW data set of nucle
ar families with quantitative traits. Our approaches included 1) preli
minary statistical studies including correlations and linear regressio
ns, 2) sib-pair methods, and 3) association studies. We used a single
data set to screen for linkage and association and, subsequently, addi
tional data sets to confirm the preliminary results. Using this sequen
tial approach, sib-pair analysis provided evidence for the genes influ
encing Q1, Q2, and Q4. We correctly predicted MG1 for Q1, MG2 for Q2,
and MG4 for Q4. We did not find any false positives using this approac
h. Association studies identified chromosomes 8 and 9 to be associated
with Q4; however these are assumed to be false positives as no associ
ations were modeled into the data. (C) 1997 Wiley-Liss, Inc.