A tripartite sampling design was used to help deduce the genetic struc
ture of a complex biological system. Univariate and multivariate popul
ation parameters were estimated from an age/sex stratified sample of u
nrelated individuals. Estimates of familial resemblance between and wi
thin continuous variables were obtained from a sample of randomly asce
rtained nuclear families. Finally, a sample of highly deviant concorda
nt and discordant independent sib pairs facilitated the discovery of m
ajor genes through multipoint linkage analysis. No false positive sign
als were inferred. The pleiotropic effects of major genes, however, be
came obscured when linkage analysis was performed on adjusted quantita
tive variables. (C) 1997 Wiley-Liss, Inc.