Objective: To determine the relative contribution of environmental and
genetic influences on the joint distribution of heavy smoking, heavy
alcohol use and heavy coffee drinking. Method: Multivariate structural
equation modeling in a large cohort of male twins (N = 2,220 monozygo
tic and 2,373 dizygotic twin pairs; mean age = 62.1 years) from the Na
tional Academy of Sciences-National Research Council's World War II Tw
in Registry. Results: The best-fitting model identified two independen
t (i.e., uncorrelated) sets of genetic and environmental latent factor
s, with one set underlying joint heavy smoking and heavy alcohol use a
nd the other set underlying joint heavy smoking and heavy coffee drink
ing (chi(2) = 14.13, 22 df, p > .80). Heavy alcohol use and heavy coff
ee drinking were uncorrelated in this sample. While common genetic fac
tors accounted for 35% to 78% of the total genetic variance in heavy s
ubstance use, a substantial amount of genetic variance remained specif
ic to each of the three substances. Conclusions: Several hypotheses in
volving genetic and environmental factors are presented to account for
the independent clustering of heavy smoking and heavy alcohol use and
of heavy smoking and heavy coffee drinking.