A. Pickles et al., SURVIVAL MODELS FOR DEVELOPMENTAL GENETIC DATA - AGE-OF-ONSET OF PUBERTY AND ANTISOCIAL-BEHAVIOR IN TWINS, Genetic epidemiology, 11(2), 1994, pp. 155-170
The use of survival analysis for developmental genetic data is discuss
ed. The main requirements for models based on the decomposition of fra
ilty distributions into shared and unshared components are outlined fo
r the simple case of twins. Extending the earlier work of Clayton, Oak
es, and Hougaard, among others, three forms of hazard model are presen
ted, all of which can be applied to pedigree data with flexible baseli
ne hazards without the use of numerical integration. The first two mod
els use an additive decomposition of frailty, with either gamma or pos
itive stable law distributed (PSL) components. The third model previou
sly described by Hougaard involves a multiplicative PSL decomposition.
The models are applied to data on the onset of puberty in male twins
and illustrate the importance of correct specification of the baseline
hazard for correct inference about genetic effects. The difficulty of
assessing model specification using information only on the margins i
s also noted. Overall, the new model with additive PSL components appe
ared to fit these data best. A second application illustrates the use
of a time-varying covariate in examining the impact of puberty on the
onset of conduct disorder symptomotology. (C) 1994 Wiley-Liss, Inc.