A Competing Risks Analysis of Presenting AIDS Diagnoses Trends
The proportions of gay men presenting with various AIDS diagnoses display temporal trends. For example, the proportion of initial diagnoses reported as Kaposi's sarcoma has declined over time. Epidemiologists have hypothesized that subjects with different presenting diagnoses may have (a) different infection time distributions or (b) different incubation time distributions. We examine these explanations for the observed trends in a competing risks framework. We nonparametrically estimate the relevant cause specific hazard functions from the doubly-censored data of the San Francisco City Clinic Cohort by maximizing a roughness penalized likelihood using an EM algorithm. These estimates provide insight into the natural history of HIV disease and allow us to compare the observed diagnoses trends to those expected under various hypotheses.
Disease Modeling | Numerical Analysis and Computation | Survival Analysis
Fusaro, Robert E.; Bacchetti, Peter; and Jewell, Nicholas P., "A Competing Risks Analysis of Presenting AIDS Diagnoses Trends" (April 1993). U.C. Berkeley Division of Biostatistics Working Paper Series. Working Paper 40.