NONPARAMETRIC-ESTIMATION OF SURVIVAL DISTRIBUTIONS WITH CENSORED INITIATING TIME, AND CENSORED AND TRUNCATED TERMINATING TIME - APPLICATIONTO TRANSFUSION DATA FOR ACQUIRED-IMMUNE-DEFICIENCY-SYNDROME
Xm. Tu, NONPARAMETRIC-ESTIMATION OF SURVIVAL DISTRIBUTIONS WITH CENSORED INITIATING TIME, AND CENSORED AND TRUNCATED TERMINATING TIME - APPLICATIONTO TRANSFUSION DATA FOR ACQUIRED-IMMUNE-DEFICIENCY-SYNDROME, Applied Statistics, 44(1), 1995, pp. 3-16
The analysis of survival data with censored initiating time, and censo
red and truncated terminating time arises in same recent epidemiologic
al studies. The transfusion-related acquired immune deficiency syndrom
e (AIDS) data of the Centers for Disease Control (CDC) are a typical e
xample. The initiating time in this case is the time of infection by t
he human immunodeficiency virus and is not observed for every patient
either because of unrecorded transfusion times or multiple transfusion
s. The terminating time here is the onset of AIDS and is truncated, th
e result at being able to report within an observational period only a
proportion of the infected cases which came down with AIDS in the tim
e period. We consider nonparametric estimation of the survival as well
as the initiating time distributions assuming that they are independe
nt and non-informatively censored. We propose a simple algorithm to ob
tain the maximum likelihood estimates for the discrete formulation of
the problem and apply it to estimating the AIDS latency and infection
distributions for four age groups of transfusion-related AIDS from the
CDC surveillance database.