Jm. Robins et Dm. Finkelstein, Correcting for noncompliance and dependent censoring in an AIDS clinical trial with inverse probability of censoring weighted (IPCW) log-rank tests, BIOMETRICS, 56(3), 2000, pp. 779-788
AIDS Clinical Trial Group (ACTG) randomized trial 021 compared the effect o
f bactrim versus aerosolized pentamidine (AP) as prophylaxis therapy for pn
eumocystis pneumonia (PCP) in AIDS patients. Although patients randomized t
o the bactrim arm experienced a significant delay in time to PCP, the survi
val experience in the two arms was not significantly different (p =.32). In
this paper, we present evidence that bactrim therapy improves survival but
that the standard intent-to-treat comparison failed to detect this surviva
l advantage because a large fraction of the subjects either crossed over to
the other therapy or stopped therapy altogether. We obtain our evidence of
a beneficial bactrim effect on survival by artificially regarding the subj
ects as dependently censored at the first time the subject either stops or
switches therapy; we then analyze the data with the inverse probability of
censoring weighted Kaplan-Meier and Cox partial likelihood estimators of Ro
bins (1993, Proceedings of the Biopharmaceutical Section, American Statisti
cal Association, pp. 24-33) that adjust for dependent censoring by utilizin
g data collected on time-dependent prognostic factors.