THE USE OF AUXILIARY EVENTS TO IMPROVE THE ANALYSIS OF SURVIVAL FOR HIV-INFECTED PATIENTS - APPLICATION TO THE FRENCH PROSPECTIVE MULTICENTER COHORT (SEROCO)
P. Flandre et al., THE USE OF AUXILIARY EVENTS TO IMPROVE THE ANALYSIS OF SURVIVAL FOR HIV-INFECTED PATIENTS - APPLICATION TO THE FRENCH PROSPECTIVE MULTICENTER COHORT (SEROCO), Journal of acquired immune deficiency syndromes and human retrovirology, 12(2), 1996, pp. 174-181
A multicenter prospective cohort study, including 512 patients for who
m date of HIV infection was known, showed that the use of an appropria
te auxiliary event can improve the analysis of survival data and lead
to an earlier detection of risk factors for HIV patients. Age at seroc
onversion and primary symptomatic infection were used as risk factors.
Two age groups were defined as age at seroconversion >30 years (n = 2
03) and less than or equal to 30 years (n = 309). Patients with primar
y symptomatic infection PSI (n = 215) were compared with patients with
out any clinical manifestation during primary infection (n = 297). Dea
th was considered as the endpoint of primary interest and occurred in
76 patients in the study. Classical non-parametric methods (Kaplan-Mei
er estimate and long-rank test) and parametric regression model (Weibu
ll model) were used for a standard analysis of survival data. A parame
tric approach using auxiliary information was used to estimate the sur
vival function and to test the effect of age at seroconversion and PSI
. We also applied a recently proposed distribution-free method to prod
uce a non-parametric estimate of the survival function and to test age
at seroconversion and PSI with respect to survival estimates. Both me
thods are compared for two distinct auxiliary events (Karnofsky score
below 75 and a first drop of CD4 lymphocyte counts below 200 cells/mm(
3)). The use of CD4 lymphocyte counts below 200 cells/mm(3) as an auxi
liary event improved the analysis of survival data available in Decemb
er 1994. For both methods incorporating CD4 counts below 200 cells/mm(
3) in addition to survival data, the effect of age at seroconversion o
n survival was significant in April 1992 whereas it was not significan
t with standard methods. For PSI exposure group, results shown in this
work do not indicate any improvement in using auxiliary information.
Conditions for using an appropriate auxiliary event as well as advanta
ges and shortcomings of both methods are discussed. Methods used in th
is work, with appropriate auxiliary information, are promising either
through a reduction in the time to follow-up to detect risk factors fo
r cohort studies or the time needed for drug development in clinical t
rials.