Simultaneous inferences on the contrast of two hazard functions with censored observations

被引:35
作者
Gilbert, PB [1 ]
Wei, LJ
Kosorok, MR
Clemens, JD
机构
[1] Univ Washington, Fred Hutchinson Canc Res Ctr, Seattle, WA 98109 USA
[2] Univ Washington, Dept Biostat, Seattle, WA 98109 USA
[3] Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[4] Univ Wisconsin, Dept Stat & Biostat, Madison, WI 53792 USA
[5] Univ Wisconsin, Dept Med Informat, Madison, WI 53792 USA
[6] NICHHD, Bethesda, MD 20892 USA
关键词
confidence bands; kernel estimation; martingale; survival analysis;
D O I
10.1111/j.0006-341X.2002.00773.x
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In survival analysis, often times the pattern of instantaneous risk over time is more interesting than that of the cumulative risk. For this case, a nonparametric hazard function estimate is more appropriate for summarizing the risk experience of a group of patients than the corresponding Kaplan-Meier estimate. In comparing a new treatment with a standard therapy, it is important to know if the treatment loses it potency during the follow-up period, and if it does, one would like to know when it becomes ineffective. Unfortunately, with a plot of the differences of two Kaplan-Meier curves, it is rather difficult to capture such temporal trends. In this article, we propose simple procedures for constructing confidence bands for the contrast of two hazard functions with censored data. The simultaneous interval estimates are quite useful for identifying possible values of the contrast over time with a certain degree of confidence. The new proposals are illustrated with an example and a small simulation study.
引用
收藏
页码:773 / 780
页数:8
相关论文
共 24 条
[1]   NONPARAMETRIC INFERENCE FOR A FAMILY OF COUNTING PROCESSES [J].
AALEN, O .
ANNALS OF STATISTICS, 1978, 6 (04) :701-726
[2]  
Andersen P. K., 2012, Statistical models based on counting processes
[3]   SOME GLOBAL MEASURES OF DEVIATIONS OF DENSITY-FUNCTION ESTIMATES [J].
BICKEL, PJ ;
ROSENBLA.M .
ANNALS OF STATISTICS, 1973, 1 (06) :1071-1095
[4]   FIELD TRIAL OF ORAL CHOLERA VACCINES IN BANGLADESH - RESULTS FROM 3-YEAR FOLLOW-UP [J].
CLEMENS, JD ;
SACK, DA ;
HARRIS, JR ;
VANLOON, F ;
CHAKRABORTY, J ;
AHMED, F ;
RAO, MR ;
KHAN, MR ;
YUNUS, M ;
HUDA, N ;
STANTON, BF ;
KAY, BA ;
WALTER, S ;
EECKELS, R ;
SVENNERHOLM, AM ;
HOLMGREN, J .
LANCET, 1990, 335 (8684) :270-273
[6]   CONFIDENCE BANDS IN NONPARAMETRIC REGRESSION [J].
EUBANK, RL ;
SPECKMAN, PL .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (424) :1287-1301
[7]  
Gasser T., 1979, LECT NOTES MATH, P23, DOI DOI 10.1007/BFB0098489
[8]  
GILBERT PB, 2001, SIMULTANEOUS INFEREN
[9]   ON CONVERGENCE-RATES OF SUPREMA [J].
HALL, P .
PROBABILITY THEORY AND RELATED FIELDS, 1991, 89 (04) :447-455
[10]   ON CONFIDENCE BANDS IN NONPARAMETRIC DENSITY-ESTIMATION AND REGRESSION [J].
HALL, P ;
TITTERINGTON, DM .
JOURNAL OF MULTIVARIATE ANALYSIS, 1988, 27 (01) :228-254