Nonparametric analysis of recurrent events and death

被引:209
作者
Ghosh, D [1 ]
Lin, DY [1 ]
机构
[1] Univ Washington, Dept Biostat, Seattle, WA 98195 USA
关键词
competing risks; counting process; cumulative incidence; empirical process; multiple events; terminal event;
D O I
10.1111/j.0006-341X.2000.00554.x
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This article is concerned with the analysis of recurrent events in the presence of a terminal event such as death. We consider the mean frequency function. defined as the marginal mean of the cumulative number of recurrent events over time. A simple nonparametric estimator for this quantity is presented. It is shown that the estimator. properly normalized, converges weakly to a zero-mean Gaussian process with an easily estimable covariance function. Nonparametric statistics for comparing two mean frequency functions and for combining data on recurrent events and death are also developed. The asymptotic null distributions of these statistics, together with consistent variance estimators, are derived. The small-sample properties of the proposed estimators and test statistics are examined through simulation studies. An application to cancer clinical trial is provided.
引用
收藏
页码:554 / 562
页数:9
相关论文
共 23 条
[1]   A 2-STATE MARKOV MIXTURE MODEL FOR A TIME-SERIES OF EPILEPTIC SEIZURE COUNTS [J].
ALBERT, PS .
BIOMETRICS, 1991, 47 (04) :1371-1381
[2]  
Andersen P. K., 2012, Statistical models based on counting processes
[3]   COX REGRESSION-MODEL FOR COUNTING-PROCESSES - A LARGE SAMPLE STUDY [J].
ANDERSEN, PK ;
GILL, RD .
ANNALS OF STATISTICS, 1982, 10 (04) :1100-1120
[4]  
Byar D., 1980, Bladder Tumors and Other Topics in Urological Oncology, P363, DOI DOI 10.1007/978-1-4613-3030-1_74
[5]   Prediction of cumulative incidence function under the proportional hazards model [J].
Cheng, SC ;
Fine, JP ;
Wei, LJ .
BIOMETRICS, 1998, 54 (01) :219-228
[6]  
Cook RJ, 1997, STAT MED, V16, P911, DOI 10.1002/(SICI)1097-0258(19970430)16:8<911::AID-SIM544>3.0.CO
[7]  
2-I
[8]   Robust tests for treatment comparisons based on recurrent event responses [J].
Cook, RJ ;
Lawless, JF ;
Nadeau, C .
BIOMETRICS, 1996, 52 (02) :557-571
[9]  
Fleming T. R., 1991, COUNTING PROCESSES S
[10]  
Gill R.D., 1980, CENSORING STOCHASTIC