A random effects model for multivariate failure time data from multicenter clinical trials

被引:6
作者
Cai, JW [1 ]
Sen, PK [1 ]
Zhou, HB [1 ]
机构
[1] Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USA
关键词
censoring; conditional hazard model; interactions; multicenter clinical trials; multivariate failure times; random effect;
D O I
10.1111/j.0006-341X.1999.00182.x
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A random effects model for analyzing multivariate failure time data is proposed. The work is motivated by the need for assessing the mean treatment effect in a multicenter clinical trial study, assuming that the centers are a random sample from an underlying population. An estimating equation for the mean hazard ratio parameter is proposed. The proposed estimator is shown to be consistent and asymptotically normally distributed A variance estimator, based on large sample theory, is proposed. Simulation results indicate that the proposed estimator performs well in finite samples. The proposed variance estimator effectively corrects the bias of the naive variance estimator, which assumes independence of individuals within a group. The methodology is illustrated with a clinical trial data set from the Studies of Left Ventricular Dysfunction. This shows that the variability of the treatment effect is higher than found by means of simpler models.
引用
收藏
页码:182 / 189
页数:8
相关论文
共 30 条
[1]   COX REGRESSION-MODEL FOR COUNTING-PROCESSES - A LARGE SAMPLE STUDY [J].
ANDERSEN, PK ;
GILL, RD .
ANNALS OF STATISTICS, 1982, 10 (04) :1100-1120
[2]  
[Anonymous], 1990, Am J Cardiol, V66, P315
[3]  
CAI JW, 1995, BIOMETRIKA, V82, P151
[4]  
Cai JW, 1997, STAT MED, V16, P2009, DOI 10.1002/(SICI)1097-0258(19970915)16:17<2009::AID-SIM606>3.0.CO
[5]  
2-R
[6]   ANALYSIS OF DATA FROM MULTICLINIC EXPERIMENTS [J].
CHAKRAVORTI, SR ;
GRIZZLE, JE .
BIOMETRICS, 1975, 31 (02) :325-338
[7]   MULTIVARIATE GENERALIZATIONS OF THE PROPORTIONAL HAZARDS MODEL [J].
CLAYTON, D ;
CUZICK, J .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1985, 148 :82-117
[8]  
CLAYTON DG, 1978, BIOMETRIKA, V65, P141, DOI 10.1093/biomet/65.1.141
[9]  
COX DR, 1972, J R STAT SOC B, V34, P187
[10]   INFLUENCE OF TUMOR ESTROGEN AND PROGESTERONE-RECEPTOR LEVELS ON THE RESPONSE TO TAMOXIFEN AND CHEMOTHERAPY IN PRIMARY BREAST-CANCER [J].
FISHER, B ;
REDMOND, C ;
BROWN, A ;
WICKERHAM, DL ;
WOLMARK, N ;
ALLEGRA, J ;
ESCHER, G ;
LIPPMAN, M ;
SAVLOV, E ;
WITTLIFF, J ;
FISHER, ER ;
PLOTKIN, D ;
BOWMAN, D ;
WOLTER, J ;
BORNSTEIN, R ;
DESSER, R ;
FRELICK, R .
JOURNAL OF CLINICAL ONCOLOGY, 1983, 1 (04) :227-241