Sample-size calculations for the Cox proportional hazards regression model with nonbinary covariates

被引:270
作者
Hsieh, FY [1 ]
Lavori, PW [1 ]
机构
[1] Dept Vet Affairs Palo Alto Hlth Care Syst, CSPCC, Menlo Park, CA 94025 USA
来源
CONTROLLED CLINICAL TRIALS | 2000年 / 21卷 / 06期
关键词
sample size; proportional hazards regression; nonbinary covariates; variance inflation factor;
D O I
10.1016/S0197-2456(00)00104-5
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
This paper derives a formula to calculate the number of deaths required for a proportional hazards regression model with a nonbinary covariate. The method does not require assumptions about the distributions of survival time and predictor variables other than proportional hazards. Simulations show that the censored observations do not contribute to the power of the test in the proportional hazards model, a fact that is well known for a binary covariate. This paper also provides a variance inflation factor together with simulations for adjustment of sample size when additional covariates are included in the model. (C) Elsevier Science Inc. 2000.
引用
收藏
页码:552 / 560
页数:9
相关论文
共 17 条
[1]   SIMULATION PROGRAM FOR ESTIMATING STATISTICAL POWER OF COX PROPORTIONAL HAZARDS MODEL ASSUMING NO SPECIFIC DISTRIBUTION FOR THE SURVIVAL-TIME [J].
AKAZAWA, K ;
NAKAMURA, T ;
MORIGUCHI, S ;
SHIMADA, M ;
NOSE, Y .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 1991, 35 (03) :203-212
[2]  
[Anonymous], INT STAT REV
[3]   MODEL INCONSISTENCY, ILLUSTRATED BY THE COX PROPORTIONAL HAZARDS MODEL [J].
FORD, I ;
NORRIE, J ;
AHMADI, S .
STATISTICS IN MEDICINE, 1995, 14 (08) :735-746
[4]  
Freedman L S, 1982, Stat Med, V1, P121, DOI 10.1002/sim.4780010204
[5]  
HEIEH FY, 1998, WORKSH BIOST DIV BIO
[6]  
Hsieh FY, 1998, STAT MED, V17, P1623, DOI 10.1002/(SICI)1097-0258(19980730)17:14<1623::AID-SIM871>3.0.CO
[7]  
2-S
[8]   SAMPLE-SIZE TABLES FOR LOGISTIC-REGRESSION [J].
HSIEH, FY .
STATISTICS IN MEDICINE, 1989, 8 (07) :795-802
[9]   STEP-UP PROCEDURE FOR SELECTING VARIABLES ASSOCIATED WITH SURVIVAL [J].
KRALL, JM ;
UTHOFF, VA ;
HARLEY, JB .
BIOMETRICS, 1975, 31 (01) :49-57
[10]   PROPERTIES OF PROPORTIONAL-HAZARDS SCORE TESTS UNDER MISSPECIFIED REGRESSION-MODELS [J].
LAGAKOS, SW ;
SCHOENFELD, DA .
BIOMETRICS, 1984, 40 (04) :1037-1048