Sample size calculations in the presence of competing risks

被引:50
作者
Latouche, A. [1 ]
Porcher, R. [1 ]
机构
[1] Univ Paris 07, Hop St Louis, Dept Biostat & Informat Med, Paris, France
关键词
sample size; competing risks; cumulative incidence; supremum log-rank; Renyi test;
D O I
10.1002/sim.3114
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recently, with the growth of statistical developments for competing risks analysis, some methods have been proposed to compute sample size in this context. These methods differ from a modelling approach: one is based on the Cox regression model for the cause-specific hazard, while another relies on the Fine and Gray regression model for the subdistribution hazard of a competing risk. In this work, we compare these approaches, derive a new sample size for comparing cumulative incidence functions when the hazards are not proportional (either cause-specific or subdistribution) and give practical advices to choose the approach best suited for the study question. (C) Copyright 2007 John Wiley & Sons, Ltd.
引用
收藏
页码:5370 / 5380
页数:11
相关论文
共 21 条
[1]  
Andersen P. K., 2012, Statistical models based on counting processes
[2]   Competing risks as a multi-state model [J].
Andersen, PK ;
Abildstrom, SZ ;
Rosthoj, S .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2002, 11 (02) :203-215
[3]  
[Anonymous], 2003, Techniques for censored and truncated data, DOI DOI 10.1007/0-387-21645-6_3
[4]   Two-sample tests of the equality of two cumulative incidence functions [J].
Bajorunaite, Ruta ;
Klein, John P. .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (09) :4269-4281
[5]  
BAJORUNATIE R, 2004, THESIS MED COLL WISC
[6]   A competing risks analysis of bloodstream infection after stem-cell transplantation using subdistribution hazards and cause-specific hazards [J].
Beyersmann, Jan ;
Dettenkofer, Markus ;
Bertz, Hartmut ;
Schumacher, Martin .
STATISTICS IN MEDICINE, 2007, 26 (30) :5360-5369
[7]  
Collett D, 2015, Modelling Survival Data in Medical Research
[8]   A sample size formula for the supremum log-rank statistic [J].
Eng, KH ;
Kosorok, MR .
BIOMETRICS, 2005, 61 (01) :86-91
[9]   A proportional hazards model for the subdistribution of a competing risk [J].
Fine, JP ;
Gray, RJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1999, 94 (446) :496-509
[10]   SUPREMUM VERSIONS OF THE LOG-RANK AND GENERALIZED WILCOXON STATISTICS [J].
FLEMING, TR ;
HARRINGTON, DP ;
OSULLIVAN, M .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1987, 82 (397) :312-320