Selection effects in randomized trials with count data

被引:15
作者
Cook, RJ [1 ]
Wei, W [1 ]
机构
[1] Univ Waterloo, Dept Stat & Actuarial Sci, Waterloo, ON N2L 3G1, Canada
关键词
selection; regression to the mean; bias; misspecified model;
D O I
10.1002/sim.1014
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Selection criteria are specified in clinical trials to define the study population from which the sample will be obtained. It is common for one of these criteria to be based on historical or baseline measurements of the clinical sign or symptom that will serve as the response variable in the trial. The effect of such selection criteria has been studied extensively for normally distributed responses, but less is known about the situation in which the response is a count or a possibly recurrent event. In this paper we examine the bias and relative efficiency of some corm-non methods of analysis for count data in the presence of selection criteria. The investigation is carried out using asymptotic theory pertaining to misspecified models and by simulation. Applications involving data from an epilepsy trial and a study of transient myocardial ischaemia illustrate the effect of ignoring the selection mechanism. Copyright (C) 2002 John Wiley Sons, Ltd.
引用
收藏
页码:515 / 531
页数:17
相关论文
共 19 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]  
Chesher A, 1997, Stat Methods Med Res, V6, P147, DOI 10.1191/096228097672663908
[3]  
Chuang-Stein C, 1997, Stat Methods Med Res, V6, P115, DOI 10.1191/096228097671068522
[4]   THE DESIGN AND ANALYSIS OF RANDOMIZED TRIALS WITH RECURRENT EVENTS [J].
COOK, RJ .
STATISTICS IN MEDICINE, 1995, 14 (19) :2081-2098
[5]   EFFECT OF REGRESSION TO MEAN IN EPIDEMIOLOGIC AND CLINICAL STUDIES [J].
DAVIS, CE .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 1976, 104 (05) :493-498
[6]  
Diggle P. J., 2002, ANAL LONGITUDINAL DA
[7]  
Godambe VP., 1991, ESTIMATING FUNCTIONS
[8]   The impact of restrictive entry criterion during the placebo lead-in period [J].
Landin, R ;
DeBrota, DJ ;
DeVries, TA ;
Potter, WZ ;
Demitrack, MA .
BIOMETRICS, 2000, 56 (01) :271-278
[9]   NEGATIVE BINOMIAL AND MIXED POISSON REGRESSION [J].
LAWLESS, JF .
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 1987, 15 (03) :209-225
[10]  
Lawless JF, 1999, STAT MED, V18, P2365, DOI 10.1002/(SICI)1097-0258(19990915/30)18:17/18<2365::AID-SIM262>3.0.CO