BAYESIAN APPROACHES TO RANDOMIZED TRIALS

被引:443
作者
SPIEGELHALTER, DJ
FREEDMAN, LS
PARMAR, MKB
机构
[1] MRC, CANC TRIALS OFF, CAMBRIDGE, ENGLAND
[2] NCI, BETHESDA, MD 20892 USA
关键词
CLINICAL TRIALS; ETHICS; POWER; PREDICTION; PRIOR DISTRIBUTION; RANGE OF EQUIVALENCE; SHRINKAGE; STOPPING RULES; SUBJECTIVE PROBABILITIES;
D O I
10.2307/2983527
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
Statistical issues in conducting randomized trials include the choice of a sample size, whether to stop a trial early and the appropriate analysis and interpretation of the trial results. At each of these stages, evidence external to the trial is useful, but generally such evidence is introduced in an unstructured and informal manner. We argue that a Bayesian approach allows a formal basis for using external evidence and in addition provides a rational way for dealing with issues such as the ethics of randomization, trials to show treatment equivalence, the monitoring of accumulating data and the prediction of the consequences of continuing a study. The motivation for using this methodology is practical rather than ideological.
引用
收藏
页码:357 / 387
页数:31
相关论文
共 69 条
[31]  
INGELFINGER JA, 1987, BIOSTATISTICS CLIN M
[32]  
Jennison C, 1990, STAT SCI, V5, P299, DOI DOI 10.1214/SS/1177012099
[33]  
Kass R. E., 1989, STAT SCI, V4, P310, DOI DOI 10.1214/SS/1177012386
[34]  
LACHIN JM, 1981, CONTROLLED CLIN TRIA, V1, P13
[35]   SURGICAL ADJUVANT THERAPY OF LARGE-BOWEL CARCINOMA - AN EVALUATION OF LEVAMISOLE AND THE COMBINATION OF LEVAMISOLE AND FLUOROURACIL [J].
LAURIE, JA ;
MOERTEL, CG ;
FLEMING, TR ;
WIEAND, HS ;
LEIGH, JE ;
RUBIN, J ;
MCCORMACK, GW ;
GERSTNER, JB ;
KROOK, JE ;
MALLIARD, J ;
TWITO, DI ;
MORTON, RF ;
TSCHETTER, LK ;
BARLOW, JF .
JOURNAL OF CLINICAL ONCOLOGY, 1989, 7 (10) :1447-1456
[36]  
Lee P. M, 1987, BAYESIAN STATISTICS
[37]  
LINDLEY DV, 1991, J AM STAT ASSOC, V86, P933
[38]   SAMPLE-SIZE REQUIREMENTS FOR COMPARING TIME-TO-FAILURE AMONG K-TREATMENT GROUPS [J].
MAKUCH, RW ;
SIMON, RM .
JOURNAL OF CHRONIC DISEASES, 1982, 35 (11) :861-867
[39]   STATISTICS - PROBLEM OF EXAMINING ACCUMULATING DATA MORE THAN ONCE [J].
MCPHERSON, K .
NEW ENGLAND JOURNAL OF MEDICINE, 1974, 290 (09) :501-502
[40]   CHARTS FOR THE EARLY STOPPING OF PILOT-STUDIES [J].
MEHTA, CR ;
CAIN, KC .
JOURNAL OF CLINICAL ONCOLOGY, 1984, 2 (06) :676-682