A BAYESIAN-ANALYSIS OF INSTITUTIONAL EFFECTS IN A MULTICENTER CANCER CLINICAL-TRIAL

被引:60
作者
GRAY, RJ [1 ]
机构
[1] HARVARD UNIV,SCH PUBL HLTH,BOSTON,MA 02115
关键词
CENSORED FAILURE TIME DATA; GIBBS SAMPLING; HIERARCHICAL MODELS; PROPORTIONAL HAZARDS;
D O I
10.2307/2533216
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper examines a Bayesian method for investigating the amount of institutional variation in a multicenter clinical trial with a censored failure time endpoint. A hierarchical structure is used to model the institutional effects in a proportional hazards model, with the posterior distributions calculated using Gibbs sampling. The methods are applied to data from a lung cancer trial conducted by the Eastern Cooperative Oncology Group. In this trial there appears to be substantial variation in the treatment effect across institutions. Although the reasons for this have not been identified, it would be possible to investigate this further through a detailed examination of the data from institutions with extreme effects.
引用
收藏
页码:244 / 253
页数:10
相关论文
共 13 条
[1]   A RANK-BASED MIXED MODEL APPROACH TO MULTISITE CLINICAL-TRIALS [J].
BOOS, DD ;
BROWNIE, C .
BIOMETRICS, 1992, 48 (01) :61-72
[2]   A MONTE-CARLO METHOD FOR BAYESIAN-INFERENCE IN FRAILTY MODELS [J].
CLAYTON, DG .
BIOMETRICS, 1991, 47 (02) :467-485
[3]   A RANDOMIZED COMPARISON OF STANDARD CHEMOTHERAPY VERSUS ALTERNATING CHEMOTHERAPY AND MAINTENANCE VERSUS NO MAINTENANCE THERAPY FOR EXTENSIVE-STAGE SMALL-CELL LUNG-CANCER - A PHASE-III STUDY OF THE EASTERN-COOPERATIVE-ONCOLOGY-GROUP [J].
ETTINGER, DS ;
FINKELSTEIN, DM ;
ABELOFF, MD ;
RUCKDESCHEL, JC ;
AISNER, SC ;
EGGLESTON, JC .
JOURNAL OF CLINICAL ONCOLOGY, 1990, 8 (02) :230-240
[4]   GEOGRAPHIC-VARIATION IN THE TREATMENT OF LOCALIZED BREAST-CANCER [J].
FARROW, DC ;
HUNT, WC ;
SAMET, JM .
NEW ENGLAND JOURNAL OF MEDICINE, 1992, 326 (17) :1097-1101
[5]   SAMPLING-BASED APPROACHES TO CALCULATING MARGINAL DENSITIES [J].
GELFAND, AE ;
SMITH, AFM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (410) :398-409
[6]   ILLUSTRATION OF BAYESIAN-INFERENCE IN NORMAL DATA MODELS USING GIBBS SAMPLING [J].
GELFAND, AE ;
HILLS, SE ;
RACINEPOON, A ;
SMITH, AFM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (412) :972-985
[7]  
Gelman A., 1992, STAT SCI, V7, P457, DOI [10.1214/ss/1177011136, DOI 10.1214/SS/1177011136]
[8]  
Geyer CJ, 1992, STAT SCI, V7, P473, DOI DOI 10.1214/SS/1177011137
[9]   GEOGRAPHIC-VARIATION IN THE USE OF BREAST-CONSERVING TREATMENT FOR BREAST-CANCER [J].
NATTINGER, AB ;
GOTTLIEB, MS ;
VEUM, J ;
YAHNKE, D ;
GOODWIN, JS .
NEW ENGLAND JOURNAL OF MEDICINE, 1992, 326 (17) :1102-1107
[10]  
ODELL PL, 1966, J AM STAT ASSOC, V61, P198