A simple meta-analytic approach for using a binary surrogate endpoint to predict the effect of intervention on true endpoint

被引:21
作者
Baker, SG [1 ]
机构
[1] NCI, Biometry Res Grp, Div Canc Prevent, Bethesda, MD 20892 USA
关键词
colorectal cancer random effects; randomized trials;
D O I
10.1093/biostatistics/kxi040
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A surrogate endpoint is an endpoint that is obtained sooner, at lower cost, or less invasively than the true endpoint for a health outcome and is used to make conclusions about the effect of intervention on the true endpoint. In this approach, each previous trial with surrogate and true endpoints contributes an estimated predicted effect of intervention on true endpoint in the trial of interest based on the surrogate endpoint in the trial of interest. These predicted quantities are combined in a simple random-effects meta-analysis to estimate the predicted effect of intervention on true endpoint in the trial of interest. Validation involves comparing the average prediction error of the aforementioned approach with (i) the average prediction error of a standard meta-analysis using only true endpoints in the other trials and (ii) the average clinically meaningful difference in true endpoints implicit in the trials. Validation is illustrated using data from multiple randomized trials of patients with advanced colorectal cancer in which the surrogate endpoint was tumor response and the true endpoint was median survival time.
引用
收藏
页码:58 / 70
页数:13
相关论文
共 24 条
[1]   Simplemaximum likelihood estimates of efficacy in randomized trials and before-and-after studies, with implications formeta-analysis [J].
Baker, SG ;
Kramer, BS .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2005, 14 (04) :349-367
[2]  
BAKER SG, 2005, J ROYAL STAT SOC A
[3]   A perfect correlate does not a surrogate make [J].
Stuart G Baker ;
Barnett S Kramer .
BMC Medical Research Methodology, 3 (1) :1-5
[4]   On the use of surrogate end points in randomized trials [J].
Begg, CB ;
Leung, DHY .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2000, 163 :15-24
[5]   The validation of surrogate end points by using data from randomized clinical trials: a case-study in advanced colorectal cancer [J].
Burzykowski, T ;
Molenberghs, G ;
Buyse, M .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2004, 167 :103-124
[6]   Relation between tumour response to first-line chemotherapy and survival in advanced colorectal cancer: a meta-analysis [J].
Buyse, M ;
Thirion, P ;
Carlson, RW ;
Burzykowski, T ;
Molenberghs, G ;
Piedbois, P .
LANCET, 2000, 356 (9227) :373-378
[7]   Criteria for the validation of surrogate endpoints in randomized experiments [J].
Buyse, M ;
Molenberghs, G .
BIOMETRICS, 1998, 54 (03) :1014-1029
[8]  
Buyse M, 2000, Biostatistics, V1, P49, DOI 10.1093/biostatistics/1.1.49
[9]  
Daniels MJ, 1997, STAT MED, V16, P1965, DOI 10.1002/(SICI)1097-0258(19970915)16:17<1965::AID-SIM630>3.3.CO
[10]  
2-D