Bayesian adaptive two-stage design for determining person-time in Phase II clinical trials with Poisson data

被引:3
|
作者
Hand, Austin L. [1 ]
Scott, John A. [2 ]
Young, Phil D. [3 ]
Stamey, James D. [4 ]
Young, Dean M. [4 ]
机构
[1] Quintiles, 4820 Emperor Blvd, Durham, NC USA
[2] Ctr Biol Evaluat & Res, Off Biostat & Epidemiol, Rockville, MD USA
[3] Baylor Univ, Dept Management Informat Syst, Waco, TX 76798 USA
[4] Baylor Univ, Dept Stat Sci, Waco, TX 76798 USA
关键词
Bayesian predictive distribution; experimental efficacy; conjugate prior; count data; Phase II clinical trials; SAMPLE-SIZE DETERMINATION; EFFICACY; SAFETY; LIQUID;
D O I
10.1080/02664763.2015.1117588
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Adaptive clinical trial designs can often improve drug-study efficiency by utilizing data obtained during the course of the trial. We present a novel Bayesian two-stage adaptive design for Phase II clinical trials with Poisson-distributed outcomes that allows for person-observation-time adjustments for early termination due to either futility or efficacy. Our design is motivated by the adaptive trial from [9], which uses binomial data. Although many frequentist and Bayesian two-stage adaptive designs for count data have been proposed in the literature, many designs do not allow for person-time adjustments after the first stage. This restriction limits flexibility in the study design. However, our proposed design allows for such flexibility by basing the second-stage person-time on the first-stage observed-count data. We demonstrate the implementation of our Bayesian predictive adaptive two-stage design using a hypothetical Phase II trial of Immune Globulin (Intravenous).
引用
收藏
页码:1625 / 1635
页数:11
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