We propose a flexible Bayesian optimal phase II (BOP2) design that is capable of handling simple (e.g., binary) and complicated (e.g., ordinal, nested, and co-primary) endpoints under a unified framework. We use a Dirichlet-multinomial model to accommodate different types of endpoints. At each interim, the go/no-go decision is made by evaluating a set of posterior probabilities of the events of interest, which is optimized to maximize power or minimize the number of patients under the null hypothesis. Unlike other existing Bayesian designs, the BOP2 design explicitly controls the type I error rate, thereby bridging the gap between Bayesian designs and frequentist designs. In addition, the stopping boundary of the BOP2 design can be enumerated prior to the onset of the trial. These features make the BOP2 design accessible to a wide range of users and regulatory agencies and particularly easy to implement in practice. Simulation studies show that the BOP2 design has favorable operating characteristics with higher power and lower risk of incorrectly terminating the trial than some existing Bayesian phase II designs. The software to implement the BOP2 design is freely available at www.trialdesign.org. Copyright (C) 2017 John Wiley & Sons, Ltd.
机构:
Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Guo, Beibei
Zang, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Indiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46204 USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46204 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
机构:
Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Guo, Beibei
Zang, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Indiana Univ, Sch Med, Dept Biostat & Data Sci, Indianapolis, IN USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46204 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Zang, Yong
Lin, Li-Hsiang
论文数: 0引用数: 0
h-index: 0
机构:
Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Lin, Li-Hsiang
Zhang, Rui
论文数: 0引用数: 0
h-index: 0
机构:
Louisiana State Univ, Dept Phys & Astron, Baton Rouge, LA 70803 USA
Mary Bird Perkins Canc Ctr, Dept Radiat Oncol, Baton Rouge, LA USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
机构:
Astellas Pharma Global Dev Inc, Data Sci, 1 Astellas Way, Northbrook, IL 60089 USAAstellas Pharma Global Dev Inc, Data Sci, 1 Astellas Way, Northbrook, IL 60089 USA
Takeda, Kentaro
Morita, Satoshi
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Dept Biomed Stat & Bioinformat, Grad Sch Med, Kyoto, JapanAstellas Pharma Global Dev Inc, Data Sci, 1 Astellas Way, Northbrook, IL 60089 USA
Morita, Satoshi
Taguri, Masataka
论文数: 0引用数: 0
h-index: 0
机构:
Yokohama City Univ, Dept Data Sci, Yokohama, Kanagawa, JapanAstellas Pharma Global Dev Inc, Data Sci, 1 Astellas Way, Northbrook, IL 60089 USA