An extension of Bayesian predictive sample size selection designs for monitoring efficacy and safety. (2nd June 2015)

• Record Type: Journal Article
• Authors: Teramukai, Satoshi; Daimon, Takashi; Zohar, Sarah; Bretz, Frank
• Is Part Of: Statistics in medicine. Volume 34:Number 22(2015)
• Page Start: 3029
• Page End: 3039
• Publication Date: 2015-06-02
• Subjects: Medical statistics -- Periodicals; Statistique médicale -- Périodiques; Statistiques médicales -- Périodiques; 610.727
• DOI: 10.1002/sim.6550
• Languages: English
• ISSNs: 0277-6715

Abstract

<abstract abstract-type="main" id="sim6550-abs-0001"> <title> <x xml:space="preserve">Abstract</x> </title> <p id="sim6550-para-0001">Most exploratory clinical trials in cancer are designed as single‐arm trials using a binary efficacy outcome with or without interim monitoring. In this context, we have proposed a Bayesian adaptive design denoted as predictive sample size selection design (PSSD), which considered a binary efficacy outcome associated with early futility stopping (<italic>Statistics in Medicine</italic> 2012; 31: 4243‐4254). As a matter of course, it would be more ethical and informative to evaluate safety as well as efficacy during the course of a trial. However, in most of the trials, only major adverse events are taken into account for early termination of the trial, and safety itself is used as a secondary endpoint. In this paper, we propose an extension of the PSSD to monitor efficacy, take into consideration the sample size adaptation during the trial and add continuous monitoring of safety to the trial design. This method is developed in the Bayesian framework, in which a decision to stop for reasons of safety can be made based on the posterior probability or predictive probability, not necessarily at the time of pre‐specified monitoring for efficacy. We investigate the operating characteristics of the proposed method through simulation studies and show that the posterior probability‐based method with less informative prior to monitor safety has more reasonable performance. Copyright © 2015 John Wiley & Sons, Ltd.</p> </abstract>