Bayesian Design of Non-inferiority Clinical Trials Via the Bayes Factor

We develop a Bayes factor-based approach for the design of non-inferiority clinical trials with a focus on controlling type I error and power. Historical data are incorporated in the Bayesian design via the power prior discussed in Ibrahim and Chen (Stat Sci 15:46–60, 2000). The properties of the proposed method are examined in detail. An efficient simulation-based computational algorithm is developed to calculate the Bayes factor, type I error, and power. The proposed methodology is applied to the design of a non-inferiority medical device clinical trial.

[1]  David B. Wolfson,et al.  Bayesian Sample Size Determination for Binomial Proportions , 2008 .

[2]  Eric M. Reyes,et al.  Bayesian Average Error-Based Approach to Sample Size Calculations for Hypothesis Testing , 2013, Journal of biopharmaceutical statistics.

[3]  R. D'Agostino,et al.  Non‐inferiority trials: design concepts and issues – the encounters of academic consultants in statistics , 2002, Statistics in medicine.

[4]  Lynn Kuo,et al.  Detecting differentially expressed genes using calibrated bayes factors , 2008 .

[5]  Herbert Hoijtink,et al.  Bayesian model selection using encompassing priors , 2005 .

[6]  Yi Tsong,et al.  Strength of evidence of non-inferiority trials-The adjustment of the type I error rate in non-inferiority trials with the synthesis method. , 2010, Statistics in medicine.

[7]  H. Jeffreys,et al.  The Theory of Probability , 1896 .

[8]  Ming-Hui Chen,et al.  CALIBRATING BAYES FACTOR UNDER PRIOR PREDICTIVE DISTRIBUTIONS , 2005 .

[9]  Shein-Chung Chow,et al.  Design and Analysis of Clinical Trials: Concepts and Methodologies , 2013 .

[10]  J. Ibrahim,et al.  Power prior distributions for regression models , 2000 .

[11]  Joseph G Ibrahim,et al.  Bayesian design of superiority clinical trials for recurrent events data with applications to bleeding and transfusion events in myelodyplastic syndrome. , 2014, Biometrics.

[12]  Gregory Campbell,et al.  Bayesian Statistics in Medical Devices: Innovation Sparked by the FDA , 2011, Journal of biopharmaceutical statistics.

[13]  A. Brix Bayesian Data Analysis, 2nd edn , 2005 .

[14]  Meinhard Kieser,et al.  Planning and analysis of three-arm non-inferiority trials with binary endpoints. , 2007, Statistics in medicine.

[15]  C. Adcock Sample size determination : a review , 1997 .

[16]  Joseph G Ibrahim,et al.  The power prior: theory and applications , 2015, Statistics in medicine.

[17]  David B Wolfson,et al.  Bayesian Sample Size Determination for Case-Control Studies , 2006, American journal of epidemiology.

[18]  Joseph G Ibrahim,et al.  Bayesian Variable Selection and Computation for Generalized Linear Models with Conjugate Priors. , 2008, Bayesian analysis.

[19]  Joseph G Ibrahim,et al.  Bayesian sequential meta‐analysis design in evaluating cardiovascular risk in a new antidiabetic drug development program , 2014, Statistics in medicine.

[20]  S. Chow,et al.  Statistical Consideration of Adaptive Methods in Clinical Development , 2005, Journal of biopharmaceutical statistics.

[21]  Muhtarjan Osman,et al.  Semiparametric Bayesian Testing Procedure for Noninferiority Trials with Binary Endpoints , 2011, Journal of biopharmaceutical statistics.

[22]  L. Joseph,et al.  Sample Size Calculations for Binomial Proportions Via Highest Posterior Density Intervals , 1995 .

[23]  Joseph G Ibrahim,et al.  Bayesian Meta‐Experimental Design: Evaluating Cardiovascular Risk in New Antidiabetic Therapies to Treat Type 2 Diabetes , 2012, Biometrics.

[24]  Fulvio De Santis,et al.  Using historical data for Bayesian sample size determination , 2007 .

[25]  Joseph G Ibrahim,et al.  Bayesian Design of Noninferiority Trials for Medical Devices Using Historical Data , 2011, Biometrics.

[26]  R. Weiss Bayesian sample size calculations for hypothesis testing , 1997 .

[27]  L. Joseph,et al.  Bayesian sample size determination for normal means and differences between normal means , 1997 .

[28]  David B. Dunson,et al.  Bayesian Data Analysis , 2010 .

[29]  Kung-Jong Lui,et al.  Test Non-Inferiority and Sample Size Determination Based on the Odds Ratio Under a Cluster Randomized Trial with Noncompliance , 2010, Journal of biopharmaceutical statistics.

[30]  L. Wasserman,et al.  Computing Bayes Factors by Combining Simulation and Asymptotic Approximations , 1997 .

[31]  James O. Berger,et al.  STATISTICAL DECISION THEORY: FOUNDATIONS, CONCEPTS, AND METHODS , 1984 .

[32]  Fei Wang,et al.  A simulation-based approach to Bayesian sample size determination for performance under a given model and for separating models , 2002 .

[33]  F. Santis Statistical evidence and sample size determination for Bayesian hypothesis testing , 2004 .

[34]  Guochen Song,et al.  Bayesian methods for the design and analysis of noninferiority trials , 2016, Journal of biopharmaceutical statistics.

[35]  H. Hoijtink,et al.  Bayesian Evaluation of Informative Hypotheses. , 2008 .