Factorial versus multi-arm multi-stage designs for clinical trials with multiple treatments.
When several treatments are available for evaluation in a clinical trial, different design options are available. We compare multi-arm multi-stage with factorial designs, and in particular, we will consider a 2 × 2 factorial design, where groups of patients will either take treatments A, B, both or neither. We investigate the performance and characteristics of both types of designs under different scenarios and compare them using both theory and simulations. For the factorial designs, we construct appropriate test statistics to test the hypothesis of no treatment effect against the control group with overall control of the type I error. We study the effect of the choice of the allocation ratios on the critical value and sample size requirements for a target power. We also study how the possibility of an interaction between the two treatments A and B affects type I and type II errors when testing for significance of each of the treatment effects. We present both simulation results and a case study on an osteoarthritis clinical trial. We discover that in an optimal factorial design in terms of minimising the associated critical value, the corresponding allocation ratios differ substantially to those of a balanced design. We also find evidence of potentially big losses in power in factorial designs for moderate deviations from the study design assumptions and little gain compared with multi-arm multi-stage designs when the assumptions hold. © 2016 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd.
Medical and Pharmaceutical Statistics Research Unit, Department of Mathematics and Statistics, Lancaster University, Lancaster, U.K.
Thomas
T
Jaki
Medical and Pharmaceutical Statistics Research Unit, Department of Mathematics and Statistics, Lancaster University, Lancaster, U.K.
Despina
D
Vasileiou
D003627:Data Interpretation, Statistical; D005081:Exercise Therapy; D006801:Humans; D015233:Models, Statistical; D015207:Osteoarthritis, Hip / Q000628:therapy; D020370:Osteoarthritis, Knee; D026741:Physical Therapy Modalities; D016032:Randomized Controlled Trials as Topic / Q000379:methods*; D018401:Sample Size; D013223:Statistics as Topic; D016896:Treatment Outcome
factorial design; familywise error rate; multi-arm multi-stage designs (MAMS)