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Published on: August 20, 2019
Group sequential adaptive designs in series of time-to-event randomised trials in rare diseases: A simulation study
Mohamed Amine Bayar1,2, Gwénaël Le Teuff1,2, Franz Koenig3
1Service de Biostatistique et d'Épidémiologie, Gustave Roussy, Villejuif, France.
Abstract:
In rare diseases, fully powered large trials may not be doable in a reasonable time frame even with international collaborations. In a previous work, we proposed an approach based on a series of smaller parallel group two-arm randomised controlled trials (RCT) performed over a long research horizon. Within the series of trials, the treatment selected after each trial becomes the control treatment of the next one. We concluded that running more trials with smaller sample sizes and relaxed α-levels leads in the long term and under reasonable assumptions to larger survival benefits with a moderate increase of risk as compared to traditional designs based on larger but fewer trials designed to meet stringent evidence criteria. We now extend this quantitative framework with more 'flexible' designs including interim analyses for futility and/or efficacy, and three-arm adaptive designs with treatment selection at interim. In the simulation study, we considered different disease severities, accrual rates, and hypotheses of how treatments improve over time. For each design, we estimated the long-term survival benefit as the relative difference in hazard rates between the end and the start of the research horizon, and the risk defined as the probability of selecting at the end of the research horizon a treatment inferior to the initial control. We assessed the impact of the α-level and the choice of the stopping rule on the operating characteristics. We also compared the performance of series based on two- vs. three-arm trials. We show that relaxing α-levels within the limit of 0.1 is associated with larger survival gains and moderate increase of risk which remains within acceptable ranges. Including an interim analysis with a futility rule is associated with an additional survival gain and a better risk control as compared to series with no interim analysis, when the α-level is below or equal to 0.1, whereas the benefit of including an interim analysis is rather small for higher α-levels. Including an interim analysis for efficacy yields almost no additional gain. Series based on three-arm trials are associated with a systematic improvement in terms of survival gain and risk control as compared to series of two-arm trials.
Insights
Running multiple small randomized controlled trials (RCTs) with relaxed significance levels offers greater long-term survival benefits for rare diseases. Flexible designs, including interim analyses and three-arm trials, enhance these benefits and control risks effectively.
Area of Science:
- Clinical Trials Methodology
- Biostatistics
- Drug Development for Rare Diseases
Background:
- Large-scale randomized controlled trials (RCTs) are often infeasible for rare diseases due to time and resource constraints.
- Previous work proposed a series of smaller parallel group RCTs where the winning treatment becomes the control for subsequent trials.
- This approach aimed to achieve greater long-term survival benefits compared to traditional large, infrequent trials.
Purpose of the Study:
- To extend a quantitative framework for rare disease trials with more flexible designs.
- To incorporate interim analyses for futility/efficacy and three-arm adaptive designs with treatment selection.
- To evaluate the impact of design choices on survival benefits and risks.
Main Methods:
- A simulation study was conducted considering various disease severities, accrual rates, and treatment improvement hypotheses.
- Evaluated series of two-arm and three-arm trials with relaxed alpha-levels and interim analyses.
- Assessed long-term survival benefit (hazard rate difference) and risk (probability of selecting an inferior treatment).
Main Results:
- Relaxing alpha-levels to 0.1 increased survival gains with moderate, acceptable risk.
- Interim analyses for futility improved survival gain and risk control at alpha <= 0.1.
- Three-arm trial series consistently outperformed two-arm series in survival gain and risk control.
Conclusions:
- Flexible trial designs, including series of smaller RCTs with relaxed significance levels and interim analyses, are advantageous for rare diseases.
- Three-arm adaptive designs offer superior survival benefits and risk management compared to two-arm designs.
- These adaptive strategies can optimize treatment selection and maximize patient benefit over time.
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