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Randomization in the age of platform trials: unexplored challenges and some potential solutions
Olga Kuznetsova1, Jennifer Ross2, Daniel Bodden3
1Merck & Co., Inc., Rahway, NJ, USA.
Platform trials offer adaptive benefits but face randomization challenges. This paper explores solutions for complex allocation ratios and unique trial features, emphasizing Interactive Response Technology system design for successful execution.
Area of Science:
- Clinical Trials Methodology
- Biostatistics
- Adaptive Trial Design
Background:
- Platform trials allow simultaneous investigation of multiple interventions against shared controls, with dynamic addition/removal of treatment arms.
- Unequal allocation ratios are frequently employed in platform trials to enhance statistical efficiency, participant benefit, and enrollment control.
- Adaptive features, such as response-adaptive randomization, may necessitate changes to allocation ratios even with a constant number of treatment arms.
Purpose of the Study:
- To address the central randomization challenges inherent in platform trial design and execution.
- To explore potential solutions for managing complex allocation ratios and specific platform trial features.
- To highlight the critical role of Interactive Response Technology (IRT) system design in successful randomization.
Main Methods:
- Review of randomization methods applicable to platform trials, including those accommodating unequal allocation ratios.
- Discussion of specialized randomization techniques required for features like differential eligibility, partial blinding, dynamic balancing, and limited drug supply.
- Emphasis on the design of the Interactive Response Technology (IRT) system at the master protocol level to incorporate diverse randomization needs.
Main Results:
- Randomization methods that maintain allocation proportions close to the target ratio are crucial for design efficiencies and pre-determined ratios.
- Specific platform trial features necessitate tailored or novel randomization methods, including multi-factor dynamic randomization and two-step randomization for partial blinding.
- Preserving the unconditional allocation ratio at every allocation is vital to prevent selection bias, accidental bias, and maintain statistical power.
Conclusions:
- Effective management of randomization is key to realizing the benefits of platform trials.
- Expert design of the Interactive Response Technology (IRT) system is paramount for successful implementation of complex randomization strategies.
- Careful consideration of allocation ratio preservation is essential to avoid bias and ensure the integrity of trial results.
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