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Published on: August 19, 2025
Comparison of single-arm vs. randomized phase II clinical trials: a Bayesian approach
1a Dipartimento di Scienze Statistiche , Sapienza Università di Roma , Roma , Italia.
This study compares single-arm and randomized phase II clinical trials using a Bayesian approach. Randomized phase II trials may offer better decision-making for new treatments compared to single-arm studies, especially when considering historical controls.
Area of Science:
- Clinical trial design
- Biostatistics
- Drug development
Background:
- Phase II clinical trials aim to assess treatment efficacy for further development.
- Single-arm studies are common but have limitations compared to randomized designs.
- Randomization in phase II trials is debated for improving decision accuracy over historical controls.
Purpose of the Study:
- To compare the decision-making abilities of single-arm versus randomized phase II clinical trials.
- To evaluate the impact of historical control rates, sample size, and prior distributions on study performance.
- To determine the optimal phase II trial design for new treatment evaluation.
Main Methods:
- Bayesian statistical approach applied to binary response variables.
- Comparative analysis of single-arm and randomized study designs.
- Simulation studies to assess performance under varying parameters.
Main Results:
- Randomized phase II designs demonstrate superior ability in correctly identifying effective and ineffective treatments compared to single-arm studies.
- The historical control rate, total sample size, and prior distribution elicitation significantly influence the choice of the better-performing study design.
- Bayesian analysis provides a robust framework for evaluating these designs.
Conclusions:
- Randomized phase II trials offer advantages over single-arm studies in clinical trial decision-making.
- Careful consideration of historical controls, sample size, and prior information is crucial for optimizing phase II trial design.
- The findings support the increased adoption of randomization in phase II to enhance treatment evaluation accuracy.
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