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Simple sequential boundaries for treatment selection in multi-armed randomized clinical trials with a control.
1Department of Biostatistics, Mailman School of Public Health, Columbia University, 722 West 168th Street, New York, New York 10032, U.S.A.
This study introduces sequential selection boundaries for multi-armed clinical trials, efficiently identifying superior treatments while minimizing sample size. This method aids in selecting effective therapies or declaring futility early, especially in acute stroke trials with quick endpoints.
Area of Science:
- Clinical Trials Methodology
- Biostatistics
- Medical Decision Making
Background:
- Phase III clinical trials often face resource limitations when evaluating multiple treatment regimens against a standard.
- Multi-armed randomized selection trials offer a strategy to eliminate inferior treatments efficiently.
- Quick endpoints, like imaging in acute stroke, make frequent interim monitoring desirable.
Purpose of the Study:
- To propose a class of sequential selection boundaries for multi-armed clinical trials.
- To enable the selection of treatments with clinically significant improvement over the control or declare futility.
- To facilitate flexible, blinded monitoring and simplify design calibration.
Main Methods:
- Development of sequential selection boundaries for multi-armed trials.
- Application of methods to a selection trial with an imaging endpoint in acute stroke patients.
- Simulation-based comparison with an optimal two-stage design.
Main Results:
- The proposed boundaries are easy to implement in a blinded manner.
- Flexible monitoring schedules based on calendar time are supported.
- Design calibration is simplified, even with interval-known control group response rates.
- The proposed method demonstrated a smaller average sample size compared to the two-stage design in simulations.
Conclusions:
- Sequential selection boundaries provide an efficient strategy for multi-armed clinical trials.
- The proposed method reduces sample size, particularly when a superior treatment exists.
- This approach is advantageous for trials with quick endpoints and limited resources, such as in acute stroke research.
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