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Published on: September 20, 2019
Phase I/II Design for Selecting Subgroup-Specific Optimal Biological Doses for Prespecified Subgroups.
Sydney Porter1, Thomas A Murray1, Anne Eaton1
1Division of Biostatistics, University of Minnesota, Minneapolis, Minnesota, USA.
This study introduces an adaptive trial design for selecting the optimal biological dose (OBD) when it may vary between patient subgroups. The novel Bayesian approach effectively identifies subgroup-specific or common OBDs, enhancing precision in dose-finding studies.
Area of Science:
- Clinical Trial Design
- Biostatistics
- Pharmacology
Background:
- Determining the optimal biological dose (OBD) is crucial for drug development.
- Patient populations can exhibit heterogeneity, leading to subgroup-specific dose-response relationships.
- Existing dose-finding designs may not optimally handle uncertainty in subgroup effects.
Purpose of the Study:
- To propose a novel phase I/II trial design for optimal biological dose (OBD) selection.
- To accommodate scenarios where the OBD may differ across two prespecified patient subgroups.
- To provide a flexible design that adapts to emerging trial data regarding subgroup effects.
Main Methods:
- A utility function was employed to balance efficacy and toxicity trade-offs.
- A Bayesian model with spike and slab priors was utilized to estimate subgroup effects on toxicity and efficacy.
- Simulation studies were conducted to evaluate the proposed design's performance.
Main Results:
- The proposed design demonstrated strong performance, comparable to specialized designs under different assumptions.
- It performed nearly as well as ignoring subgroups when relationships were similar across groups.
- It performed nearly as well as independent subgroup dose-finding when relationships differed.
Conclusions:
- The adaptive design effectively identifies optimal biological doses (OBDs) even with uncertainty about subgroup differences.
- This approach offers a robust strategy for dose-finding in heterogeneous patient populations.
- The design provides a unified framework for selecting common or subgroup-specific OBDs.
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