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Biomarker-based precision dose finding for immunotherapy combined with radiotherapy.
Li-Hsiang Lin1, Yan Han2, Rui Zhang3,4
1Department of Experimental Statistics, Louisiana State University, Baton Rouge, Louisiana, USA.
Biometrical Journal. Biometrische Zeitschrift
|May 22, 2023
Summary
This study introduces a new Bayesian clinical trial design for combining immunotherapy with radiotherapy (RT). The approach personalizes treatment doses based on patient PD-L1 expression, aiming to optimize outcomes in immunoRT.
Area of Science:
- Oncology
- Clinical Trial Design
- Immunotherapy
Background:
- Sequential administration of immunotherapy following radiotherapy (immunoRT) shows promise.
- Existing clinical trial designs are not optimized for immunoRT's unique characteristics.
Purpose of the Study:
- To propose a novel Bayesian phase I/II clinical trial design for immunoRT.
- To identify an optimal, personalized dose of immunotherapy administered after standard-dose radiotherapy.
- To tailor dosing based on individual patient PD-L1 expression levels.
Main Methods:
- A Bayesian phase I/II design integrating immunotherapy with radiotherapy.
- Modeling of immune response, toxicity, and efficacy as functions of dose and PD-L1 expression (baseline and post-RT).
- A two-stage dose-finding algorithm utilizing a utility function to determine personalized optimal doses.
Main Results:
- Simulation studies demonstrate favorable operating characteristics for the proposed design.
- The design shows a high probability of identifying the personalized optimal dose for patients.
Conclusions:
- The proposed Bayesian design offers a robust framework for immunoRT clinical trials.
- Personalized dosing based on PD-L1 expression can optimize treatment strategies in immunoRT.
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