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Dose Finding in Oncology Trials Guided by Ordinal Toxicity Grades Using Continuous Dose Levels
Mourad Tighiouart1, André Rogatko2
1Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA 90069, USA.
This study introduces a novel Bayesian adaptive design for oncology dose-finding trials. The new method enhances patient safety by incorporating intermediate toxicity data, leading to more careful dose escalation and efficient maximum tolerated dose estimation.
Area of Science:
- Oncology
- Clinical Trial Design
- Biostatistics
Background:
- Traditional dose-finding trials often rely solely on binary dose-limiting toxicity (DLT) data.
- This binary approach may not fully capture the spectrum of adverse events, potentially impacting patient safety during early-phase drug development.
Purpose of the Study:
- To present a novel Bayesian adaptive design for dose-finding in early-phase oncology trials.
- To enhance patient safety by incorporating intermediate toxicity grades (Grade 2) alongside DLTs.
- To improve the efficiency of estimating the maximum tolerated dose (MTD).
Main Methods:
- The design employs an escalation with overdose control principle.
- It utilizes a proportional odds model to characterize the dose-toxicity relationship.
- Intermediate Grade 2 toxicity data is integrated to guide dose adjustments, ensuring more cautious escalation.
Main Results:
- The Bayesian adaptive design demonstrated safety and acceptable efficiency in estimating the MTD.
- Operating characteristics were evaluated under various scenarios for true MTD and Grade 2 toxicity rates.
- Simulations confirmed the design's robustness for a planned sample size of twenty patients.
Conclusions:
- The proposed Bayesian adaptive design offers a safer and more refined approach to dose escalation in oncology.
- Integrating intermediate toxicity data improves ethical considerations in first-in-human trials.
- The design provides efficient MTD estimation, crucial for advancing novel cancer therapeutics.
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