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Would the Recommended Dose Have Been Different Using Novel Dose-Finding Designs? Comparing Dose-Finding Designs in
Rebecca B Silva1, Christina Yap2, Richard Carvajal3
1Department of Biostatistics, Columbia University Mailman School of Public Health, New York, NY.
Novel dose-finding designs like Bayesian optimal interval (BOIN) and continual reassessment method (CRM) are more effective than the traditional 3+3 design in oncology trials. These advanced methods identify the maximum tolerated dose (MTD) more accurately and efficiently using fewer patients.
Area of Science:
- Clinical Trials
- Biostatistics
- Oncology Drug Development
Background:
- The traditional 3+3 design is widely used in oncology dose-finding trials despite simulation studies suggesting superior alternatives.
- Investigators often cite a lack of real-world validation for novel designs like the continual reassessment method (CRM) and Bayesian optimal interval (BOIN) design as a reason for continued reliance on the 3+3 design.
- Simulation studies indicate that CRM and BOIN designs can identify the maximum tolerated dose (MTD) more frequently, use fewer patients, and allocate more patients to the MTD compared to the 3+3 design.
Purpose of the Study:
- To evaluate whether novel dose-finding designs (CRM and BOIN) would have yielded different results in actual clinical trials compared to the traditional 3+3 design.
- To confirm the advantages of novel designs in real-world settings, addressing the skepticism regarding simulation study outcomes.
- To compare the MTD, patient allocation, and sample size between novel designs and the 3+3 design using published trial data.
Main Methods:
- A random sample of 60 published dose-finding trials was analyzed.
- 22 trials that used the 3+3 design, identified an MTD, had published toxicity data, and included more than two dose levels were selected for comparison.
- The published MTD was compared with MTDs estimated by CRM and BOIN designs using target toxicity rates of 25% and 30%, and the trial's toxicity data.
Main Results:
- Model-based designs (CRM and BOIN) selected higher dose levels than the published MTD in approximately 40% of the analyzed trials.
- Estimated and observed toxicity rates using novel designs were closer to the target toxicity rates (25% and 30%).
- Novel designs resulted in fewer patients assigned to suboptimal doses and allowed for faster dose escalation compared to the 3+3 design.
Conclusions:
- This study provides real-world evidence that novel dose-finding designs (CRM and BOIN) would have recommended different MTDs compared to the 3+3 design.
- The findings confirm the advantages of novel designs in terms of efficiency and accuracy, as previously suggested by simulation studies.
- The results support the adoption of advanced dose-finding methodologies in oncology trials to improve drug development efficiency and patient safety.
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