A straightforward meta-analysis approach for oncology phase I dose-finding studies
Christian Röver1, Moreno Ursino2,3,4, Tim Friede1
1Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany.
This study introduces a robust two-stage method for estimating maximum tolerated doses in early-phase clinical trials. It combines penalized logistic regression and Bayesian meta-analysis for improved drug safety assessment.
Area of Science:
- Clinical Pharmacology
- Biostatistics
- Oncology Drug Development
Background:
- Phase I clinical studies assess drug safety and dose-toxicity relationships.
- Prior quantitative data from similar drugs is crucial but often underutilized.
- Existing methods may not adequately handle between-study heterogeneity.
Purpose of the Study:
- To propose a novel two-stage approach for estimating maximum tolerated doses (MTDs).
- To leverage quantitative data from previous studies for enhanced MTD estimation.
- To provide a robust methodology for early-phase clinical trial dose selection.
Main Methods:
- Utilized penalized logistic regression for dose-toxicity modeling.
- Employed Bayesian random-effects meta-analysis to account for heterogeneity.
- Implemented the approach using standard R packages for accessibility.
Main Results:
- The proposed two-stage method demonstrated robustness in simulations.
- The approach effectively integrates data from multiple studies.
- Monte Carlo simulations validated the method's performance.
Conclusions:
- The developed method offers a simple and robust way to estimate MTDs.
- This approach enhances the quantitative assessment of drug safety in early trials.
- The methodology is applicable to oncology and other therapeutic areas.
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