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Dose finding using the biased coin up-and-down design and isotonic regression
Mario Stylianou1, Nancy Flournoy
1Office of Biostatistics Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland 20892, USA. StylianM@nih.gov
This study compares dose-finding estimators for the biased coin design (BCD). A linearly interpolated isotonic regression estimate is simple and performs well for determining target doses with specific toxicity rates.
Area of Science:
- Biostatistics
- Clinical Trial Design
- Pharmacometrics
Background:
- Accurate dose-finding is crucial for drug development.
- The up-and-down biased coin design (BCD) is a method for dose escalation.
- Estimating the target dose with a specific toxicity rate is a key challenge.
Purpose of the Study:
- To investigate five estimators for the target dose within the BCD framework.
- To compare their performance in terms of accuracy and efficiency.
- To identify the most effective dose-finding estimator for the BCD.
Main Methods:
- Utilized maximum likelihood, weighted least squares, sample averages, and isotonic regression for dose estimation.
- Employed the up-and-down biased coin design (BCD) for dose escalation.
- Evaluated estimators based on mean square error and the average number of subjects needed for convergence.
Main Results:
- A linearly interpolated isotonic regression estimate demonstrated strong performance.
- This method was found to be simple to derive and implement.
- It performed comparably or superiorly to other estimators in most studied scenarios.
Conclusions:
- The linearly interpolated isotonic regression estimator is a recommended approach for dose-finding with the BCD.
- This method offers a balance of simplicity and statistical efficiency.
- It aids in achieving prespecified toxicity rates in clinical trials.
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