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A response adaptive design for ordinal categorical responses
Atanu Biswas1, Rahul Bhattacharya2, Soumyadeep Das2
1a Applied Statistics Unit , Indian Statistical Institute , Kolkata , India.
A novel adaptive clinical trial design enhances phase III studies using ordinal outcomes and the Goodman-Kruskal measure. This method improves treatment response assessment for conditions like trauma and rheumatoid arthritis.
Area of Science:
- Clinical Trials Methodology
- Biostatistics
- Ordinal Data Analysis
Background:
- Phase III clinical trials require robust designs for evaluating treatment efficacy.
- Ordinal categorical outcomes are common in clinical research but present analytical challenges.
- Adaptive designs allow for modifications during a trial, potentially increasing efficiency.
Purpose of the Study:
- To develop and evaluate a two-treatment response adaptive design for phase III trials.
- To utilize the Goodman-Kruskal measure of association for ordinal outcomes.
- To demonstrate the design's applicability and acceptability with real-world data.
Main Methods:
- Development of a novel two-treatment response adaptive design.
- Application of the Goodman-Kruskal measure of association for ordinal outcomes.
- Empirical and theoretical investigation of the design's statistical properties.
- Illustration using two distinct clinical trial datasets.
Main Results:
- The proposed adaptive design is theoretically sound and empirically validated.
- The Goodman-Kruskal measure effectively handles ordinal categorical treatment outcomes.
- The design demonstrated acceptability and practical utility in trauma and rheumatoid arthritis trials.
Conclusions:
- The developed adaptive design offers a valuable approach for phase III clinical trials with ordinal outcomes.
- This methodology enhances the statistical rigor and efficiency of treatment response evaluation.
- The design's successful application in diverse patient populations underscores its versatility.
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