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Cancer immunotherapy trial design with cure rate and delayed treatment effect
1Department of Statistics, University of Kentucky, Lexington, Kentucky.
Statistics in Medicine
|November 28, 2019
Summary
Designing cancer immunotherapy trials requires accounting for delayed effects and cure rates. A new piecewise proportional hazard cure rate model and sample size formula improve statistical power by addressing these unique trial features.
Area of Science:
- Oncology
- Biostatistics
- Clinical Trials
Background:
- Cancer immunotherapy trials exhibit unique characteristics, including delayed treatment effects and potential cure rates.
- These features violate standard proportional hazards model assumptions, potentially compromising trial design and statistical power.
Purpose of the Study:
- To propose a novel statistical model that accurately incorporates both delayed treatment effects and cure rates in cancer immunotherapy trial design.
- To develop a precise sample size formula for weighted log-rank tests, enhancing the statistical power of these trials.
Main Methods:
- A piecewise proportional hazards cure rate model was developed to address the complexities of immunotherapy trial data.
- A sample size formula was derived for a weighted log-rank test under a fixed alternative hypothesis.
- Simulation studies were conducted to assess the accuracy of the new sample size formula and compare it with existing methods.
Main Results:
- The proposed piecewise proportional hazards cure rate model effectively incorporates delayed treatment effects and cure rates.
- The derived sample size formula provides accurate calculations, outperforming existing methods in simulation studies.
- Illustrative analysis of a real immunotherapy trial highlights the practical application and balance between sample size and follow-up time.
Conclusions:
- The developed statistical framework and sample size formula are crucial for optimizing the design of cancer immunotherapy trials.
- Accurate consideration of delayed effects and cure rates is essential to avoid substantial loss of statistical power.
- This approach offers a more robust methodology for planning and conducting future immunotherapy studies.
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