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Cancer immunotherapy trial design with random delayed treatment effect and cure rate
1Biostatistics and Bioinformatics Shared Resource Facility, University of Kentucky Markey Cancer Center, Lexington, Kentucky, USA.
Statistics in Medicine
|November 15, 2021
Summary
Cancer immunotherapy trials face design challenges due to delayed effects and long-term survivors. This study introduces a random delayed cure rate model to improve trial design and sample size estimation for these complex cancer treatments.
Area of Science:
- Oncology
- Biostatistics
- Clinical Trial Design
Background:
- Cancer immunotherapies show promise for advanced-stage cancers.
- Immunotherapy trials present unique challenges, including delayed treatment effects and long-term survivors, leading to nonproportional hazards.
- Existing trial designs struggle to adequately account for these complexities.
Purpose of the Study:
- To propose a general random delayed cure rate model for designing cancer immunotherapy trials.
- To develop a sample size formula for a weighted log-rank test within this new model.
- To evaluate the accuracy and sensitivity of the proposed methods.
Main Methods:
- Development of a general random delayed cure rate model.
- Derivation of a sample size formula for a weighted log-rank test.
- Simulation studies to assess sample size estimation accuracy and compare with existing methods.
- Investigation of the sensitivity to random delay time misspecification.
Main Results:
- The proposed random delayed cure rate model provides a framework for designing immunotherapy trials.
- A derived sample size formula offers improved estimation accuracy.
- Simulation results demonstrate the model's performance and highlight sensitivities to delay time assumptions.
Conclusions:
- The developed random delayed cure rate model and sample size formula are valuable tools for designing robust cancer immunotherapy trials.
- Accurate sample size estimation is crucial for trials with delayed effects and long-term survivors.
- The study provides insights into managing complexities in immunotherapy trial design.
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