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Published on: June 19, 2018
A Novel Adaptive Design Approach for Early-Phase Clinical Trials to Optimize Vaccine Dosage
Xin Tong1,2, Dongfang You1, Fang Shao1
1Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing City, Jiangsu Province, China.
Introduction:
Vaccines are a cornerstone of global health, with their efficacy and safety dependent on appropriate dosage determination. Early-phase vaccination trials face significant challenges due to minimal toxicity and nonmonotonic dose response curves, creating a major obstacle in vaccine development. To address this gap, we propose a novel Bayesian phase I/II trial design for dose response curves exhibiting plateau or unimodal patterns to identify the optimal biological dose (OBD), effectively balancing efficacy and toxicity.
Methods:
We employ a logistic dose-efficacy design that makes dose-escalation and de-escalation decisions while simultaneously considering both efficacy and safety parameters. Extensive simulation studies evaluate the performance of this design.
Results:
Comparative analyses with commonly used vaccine dose-finding designs demonstrate that our method excels in identifying the optimal toxicity-efficacy trade-off, offering both simplicity and accuracy. Sensitivity analyses across various prior settings confirm the robustness and efficiency of our approach. Additionally, our design provides a user-friendly framework for clinicians, with superior operating performance compared to existing designs, particularly in terms of accuracy and robustness.
Discussion:
Our innovative Bayesian design represents a significant advancement in addressing the inherent challenges of early-phase vaccination clinical trials, offering improved accuracy and efficacy in vaccine dosage determination.
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