Time-to-Event Bayesian Optimal Interval Design to Accelerate Phase I Trials

最大耐受剂量 增加物 毒性 医学 置信区间 贝叶斯概率 临床试验 计算机科学 统计 内科学 数学 人工智能 会计 业务 收益
作者
Ying Yuan,Ruitao Lin,Daniel Li,Lei Nie,Katherine E. Warren
出处
期刊:Clinical Cancer Research [American Association for Cancer Research]
卷期号:24 (20): 4921-4930 被引量:125
标识
DOI:10.1158/1078-0432.ccr-18-0246
摘要

Late-onset toxicity is common for novel molecularly targeted agents and immunotherapy. It causes major logistic difficulty for existing adaptive phase I trial designs, which require the observance of toxicity early enough to apply dose-escalation rules for new patients. The same logistic difficulty arises when the accrual is rapid. We propose the time-to-event Bayesian optimal interval (TITE-BOIN) design to accelerate phase I trials by allowing for real-time dose assignment decisions for new patients while some enrolled patients' toxicity data are still pending. Similar to the rolling six design, the TITE-BOIN dose-escalation/deescalation rule can be tabulated before the trial begins, making it transparent and simple to implement, but is more flexible in choosing the target dose-limiting toxicity (DLT) rate and has higher accuracy to identify the MTD. Compared with the more complicated model-based time-to-event continuous reassessment method (TITE-CRM), the TITE-BOIN has comparable accuracy to identify the MTD but is simpler to implement with substantially better overdose control. As the TITE-CRM is more aggressive in dose escalation, it is less likely to underdose patients. When there are no pending data, the TITE-BOIN seamlessly reduces to the BOIN design. Numerical studies show that the TITE-BOIN design supports continuous accrual without sacrificing patient safety or the accuracy of identifying the MTD, and therefore has great potential to accelerate early-phase drug development. Clin Cancer Res; 24(20); 4921-30. ©2018 AACR.
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