Tighiouart Mourad
Cedars-Sinai Medical Center, Los Angeles, USA.
J R Stat Soc Ser C Appl Stat. 2019 Jan;68(1):235-250. doi: 10.1111/rssc.12294. Epub 2018 Jun 22.
We present a two-stage phase I/II design of a combination of two drugs in cancer clinical trials. The goal is to estimate safe dose combination regions with a desired level of efficacy. In stage I, conditional escalation with overdose control is used to allocate dose combinations to successive cohorts of patients and the maximum tolerated dose curve is estimated as a function of Bayes estimates of the model parameters. In stage II, we propose a Bayesian adaptive design for conducting the phase II trial to determine dose combination regions along the MTD curve with a desired level of efficacy. The methodology is evaluated by extensive simulations and application to a real trial.
我们提出了一种用于癌症临床试验中两种药物联合使用的两阶段I/II期设计。目标是估计具有所需疗效水平的安全剂量联合区域。在第一阶段,使用带有过量控制的条件递增法将剂量联合分配给连续的患者队列,并将最大耐受剂量曲线估计为模型参数的贝叶斯估计的函数。在第二阶段,我们提出一种贝叶斯自适应设计,用于进行II期试验,以确定沿着最大耐受剂量曲线且具有所需疗效水平的剂量联合区域。通过广泛的模拟和在实际试验中的应用对该方法进行了评估。