论文标题

具有竞争风险生存结果的放射性疗法的贝叶斯精确响应自适应II期临床试验设计

A Bayesian Precision Response-adaptive Phase II Clinical Trial Design for Radiotherapies with Competing Risk Survival Outcomes

论文作者

Park, Jina, Hu, Wenjing, Jin, Ick Hoon, Liu, Hao, Zang, Yong

论文摘要

近几十年来,许多II期临床试验都将生存结果用作主要终点。假设使用生存结果在II期试验中评估放射疗法。在这种情况下,经常出现竞争风险问题,因为疾病进展的时间可以被正常组织并发症的时间审查,反之亦然。此外,许多文献研究了接受相同放疗剂量的患者由于其异质辐射易感性状态而产生不同的反应。因此,“一剂量拟合”策略通常会失败,并且使用辐射易感性状态定义的亚组评估亚组特异性治疗效果更为相关。在本文中,我们提出了一项贝叶斯精确的II期试验设计,以评估放射疗法的亚组特异性治疗效果。我们使用特定原因的危害方法来对竞争风险生存结果进行建模。我们建议根据每个患者的辐射易感性状况来限制候选辐射剂量。仅考虑临床上可行的个性化剂量,这可以提高试验中患者的好处。此外,我们提出了一个分层的贝叶斯自适应随机化方案,以便将更多的患者随机分为剂量报告,以报告更有利的生存结果。数值研究表明,拟议的设计表现良好,超越了常规设计,而忽略了竞争风险问题。

Many phase II clinical trials have used survival outcomes as the primary endpoints in recent decades. Suppose the radiotherapy is evaluated in a phase II trial using survival outcomes. In that case, the competing risk issue often arises because the time to disease progression can be censored by the time to normal tissue complications, and vice versa. Besides, much literature has examined that patients receiving the same radiotherapy dose may yield distinct responses due to their heterogeneous radiation susceptibility statuses. Therefore, the "one-dose-fit-all" strategy often fails, and it is more relevant to evaluate the subgroup-specific treatment effect with the subgroup defined by the radiation susceptibility status. In this paper, we propose a Bayesian precision phase II trial design evaluating the subgroup-specific treatment effects of radiotherapy. We use the cause-specific hazard approach to model the competing risk survival outcomes. We propose restricting the candidate radiation doses based on each patient's radiation susceptibility status. Only the clinically feasible personalized dose will be considered, which enhances the benefit for the patients in the trial. In addition, we propose a stratified Bayesian adaptive randomization scheme such that more patients will be randomized to the dose reporting more favorable survival outcomes. Numerical studies have shown that the proposed design performed well and outperformed the conventional design ignoring the competing risk issue.

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