论文标题
贝叶斯多部队去启动设计
Bayesian Multi-Arm De-Intensification Designs
论文作者
论文摘要
近年来,新的癌症治疗改善了多种组织学的生存。这些治疗剂中的一些,特别是治疗组合,通常与严重的治疗不良事件(AES)有关。因此,重要的是要确定替代性去强化疗法,例如剂量减少的疗法,具有降低的AE和类似功效。我们引入了用于多臂去启动研究的顺序设计。该设计基于毒性和疗效终点的建模,评估了当时不同剂量水平的多种脱敏疗法。我们研究了口咽癌脱胶化研究中设计的效用。我们使用贝叶斯非参数模型来有效性和毒性结果,以在临时和最终分析中定义决策规则。临时决定包括与护理标准(SOC)相比,由于实验臂的生存率较低而引起的研究,以及当有足够的非内部生存证据的证据时,从一个取消强化的治疗臂向另一个降低了剂量的过渡。我们使用来自人类乳头瘤病毒(HPV)相关的口咽癌的近期去启动研究的模拟和数据来评估设计的工作特性。
In recent years new cancer treatments improved survival in multiple histologies. Some of these therapeutics, and in particular treatment combinations, are often associated with severe treatment-related adverse events (AEs). It is therefore important to identify alternative de-intensified therapies, for example dose-reduced therapies, with reduced AEs and similar efficacy. We introduce a sequential design for multi-arm de-intensification studies. The design evaluates multiple de-intensified therapies at different dose levels, one at the time, based on modeling of toxicity and efficacy endpoints. We study the utility of the design in oropharynx cancer de-intensification studies. We use a Bayesian nonparametric model for efficacy and toxicity outcomes to define decision rules at interim and final analysis. Interim decisions include early termination of the study due to inferior survival of experimental arms compared to the standard of care (SOC), and transitions from one de-intensified treatment arm to another with a further reduced dose when there is sufficient evidence of non-inferior survival. We evaluate the operating characteristics of the design using simulations and data from recent de-intensification studies in human papillomavirus (HPV)-associated oropharynx cancer.