Dose-finding clinical trials in oncology aim to estimate the maximum tolerated dose (MTD), based on safety traditionally obtained from the clinician's perspective. While the collection of patient-reported outcomes (PROs) has been advocated to better inform treatment tolerability, there is a lack of guidance and methods on how to use PROs for dose assignments and recommendations. The PRO continual reassessment method (PRO-CRM) has been proposed to formally incorporate PROs to estimate the MTD, requiring complete follow-up of both clinician and patient toxicity information per dose cohort to assign the next cohort of patients. In this paper, we propose two extensions of the PRO-CRM, allowing continuous enrollment of patients and handling longer toxicity observation windows to capture late-onset or cumulative toxicities. The first method, the TITE-PRO-CRM, uses a weighted likelihood to include the partial follow-up information from PRO in estimating the MTD during and at the end of the trial. The second method, the TITE-CRM+PRO, uses clinician's information solely to inform dose assignments during the trial and incorporates PRO at the end of the trial for dose recommendation. Simulation studies show that the TITE-PRO-CRM performs similarly to the PRO-CRM in terms of dose recommendation and assignments during the trial while reducing trial duration. The TITE-CRM + PRO slightly underperforms compared to the TITE-PRO-CRM, but similar performance can be attained by requiring larger sample sizes. We also show that the proposed methods have similar performance under higher accrual rates, different toxicity hazards, and correlated time-to-clinician toxicity and time-to-patient toxicity data.
翻译:剂量确定临床试验旨在估计最大耐受剂量(MTD),通常从临床医生的角度获得安全性。虽然收集患者报告的结果(PRO)已被提倡以更好地评估治疗的耐受性,但目前缺乏关于如何将PRO用于剂量分配和推荐的指导和方法。已经提出了PRO连续再评估方法(PRO-CRM),以正式结合PRO以估计MTD,需要完整的临床医生和患者毒性信息的跟踪,以分配下一组患者。在本文中,我们提出了PRO-CRM的两个扩展,允许持续招募患者,并处理更长的毒性观察窗口,以捕捉迟发或累积的毒性。第一种方法TITE-PRO-CRM使用加权似然,在试验期间和试验结束时包括来自PRO的部分跟踪信息来估计MTD。第二种方法TITE-CRM+PRO仅使用临床医生的信息来推荐剂量,试验结束时结合PRO再次推荐。模拟研究表明,TITE-PRO-CRM在减少试验持续时间的同时,表现类似于PRO-CRM,可以推荐剂量和在试验期间分配剂量。TITE-CRM+ PRO略微劣于TITE-PRO-CRM,但可以通过要求更大的样本量来获得类似的性能。我们还展示了所提出的方法在更高的招募速率,不同的毒性风险以及相关的临床医生毒性时间和患者毒性时间数据下具有类似的性能。