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免疫肿瘤学试验设计中的统计和实践考虑因素。

Statistical and practical considerations in designing of immuno-oncology trials.

机构信息

Oncology Biometrics, AstraZeneca, Gaithersburg, USA.

Biostatistics, Moderna, Cambridge, USA.

出版信息

J Biopharm Stat. 2020 Nov 1;30(6):1130-1146. doi: 10.1080/10543406.2020.1815035. Epub 2020 Sep 10.

Abstract

The novel mechanism of action of immunotherapy agents, in treatment of various types of cancer, poses unique challenges during the designing of clinical trials. It is important to account for possibility of a delayed treatment effect and adjust sample size accordingly. This paper provides an analytical approach for computing sample size in the presence of a delayed effect using a piece-wise proportional hazards model. Failing to account for an anticipated treatment delay may result in considerable loss in power. The overall hazard ratio (HR), which now represents the average HR across the entire treatment period, can remain a meaningful measure of average benefit to patients in the trial. We show that, special consideration needs to be given for the designing of interim analyses related to futility, so as not to increase the probability of incorrectly stopping an effective agent. It is shown that the weighted log-rank test, using the Fleming-Harrington class of weights, can be used as supportive analysis to better reflect the impact of a delayed effect and possible long-term benefit in a subset of the overall population.

摘要

免疫疗法药物的新型作用机制在治疗各种类型的癌症方面提出了独特的挑战,这在临床试验的设计过程中尤为明显。在设计临床试验时,需要考虑到治疗效果延迟的可能性,并相应地调整样本量。本文提供了一种使用分段比例风险模型计算存在延迟效应时样本量的分析方法。如果未能考虑到预期的治疗延迟,可能会导致功效的显著损失。整体风险比(HR)现在代表整个治疗期间的平均 HR,仍然可以作为试验中患者平均获益的有意义的衡量标准。我们表明,需要特别注意与无效性相关的中期分析的设计,以免增加错误地停止有效药物的概率。结果表明,使用 Fleming-Harrington 类权重的加权对数秩检验可作为辅助分析,以更好地反映延迟效应和总体人群中一部分人群的潜在长期获益的影响。

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