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使用改良的迭代参数估计方法校正随机肿瘤试验中治疗转换的治疗效果。

Correcting treatment effect for treatment switching in randomized oncology trials with a modified iterative parametric estimation method.

作者信息

Zhang Jin, Chen Cong

机构信息

Biostatistics and Research Decision Sciences, Merck Research Laboratories, 351 N. Sumneytown Pike, Upper Gwynedd, PA, 19454, U.S.A.

出版信息

Stat Med. 2016 Sep 20;35(21):3690-703. doi: 10.1002/sim.6923. Epub 2016 Feb 25.

Abstract

In randomized oncology trials, patients in the control arm are sometimes permitted to switch to receive experimental drug after disease progression. This is mainly due to ethical reasons or to reduce the patient dropout rate. While progression-free survival is not usually impacted by crossover, the treatment effect on overall survival can be highly confounded. The rank-preserving structural failure time (RPSFT) model and iterative parametric estimation (IPE) are the main randomization-based methods used to adjust for confounding in the analysis of overall survival. While the RPSFT has been extensively studied, the properties of the IPE have not been thoroughly examined and its application is not common. In this manuscript, we clarify the re-censoring algorithm needed for IPE estimation and incorporate it into a method we propose as modified IPE (MIPE). We compared the MIPE and RPSFT via extensive simulations and then walked through the analysis using the modified IPE in a real clinical trial. We provided practical guidance on bootstrap by examining the performance in estimating the variance and confidence interval for the MIPE. Our results indicate that the MIPE method with the proposed re-censoring rule is an attractive alternative to the RPSFT method. Copyright © 2016 John Wiley & Sons, Ltd.

摘要

在随机肿瘤试验中,有时允许对照组的患者在疾病进展后转而接受试验药物治疗。这主要是出于伦理原因或为了降低患者脱落率。虽然无进展生存期通常不会受到交叉的影响,但对总生存期的治疗效果可能会受到高度混淆。保序结构失效时间(RPSFT)模型和迭代参数估计(IPE)是用于在总生存期分析中调整混杂因素的主要基于随机化的方法。虽然RPSFT已得到广泛研究,但IPE的特性尚未得到充分检验,其应用也不常见。在本手稿中,我们阐明了IPE估计所需的重新截尾算法,并将其纳入我们提出的一种方法,即改良IPE(MIPE)。我们通过广泛的模拟比较了MIPE和RPSFT,然后在一项实际临床试验中使用改良IPE进行了分析。我们通过检验在估计MIPE的方差和置信区间方面的性能,为自助法提供了实用指导。我们的结果表明,具有所提出的重新截尾规则的MIPE方法是RPSFT方法的一个有吸引力的替代方法。版权所有© 2016约翰威立父子有限公司。

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