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具有事件发生时间终点的横断面阶梯楔形整群随机试验的功效计算。

Power calculation for cross-sectional stepped wedge cluster randomized trials with a time-to-event endpoint.

作者信息

Ryan Baumann Mary, Esserman Denise, Taljaard Monica, Li Fan

机构信息

Department of Population Health Sciences, University of Wisconsin-Madison, Madison, WI 53726, United States.

Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States.

出版信息

Biometrics. 2025 Apr 2;81(2). doi: 10.1093/biomtc/ujaf074.

DOI:10.1093/biomtc/ujaf074
PMID:40557765
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12188223/
Abstract

Stepped wedge cluster randomized trials (SW-CRTs) are a form of randomized trial whereby clusters are progressively transitioned from control to intervention, with the timing of transition randomized for each cluster. An important task at the design stage is to ensure that the planned trial has sufficient power. While methods for determining power have been well-developed for SW-CRTs with continuous and binary outcomes, limited methods for power calculation are available for SW-CRTs with censored time-to-event outcomes. In this article, we propose a stratified marginal Cox model to analyze cross-sectional SW-CRTs and then derive an explicit expression of the robust sandwich variance to facilitate power calculations without the need for computationally intensive simulations. Power formulas based on both the Wald and robust score tests are developed, assuming constant within-period and between-period correlation parameters, and are further validated via simulation under different finite-sample scenarios. Finally, we illustrate our methods in the context of a SW-CRT testing the effect of a new electronic reminder system on time to catheter removal in hospital settings. We also offer an R Shiny application to facilitate sample size and power calculations using our proposed methods.

摘要

阶梯楔形整群随机试验(SW-CRTs)是一种随机试验形式,其中整群逐步从对照状态转变为干预状态,每个整群的转变时间是随机的。设计阶段的一项重要任务是确保计划中的试验具有足够的检验效能。虽然对于具有连续和二元结局的SW-CRTs,确定检验效能的方法已经得到了很好的发展,但对于具有删失事件发生时间结局的SW-CRTs,可用的效能计算方法有限。在本文中,我们提出了一种分层边际Cox模型来分析横断面SW-CRTs,然后推导出稳健三明治方差的显式表达式,以便在无需进行计算密集型模拟的情况下进行效能计算。在假设周期内和周期间相关参数恒定的情况下,开发了基于Wald检验和稳健得分检验的效能公式,并通过不同有限样本情景下的模拟进一步验证。最后,我们在一项SW-CRT试验的背景下展示了我们的方法,该试验测试了一种新的电子提醒系统对医院环境中导管拔除时间的影响。我们还提供了一个R Shiny应用程序,以方便使用我们提出的方法进行样本量和效能计算。

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Power calculation for cross-sectional stepped wedge cluster randomized trials with a time-to-event endpoint.具有事件发生时间终点的横断面阶梯楔形整群随机试验的功效计算。
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本文引用的文献

1
Maintaining the validity of inference from linear mixed models in stepped-wedge cluster randomized trials under misspecified random-effects structures.在随机效应结构指定不当的阶段式楔形群组随机试验中,维持线性混合模型推论的有效性。
Stat Methods Med Res. 2024 Sep;33(9):1497-1516. doi: 10.1177/09622802241248382. Epub 2024 May 29.
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Information content of stepped wedge designs under the working independence assumption.工作独立性假设下阶梯楔形设计的信息含量
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4
A scoping review described diversity in methods of randomization and reporting of baseline balance in stepped-wedge cluster randomized trials.一项范围综述描述了在阶梯式楔形群组随机试验中,随机化方法和基线平衡报告的多样性。
J Clin Epidemiol. 2023 May;157:134-145. doi: 10.1016/j.jclinepi.2023.03.010. Epub 2023 Mar 15.
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Improving sandwich variance estimation for marginal Cox analysis of cluster randomized trials.提高群组随机试验边缘 Cox 分析中夹层方差估计的方法。
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Simulating time-to-event data subject to competing risks and clustering: A review and synthesis.模拟受竞争风险和聚类影响的事件发生时间数据:综述与综合分析
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7
Design and analysis of cluster randomized trials with time-to-event outcomes under the additive hazards mixed model.群组随机对照试验的设计与分析:在加性风险混合模型下的生存时间结局。
Stat Med. 2022 Oct 30;41(24):4860-4885. doi: 10.1002/sim.9541. Epub 2022 Jul 31.
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9
Comparison of statistical models for estimating intervention effects based on time-to-recurrent-event in stepped wedge cluster randomized trial using open cohort design.基于开放式队列设计的阶梯型楔形群随机试验中,估计再发事件时间的干预效果的统计模型比较。
BMC Med Res Methodol. 2022 Apr 26;22(1):123. doi: 10.1186/s12874-022-01552-6.
10
Sample size considerations for stepped wedge designs with subclusters.具有亚群组的阶乘楔形设计的样本量考虑。
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