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使用广义估计方程(GEE)对整群随机试验中计数结果的比率进行样本量估计。

Sample size estimation for the ratio of count outcomes in a cluster randomized trial using GEE.

作者信息

Wang Jijia, Zhang Song, Ahn Chul

机构信息

Department of Applied Clinical Research, UT Southwestern Medical Center, Dallas, TX.

Peter O'Donnell School of Public Health, UT Southwestern Medical Center, Dallas, TX.

出版信息

Commun Stat Theory Methods. 2025;54(17):5470-5479. doi: 10.1080/03610926.2024.2439998. Epub 2025 Jan 5.

Abstract

Count outcomes often occur in cluster randomized trials. Particularly in the context of epidemiology, the ratio of incidence rates has been used to assess the effectiveness of an intervention. In practice, cluster sizes typically vary across clusters, and sample size estimation based on a constant cluster size assumption may lead to underpowered studies. To address this issue, we propose a sample size method based on the generalized estimating equation (GEE) approach to test the ratio of two incidence rates. A closed-form sample size formula is presented, which is flexible to account for unbalanced randomization and randomly varying cluster sizes. Simulations were performed to assess its performance. In cluster randomized trials of vaccine efficacy, the ratio of disease incidence rates has been frequently used to demonstrate that the vaccine reduces the occurrence of a disease compared to placebo or active control. An application example to the design of a vaccine efficacy cluster randomized trial is presented.

摘要

计数结果在整群随机试验中经常出现。特别是在流行病学背景下,发病率之比已被用于评估干预措施的有效性。在实际中,整群大小通常在各整群之间有所不同,基于恒定整群大小假设的样本量估计可能会导致研究效能不足。为解决这个问题,我们提出一种基于广义估计方程(GEE)方法的样本量计算方法,用于检验两个发病率之比。给出了一个封闭形式的样本量公式,该公式能够灵活地考虑不平衡随机化和随机变化的整群大小。进行了模拟以评估其性能。在疫苗效力的整群随机试验中,疾病发病率之比经常被用来证明与安慰剂或活性对照相比,疫苗可降低疾病的发生。给出了一个疫苗效力整群随机试验设计的应用实例。

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本文引用的文献

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