Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, ON, Canada.
Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
Clin Trials. 2024 Apr;21(2):199-210. doi: 10.1177/17407745231208397. Epub 2023 Nov 21.
BACKGROUND/AIMS: The stepped-wedge cluster randomized trial (SW-CRT), in which clusters are randomized to a time at which they will transition to the intervention condition - rather than a trial arm - is a relatively new design. SW-CRTs have additional design and analytical considerations compared to conventional parallel arm trials. To inform future methodological development, including guidance for trialists and the selection of parameters for statistical simulation studies, we conducted a review of recently published SW-CRTs. Specific objectives were to describe (1) the types of designs used in practice, (2) adherence to key requirements for statistical analysis, and (3) practices around covariate adjustment. We also examined changes in adherence over time and by journal impact factor.
We used electronic searches to identify primary reports of SW-CRTs published 2016-2022. Two reviewers extracted information from each trial report and its protocol, if available, and resolved disagreements through discussion.
We identified 160 eligible trials, randomizing a median (Q1-Q3) of 11 (8-18) clusters to 5 (4-7) sequences. The majority (122, 76%) were cross-sectional (almost all with continuous recruitment), 23 (14%) were closed cohorts and 15 (9%) open cohorts. Many trials had complex design features such as multiple or multivariate primary outcomes (50, 31%) or time-dependent repeated measures (27, 22%). The most common type of primary outcome was binary (51%); continuous outcomes were less common (26%). The most frequently used method of analysis was a generalized linear mixed model (112, 70%); generalized estimating equations were used less frequently (12, 8%). Among 142 trials with fewer than 40 clusters, only 9 (6%) reported using methods appropriate for a small number of clusters. Statistical analyses clearly adjusted for time effects in 119 (74%), for within-cluster correlations in 132 (83%), and for distinct between-period correlations in 13 (8%). Covariates were included in the primary analysis of the primary outcome in 82 (51%) and were most often individual-level covariates; however, clear and complete pre-specification of covariates was uncommon. Adherence to some key methodological requirements (adjusting for time effects, accounting for within-period correlation) was higher among trials published in higher versus lower impact factor journals. Substantial improvements over time were not observed although a slight improvement was observed in the proportion accounting for a distinct between-period correlation.
Future methods development should prioritize methods for SW-CRTs with binary or time-to-event outcomes, small numbers of clusters, continuous recruitment designs, multivariate outcomes, or time-dependent repeated measures. Trialists, journal editors, and peer reviewers should be aware that SW-CRTs have additional methodological requirements over parallel arm designs including the need to account for period effects as well as complex intracluster correlations.
背景/目的:阶梯式楔形群组随机试验(SW-CRT),其中群组随机分配到将过渡到干预条件的时间 - 而不是试验臂 - 是一种相对较新的设计。与传统的平行臂试验相比,SW-CRT 具有额外的设计和分析考虑因素。为了为未来的方法学发展提供信息,包括为试验人员提供指导和选择统计模拟研究的参数,我们对最近发表的 SW-CRT 进行了综述。具体目标是描述(1)实际使用的设计类型,(2)遵守统计分析关键要求的情况,以及(3)协变量调整的实践情况。我们还检查了随着时间的推移和期刊影响因子的变化而发生的变化。
我们使用电子搜索来确定 2016 年至 2022 年发表的 SW-CRT 的主要报告。两位审查员从每个试验报告及其方案中提取信息(如果有),并通过讨论解决分歧。
我们确定了 160 项符合条件的试验,将中位数(Q1-Q3)为 11(8-18)个的群组随机分配给 5(4-7)个序列。大多数(122 个,76%)是横断面(几乎都是连续招募),23 个(14%)是封闭队列,15 个(9%)是开放队列。许多试验具有复杂的设计特征,例如多变量或多变量主要结局(50 个,31%)或时间依赖性重复测量(27 个,22%)。最常见的主要结局类型是二项式(51%); 连续结局较少见(26%)。最常用的分析方法是广义线性混合模型(112 个,70%); 较少使用广义估计方程(12 个,8%)。在 142 个少于 40 个群组的试验中,只有 9 个(6%)报告使用了适合少量群组的方法。在 119 个(74%)试验中,132 个(83%)试验明确调整了时间效应,13 个(8%)试验调整了每个时期的独特相关性。在 82 个(51%)主要结局的主要分析中包含了协变量,并且最常是个体水平的协变量; 然而,协变量的明确和完整预指定并不常见。在发表于高影响力因子期刊和低影响力因子期刊的试验中,对一些关键方法学要求(调整时间效应,考虑同期相关性)的遵守情况更高。虽然观察到与时间相关的相关性略有改善,但未观察到随着时间的推移而发生重大改善。
未来的方法发展应优先考虑具有二项式或时间到事件结局、小数量群组、连续招募设计、多变量结局或时间依赖性重复测量的 SW-CRT 方法。试验人员、期刊编辑和同行评审人员应意识到,SW-CRT 除了需要考虑时期效应和复杂的群内相关性外,还具有比平行臂设计更多的方法学要求。