The relative efficiency of staircase and stepped wedge cluster randomised trial designs.

IF 1.6 3区 医学 Q3 HEALTH CARE SCIENCES & SERVICES
Kelsey L Grantham, Andrew B Forbes, Richard Hooper, Jessica Kasza
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引用次数: 0

Abstract

The stepped wedge design is an appealing longitudinal cluster randomised trial design. However, it places a large burden on participating clusters by requiring all clusters to collect data in all periods of the trial. The staircase design may be a desirable alternative: treatment sequences consist of a limited number of measurement periods before and after the implementation of the intervention. In this article, we explore the relative efficiency of the stepped wedge design to several variants of the 'basic staircase' design, which has one control followed by one intervention period in each sequence. We model outcomes using linear mixed models and consider a sampling scheme where each participant is measured once. We first consider a basic staircase design embedded within the stepped wedge design, then basic staircase designs with either more clusters or larger cluster-period sizes, with the same total number of participants and with fewer total participants than the stepped wedge design. The relative efficiency of the designs depends on the intracluster correlation structure, correlation parameters and the trial configuration, including the number of sequences and cluster-period size. For a wide range of realistic trial settings, a basic staircase design will deliver greater statistical power than a stepped wedge design with the same number of participants, and in some cases, with even fewer total participants.

阶梯型和阶梯型楔形聚类随机试验设计的相对效率。
阶梯式楔形设计是一种吸引人的纵向聚类随机试验设计。然而,它要求所有集群在试验的所有阶段收集数据,这给参与集群带来了很大的负担。阶梯设计可能是一种理想的替代方案:治疗序列由干预实施前后有限数量的测量周期组成。在本文中,我们探讨了阶梯式楔形设计相对于“基本阶梯”设计的几种变体的相对效率,“基本阶梯”设计在每个序列中有一个控制,然后是一个干预期。我们使用线性混合模型对结果进行建模,并考虑每个参与者测量一次的抽样方案。我们首先考虑嵌入楔形阶梯设计中的基本楼梯设计,然后考虑具有更多集群或更大集群周期大小的基本楼梯设计,参与者总数与楔形阶梯设计相同,但参与者总数更少。设计的相对效率取决于簇内相关结构、相关参数和试验配置,包括序列数量和簇周期大小。对于大范围的实际试验设置,基本的阶梯设计将比相同数量的参与者(在某些情况下,参与者总数甚至更少)的阶梯楔形设计提供更大的统计能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Statistical Methods in Medical Research
Statistical Methods in Medical Research 医学-数学与计算生物学
CiteScore
4.10
自引率
4.30%
发文量
127
审稿时长
>12 weeks
期刊介绍: Statistical Methods in Medical Research is a peer reviewed scholarly journal and is the leading vehicle for articles in all the main areas of medical statistics and an essential reference for all medical statisticians. This unique journal is devoted solely to statistics and medicine and aims to keep professionals abreast of the many powerful statistical techniques now available to the medical profession. This journal is a member of the Committee on Publication Ethics (COPE)
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