Department of Medicine, University of Toronto, Toronto, Canada.
Institute for Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada.
BMC Med Res Methodol. 2018 Oct 29;18(1):118. doi: 10.1186/s12874-018-0578-7.
Mediation analysis tests whether the relationship between two variables is explained by a third intermediate variable. We sought to describe the usage and reporting of mediation analysis with time-to-event outcomes in published healthcare research.
A systematic search of Medline, Embase, and Web of Science was executed in December 2016 to identify applications of mediation analysis to healthcare research involving a clinically relevant time-to-event outcome. We summarized usage over time and reporting of important methodological characteristics.
We included 149 primary studies, published from 1997 to 2016. Most studies were published after 2011 (n = 110, 74%), and the annual number of studies nearly doubled in the last year (from n = 21 to n = 40). A traditional approach (causal steps or change in coefficient) was most commonly taken (n = 87, 58%), and the majority of studies (n = 114, 77%) used a Cox Proportional Hazards regression for the outcome. Few studies (n = 52, 35%) mentioned any of the assumptions or limitations fundamental to a causal interpretation of mediation analysis.
There is increasing use of mediation analysis with time-to-event outcomes. Current usage is limited by reliance on traditional methods and the Cox Proportional Hazards model, as well as low rates of reporting of underlying assumptions. There is a need for formal criteria to aid authors, reviewers, and readers reporting or appraising such studies.
中介分析检验两个变量之间的关系是否可以由第三个中间变量来解释。我们旨在描述已发表的医疗保健研究中与临床相关的时间事件结局的中介分析的使用和报告情况。
2016 年 12 月,我们在 Medline、Embase 和 Web of Science 中进行了系统检索,以确定将中介分析应用于涉及临床相关时间事件结局的医疗保健研究的情况。我们总结了随时间的使用情况和对重要方法学特征的报告情况。
我们纳入了 1997 年至 2016 年发表的 149 项主要研究。大多数研究发表于 2011 年之后(n=110,74%),在过去一年中,研究数量几乎翻了一番(从 n=21 增加到 n=40)。最常采用的是传统方法(因果步骤或系数变化)(n=87,58%),大多数研究(n=114,77%)使用 Cox 比例风险回归来分析结局。很少有研究(n=52,35%)提到中介分析因果解释的基本假设或局限性。
随着时间的推移,使用时间事件结局的中介分析的情况越来越多。目前的使用受到限制,原因是依赖于传统方法和 Cox 比例风险模型,以及对基本假设的报告率较低。需要有正式的标准来帮助作者、评审员和读者报告或评估此类研究。