Austin Peter C, Fine Jason P
Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada.
Institute of Health Management, Policy and Evaluation, University of Toronto, Toronto, Ontario, Canada.
Stat Med. 2017 Apr 15;36(8):1203-1209. doi: 10.1002/sim.7215. Epub 2017 Jan 19.
In studies with survival or time-to-event outcomes, a competing risk is an event whose occurrence precludes the occurrence of the primary event of interest. Specialized statistical methods must be used to analyze survival data in the presence of competing risks. We conducted a review of randomized controlled trials with survival outcomes that were published in high-impact general medical journals. Of 40 studies that we identified, 31 (77.5%) were potentially susceptible to competing risks. However, in the majority of these studies, the potential presence of competing risks was not accounted for in the statistical analyses that were described. Of the 31 studies potentially susceptible to competing risks, 24 (77.4%) reported the results of a Kaplan-Meier survival analysis, while only five (16.1%) reported using cumulative incidence functions to estimate the incidence of the outcome over time in the presence of competing risks. The former approach will tend to result in an overestimate of the incidence of the outcome over time, while the latter approach will result in unbiased estimation of the incidence of the primary outcome over time. We provide recommendations on the analysis and reporting of randomized controlled trials with survival outcomes in the presence of competing risks. © 2017 The Authors. Statistics in Medicine published by John Wiley & Sons Ltd.
在以生存或事件发生时间为结局的研究中,竞争风险是指其发生会排除感兴趣的主要事件发生的一种事件。在存在竞争风险的情况下,必须使用专门的统计方法来分析生存数据。我们对发表在高影响力综合医学期刊上的具有生存结局的随机对照试验进行了综述。在我们确定的40项研究中,31项(77.5%)可能易受竞争风险影响。然而,在这些研究中的大多数,在所述的统计分析中并未考虑竞争风险的潜在存在。在31项可能易受竞争风险影响的研究中,24项(77.4%)报告了Kaplan-Meier生存分析的结果,而只有5项(16.1%)报告在存在竞争风险的情况下使用累积发病率函数来估计结局随时间的发生率。前一种方法往往会导致对结局随时间发生率的高估,而后一种方法将导致对主要结局随时间发生率的无偏估计。我们针对存在竞争风险时具有生存结局的随机对照试验的分析和报告提供了建议。© 2017作者。《医学统计学》由John Wiley & Sons Ltd出版。