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Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement

机译:随机对照试验中竞争风险的核算:回顾和改进建议

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摘要

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.
机译:在具有生存期或事件发生时间结局的研究中,竞争风险是一种事件,其发生排除了所关注的主要事件的发生。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。我们对在高影响力的普通医学杂志上发表的具有生存结果的随机对照试验进行了回顾。在我们确定的40项研究中,有31项(77.5%)可能具有竞争风险。但是,在大多数这些研究中,所描述的统计分析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,有24项(77.4%)报告了Kaplan–Meier生存分析的结果,而只有五项(16.1%)报告了使用累积发生率函数估算存在时随时间推移结局的发生率竞争风险。前一种方法往往会导致随时间推移高估结果的发生率,而后一种方法将导致随时间推移对主要结局发生率的无偏估计。在存在竞争风险的情况下,我们提供了有关分析和报告具有生存结果的随机对照试验的建议。 ©2017作者。 John Wiley&Sons Ltd.出版的《医学统计学》。

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