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Use of the landmark method to address immortal person-time bias in comparative effectiveness research: a simulation study

机译:使用里程碑方法解决比较效果研究中的不朽人类偏见:模拟研究

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Observational comparative effectiveness and safety studies are often subject to immortal person-time, a period of follow-up during which outcomes cannot occur because of the treatment definition. Common approaches, like excluding immortal time from the analysis or naively including immortal time in the analysis, are known to result in biased estimates of treatment effect. Other approaches, such as the Mantel-Byar and landmark methods, have been proposed to handle immortal time. Little is known about the performance of the landmark method in different scenarios. We conducted extensive Monte Carlo simulations to assess the performance of the landmark method compared with other methods in settings that reflect realistic scenarios. We considered four landmark times for the landmark method. We found that the Mantel-Byar method provided unbiased estimates in all scenarios, whereas the exclusion and naive methods resulted in substantial bias when the hazard of the event was constant or decreased over time. The landmark method performed well in correcting immortal person-time bias in all scenarios when the treatment effect was small, and provided unbiased estimates when there was no treatment effect. The bias associated with the landmark method tended to be small when the treatment rate was higher in the early follow-up period than it was later. These findings were confirmed in a case study of chronic obstructive pulmonary disease. Copyright (C) 2016 John Wiley & Sons, Ltd.
机译:观察性比较有效性和安全性研究往往受不朽的人间 - 时间,由于治疗定义而无法发生的后续行动。众所周知,除了从分析或天真地包括分析中的不朽包括不朽的时间的不朽的时间之类的方法,可以导致治疗效果的偏差估计。已经提出了其他方法,例如Mantel-Byar和地标方法,以处理不朽的时间。关于地标法在不同场景中的性能很少。我们进行了广泛的蒙特卡罗模拟,以评估地标方法的性能与反映现实方案的设置中的其他方法相比。我们考虑了地标法的四次标志性次数。我们发现Mantel-BYAR方法在所有场景中提供了无偏见的估计,而排除和幼稚的方法导致当事件的危险常数或随时间减少时导致大幅偏差。当治疗效果小时,校正方法在校正所有情景中的所有情景中的不朽人时偏差,并且当没有治疗效果时提供了无偏估计。与地标方法相关的偏差趋于小,当时在早期后续期间的治疗率较高时往往小。在慢性阻塞性肺疾病的情况下证实了这些发现。版权所有(c)2016 John Wiley&Sons,Ltd。

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