Performance of prior event rate ratio method in the presence of differential mortality or dropout
Performance of prior event rate ratio method in the presence of differential mortality or dropout
Purpose: Prior event rate ratio (PERR) method was proposed to control for unmeasured confounding in real-world evaluation of effectiveness and safety of pharmaceutical products. A widely cited simulation study showed that PERR estimate of treatment effect was biased in the presence of differential morality/dropout. However, the study only considered one specific PERR estimator of treatment effect and one specific scenario of differential mortality/dropout. To enhance understanding of the method, we replicated and extended the simulation to consider an alternative PERR estimator and multiple scenarios. Methods: Simulation studies were performed with varying rate of mortality/dropout, including the same scenario in the previous study in which mortality/dropout was simultaneously influenced by treatment, confounder and prior event and scenarios that differed in the determinants of mortality/dropout. In addition to the PERR estimator used in the previous study (PERR_Prev) that involved data form both completers and non-completers, we also evaluated an alternative PERR estimator (PERR_Comp) that used data only from completers. Results: The bias of PERR_Prev in the previously considered mortality/dropout scenario was replicated. Bias of PERR_Comp was only about one-third in magnitude as compared to that of PERR_Prev in this scenario. Furthermore, PERR_Prev did but PERR_Comp did not give biased estimates of treatment effect in scenarios that mortality/dropout was influenced by treatment or confounder but not prior event. Conclusions: The PERR is better seen as a methodological framework. Its performance depends on the specifications within the framework. PERR_Comp provides unbiased estimates unless mortality/dropout is affected by prior event.
Yin Bun Cheung、Xiangmei Ma
医学研究方法
Yin Bun Cheung,Xiangmei Ma.Performance of prior event rate ratio method in the presence of differential mortality or dropout[EB/OL].(2025-05-27)[2025-06-12].https://arxiv.org/abs/2505.20757.点此复制
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