From the Clinical Epidemiology Division, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.
Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.
Epidemiology. 2022 Sep 1;33(5):707-714. doi: 10.1097/EDE.0000000000001521. Epub 2022 Jun 24.
A valid study design is essential when assessing the safety of drugs based on observational data. The comparator group is a key element of the design and can greatly influence the results. The active comparator new user design is a go-to design in observational drug safety research where a target trial of initiation of a study drug versus usual care is emulated. A comparison with another treatment that targets similar patients as the study drug and has no effect on the outcome has great potential to reduce bias. However, the active comparator new user design can be difficult to implement because no suitable comparator drug is available or because it requires extensive exclusion of study drug initiators. In this analysis, we evaluated alternative study designs that can be used in drug safety assessments when the active comparator new user design is not optimal. Using target trial emulation as a common framework, we defined and evaluated the following designs: traditional no use, no-use episodes, active comparator new user, prevalent new user, generalized prevalent new user, and hierarchical prevalent new user. We showed that all designs can be implemented by using sequential cohorts and simply altering the patient selection criteria, i.e., identifying increasingly restrictive cohorts. In this way, all designs are nested in each other and the differences between them can be demonstrated clearly. We concluded that many study-specific factors need to be considered when choosing a design, including indication, available comparator drugs, treatment patterns, potential effect modification, and sample size.
在基于观察性数据评估药物安全性时,有效的研究设计至关重要。对照组是设计的关键要素,可极大地影响结果。活性对照新药使用者设计是观察性药物安全性研究中的首选设计,可模拟研究药物与常规护理相比的起始目标试验。与作为研究药物的治疗目标相似且对结局无影响的另一种治疗方法进行比较,具有极大的减少偏倚的潜力。但是,由于没有合适的对照药物,或者因为需要广泛排除研究药物的起始者,因此活性对照新药使用者设计可能难以实施。在本分析中,我们评估了在活性对照新药使用者设计不理想时可用于药物安全性评估的替代研究设计。我们以目标试验模拟作为通用框架,定义并评估了以下设计:传统未使用、未使用期、活性对照新药使用者、普遍新使用者、广义普遍新使用者和分层普遍新使用者。我们表明,所有设计都可以通过使用序贯队列并简单地改变患者选择标准(即,确定越来越严格的队列)来实现。通过这种方式,所有设计都嵌套在一起,可以清楚地展示它们之间的差异。我们得出结论,在选择设计时需要考虑许多特定于研究的因素,包括适应证、可用的对照药物、治疗模式、潜在的效应修饰以及样本量。