D'Arcy Monica, Stürmer Til, Lund Jennifer L
Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC.
Curr Epidemiol Rep. 2018 Sep;5(3):272-283. doi: 10.1007/s40471-018-0155-y. Epub 2018 Jul 6.
Pharmacoepidemiologic studies employing large databases are critical to evaluating the effectiveness and safety of drug exposures in large and diverse populations. Because treatment is not randomized, researchers must select a relevant comparison group for the treatment of interest. The comparator group can consist of individuals initiating: (1) a similarly indicated treatment (active comparator), (2) a treatment used for a different indication (inactive comparator) or (3) no particular treatment (non-initiators). Herein we review recent literature and describe considerations and implications of comparator selection in pharmacoepidemiologic studies.
Comparator selection depends on the scientific question and feasibility constraints. Because pharmacoepidemiologic studies rely on the choice to initiate or not initiate a specific treatment, rather than randomization, they are at-risk for confounding related to the comparator choice including: by indication, disease severity and frailty. We describe forms of confounding specific to pharmacoepidemiologic studies and discuss each comparator along with informative examples and a case study. We provide commentary on potential issues relevant to comparator selection in each study, highlighting the importance of understanding the population in whom the treatment is given and how patient characteristics are associated with the outcome.
Advanced statistical techniques may be insufficient for reducing confounding in observational studies. Evaluating the extent to which comparator selection may mitigate or induce systematic bias is a critical component of pharmacoepidemiologic studies.
利用大型数据库开展的药物流行病学研究对于评估不同大规模人群中药物暴露的有效性和安全性至关重要。由于治疗并非随机分配,研究人员必须为感兴趣的治疗选择一个相关的对照组。对照组可以由开始以下治疗的个体组成:(1)一种具有相似适应证的治疗(活性对照),(2)用于不同适应证的治疗(非活性对照)或(3)未进行特定治疗(未启动治疗者)。在此,我们综述近期文献,并描述药物流行病学研究中对照选择的注意事项及影响。
对照选择取决于科学问题和可行性限制。由于药物流行病学研究依赖于开始或不开始特定治疗的选择,而非随机化,它们存在与对照选择相关的混杂风险,包括:按适应证、疾病严重程度和虚弱程度。我们描述了药物流行病学研究特有的混杂形式,并结合信息丰富的实例和一个案例研究讨论了每种对照。我们对每项研究中与对照选择相关的潜在问题进行了评论,强调了了解接受治疗人群以及患者特征如何与结局相关联的重要性。
先进的统计技术可能不足以减少观察性研究中的混杂。评估对照选择在多大程度上可以减轻或引发系统偏差是药物流行病学研究的关键组成部分。