Centre for International Health, University of Bergen, Bergen, Norway.
Clin Infect Dis. 2012 Dec;55 Suppl 4(Suppl 4):S262-70. doi: 10.1093/cid/cis802.
If individuals in a case/control study are subsequently observed as a cohort of cases and a cohort of controls, weighted regression analyses can be used to estimate the association between the exposures initially recorded and events occurring during the follow-up of the 2 cohorts. Such analyses can be conceptualized as being undertaken on a reconstructed source population from which cases and controls stem. To simulate this population, the cohort of cases is added to the cohort of controls expanded with the reciprocal of the case disease incidence odds (the sampling weight) to include all individuals in the source population who did not develop the case disease. We use a simulated dataset to illustrate how weighted generalized linear model regression can be used to estimate the association between an exposure captured during the case/control study component and an outcome that occurs during follow-up.
如果在病例对照研究中个体随后被观察为病例队列和对照队列,可以使用加权回归分析来估计最初记录的暴露与 2 个队列随访期间发生的事件之间的关联。这种分析可以被概念化为对重建的源人群进行的分析,病例和对照来源于该人群。为了模拟该人群,将病例队列添加到对照队列中,扩展方法是用病例疾病发生率的倒数(抽样权重)除,以包含源人群中未发生病例疾病的所有个体。我们使用模拟数据集来说明如何使用加权广义线性模型回归来估计病例对照研究部分中捕获的暴露与随访期间发生的结果之间的关联。