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肺炎球菌疫苗预防成人严重下呼吸道感染:应用于登记数据的因果推断框架

Pneumococcal vaccination prevented severe LRTIs in adults: a causal inference framework applied in registry data.

作者信息

Mamouris Pavlos, Henrard Severine, Molenberghs Geert, Verhaegen Jan, Lin Guohao, Vaes Bert

机构信息

Department of Public Health and Primary Care, KU Leuven, Leuven, Belgium.

Clinical Pharmacy Research Group, Louvain Drug Research Institute (LDRI), Université catholique de Louvain, Brussels, Belgium; Institute of Health and Society (IRSS), Université catholique de Louvain, Brussels, Belgium.

出版信息

J Clin Epidemiol. 2022 Mar;143:118-127. doi: 10.1016/j.jclinepi.2021.12.008. Epub 2021 Dec 8.

Abstract

OBJECTIVES

We estimated the effect of pneumococcal vaccination (PV) on acute lower respiratory tract infections (LRTIs) in various age and risk groups using different methods within a causal inference methodological framework.

STUDY DESIGN AND SETTING

We used data from a general practitioners' morbidity registry for the year 2019. Both traditional statistical methods (regression-based and propensity score methods) and machine learning techniques were deployed. Multiple imputation was used to account for missing data. Relative risks (RRs) with 95% confidence intervals were estimated. Sensitivity analyses were performed to account for the severity of LRTIs and differences in vaccination registration.

RESULTS

All methods showed a standardized mean difference below 0.1 for each covariate. No method was found to be superior to another. PV (combination of conjugate and polysaccharide vaccine) had an overall protective effect for severe LRTIs. PV was protective in different age and risk groups, especially in people aged 50-84 years with an intermediate risk group.

CONCLUSION

Using several techniques, PV was found to prevent severe LRTIs and confirmed the recommendations of the Belgian Superior Health Council.

摘要

目的

我们在因果推断方法框架内,使用不同方法评估了肺炎球菌疫苗接种(PV)对不同年龄和风险组急性下呼吸道感染(LRTIs)的影响。

研究设计与背景

我们使用了来自2019年全科医生发病率登记处的数据。同时采用了传统统计方法(基于回归和倾向评分方法)以及机器学习技术。使用多重插补法处理缺失数据。估计了具有95%置信区间的相对风险(RRs)。进行敏感性分析以考虑LRTIs的严重程度和疫苗接种登记的差异。

结果

所有方法对每个协变量显示的标准化均差均低于0.1。未发现一种方法优于另一种方法。PV(结合疫苗和多糖疫苗)对严重LRTIs具有总体保护作用。PV在不同年龄和风险组中具有保护作用,尤其是在50 - 84岁的中度风险组人群中。

结论

使用多种技术发现,PV可预防严重LRTIs,并证实了比利时高级卫生委员会的建议。

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