School of Public Health and Community Medicine, University of New South Wales, Sydney, NSW, Australia.
Center for Respiratory Diseases and Meningitis, National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa.
Influenza Other Respir Viruses. 2018 Jan;12(1):54-64. doi: 10.1111/irv.12498. Epub 2017 Dec 2.
Regression modeling methods are commonly used to estimate influenza-associated mortality using covariates such as laboratory-confirmed influenza activity in the population as a proxy of influenza incidence.
We examined the choices of influenza proxies that can be used from influenza laboratory surveillance data and their impact on influenza-associated mortality estimates.
Semiparametric generalized additive models with a smoothing spline were applied on national mortality data from South Africa and influenza surveillance data as covariates to obtain influenza-associated mortality estimates from respiratory causes from 2009 to 2013. Proxies examined included alternative ways of expressing influenza laboratory surveillance data such as weekly or yearly proportion or rate of positive samples, using influenza subtypes, or total influenza data and expressing the data as influenza season-specific or across all seasons.
Based on model fit, weekly proportion and influenza subtype-specific proxy formulation provided the best fit. The choice of proxies used gave large differences to mortality estimates, but the 95% confidence interval of these estimates overlaps.
Regardless of proxy chosen, mortality estimates produced may be broadly consistent and not statistically significant for public health practice.
回归建模方法常用于通过协变量来估计流感相关死亡率,如人群中经实验室确认的流感活动作为流感发病率的替代指标。
我们考察了可从流感实验室监测数据中选择的流感替代指标及其对流感相关死亡率估计的影响。
我们将半参数广义加性模型与平滑样条应用于南非国家死亡率数据和流感监测数据作为协变量,以获得 2009 年至 2013 年因呼吸道原因导致的流感相关死亡率估计值。检查的替代指标包括以不同方式表示流感实验室监测数据,例如每周或每年阳性样本的比例或比率、使用流感亚型或总流感数据,并将数据表示为流感季节特异性或所有季节。
基于模型拟合度,每周比例和流感亚型特异性代理公式提供了最佳拟合。所使用的替代指标的选择对死亡率估计值有很大差异,但这些估计值的 95%置信区间重叠。
无论选择哪种替代指标,为公共卫生实践产生的死亡率估计值可能大致一致且无统计学意义。