Department of Applied Mathematics, Hong Kong Polytechnic University Hung Hom, , Kowloon, Hong Kong (SAR), People's Republic of China.
Proc Biol Sci. 2013 Sep 7;280(1766):20131345. doi: 10.1098/rspb.2013.1345.
Past influenza pandemics appear to be characterized by multiple waves of incidence, but the mechanisms that account for this phenomenon remain unclear. We propose a simple epidemic model, which incorporates three factors that might contribute to the generation of multiple waves: (i) schools opening and closing, (ii) temperature changes during the outbreak, and (iii) changes in human behaviour in response to the outbreak. We fit this model to the reported influenza mortality during the 1918 pandemic in 334 UK administrative units and estimate the epidemiological parameters. We then use information criteria to evaluate how well these three factors explain the observed patterns of mortality. Our results indicate that all three factors are important but that behavioural responses had the largest effect. The parameter values that produce the best fit are biologically reasonable and yield epidemiological dynamics that match the observed data well.
过去的流感大流行似乎具有多次发病的特征,但导致这种现象的机制仍不清楚。我们提出了一个简单的传染病模型,该模型包含三个可能导致多次发病的因素:(i)学校的开学和放假,(ii)爆发期间的温度变化,以及(iii)人类行为对爆发的反应的变化。我们将该模型拟合到 1918 年在英国 334 个行政单位报告的流感死亡率,并估计了流行病学参数。然后,我们使用信息准则来评估这三个因素对观察到的死亡率模式的解释程度。我们的结果表明,这三个因素都很重要,但行为反应的影响最大。产生最佳拟合的参数值在生物学上是合理的,并产生与观察数据很好匹配的流行病学动态。