论文标题

扩展SIRS流行病以允许免疫逐渐减弱

Extending SIRS epidemics to allow for gradual waning of immunity

论文作者

Khalifi, Mohamed El, Britton, Tom

论文摘要

Sirs流行模型假设个体免疫力(因感染和疫苗接种)在一个很大的飞跃中逐渐减弱,从完全免疫到完全的敏感性。对于许多相反减弱的疾病的免疫力,在Covid-19大流行期间,最近也感染的情况变得更加明显,在那里也有恢复感染的风险,并提供了增强疫苗以提高免疫力。本文考虑了一种流行病模型,允许这种逐渐减弱的免疫力(线性或指数减弱),从而扩展了SIRS流行病,并且还结合了疫苗接种。将免疫力逐渐减弱的两个版本与经典的SIRS流行相提并论,在该流行中,通过具有相同的\ EMPH {平均累积免疫}来校准这三个模型。所有型号均显示为具有相同的基本复制号$ R_0 $。但是,如果没有预防,指数减小的模型的患病率最高,经典SIRS模型的模型最低。同样,对于具有指数衰减的模型,达到和维持牛群免疫所需的疫苗供应量最高,对于经典SIRS模型而言最低。因此,如果真相接近于指数(或线性)的免疫力衰减,则基于SIRS流行的表达将低估流行水平,而关键的疫苗供应将不足以达到和维持牛群的免疫力。对于拟合COVID-19的参数选择,与经典SIRS流行模型相比,如果免疫线性逐渐减弱,免疫力呈线性降低,则疫苗供应的关键量高约50%,而当免疫力呈指数增长时,疫苗供应量高出约50%。

SIRS epidemic models assume that individual immunity (from infection and vaccination) wanes in one big leap, from complete immunity to complete susceptibility. For many diseases immunity on the contrary wanes gradually, something that's become even more evident during COVID-19 pandemic where also recently infected have a reinfection risk, and where booster vaccines are given to increase immunity. This paper considers an epidemic model allowing for such gradual waning of immunity (either linear or exponential waning) thereby extending SIRS epidemics, and also incorporates vaccination. The two versions for gradual waning of immunity are compared with the classic SIRS epidemic, where the three models are calibrated by having the same \emph{average cumulative immunity}. All models are shown to have identical basic reproduction number $R_0$. However, if no prevention is put in place, the exponential waning model has highest prevalence and the classic SIRS model has lowest. Similarly, the amount of vaccine supply needed to reach and maintain herd immunity is highest for the model with exponential decay of immunity and lowest for the classic SIRS model. consequently, if truth lies close to exponential (or linear) decay of immunity, expressions based on the SIRS epidemic will underestimate the endemic level and the critical vaccine supply will not be sufficient to reach and maintain herd immunity. For parameter choices fitting to COVID-19, the critical amount of vaccine supply is about 50% higher if immunity wanes linearly, and more than 150% higher when immunity wanes exponentially, as compared to the classic SIRS epidemic model.

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