Evolutionary analysis of a coupled epidemic-voluntary vaccination behavior model with immunity waning on complex networks.

IF 3 3区 医学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Risk Analysis Pub Date : 2025-01-18 DOI:10.1111/risa.17699
Xueyu Meng, Yufei Fan, Yanan Qiao, Jianhong Lin, Zhiqiang Cai, Shubin Si
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Abstract

Vaccination is the most effective method of preventing and controlling the transmission of infectious diseases within populations. However, the phenomenon of waning immunity can induce periodic fluctuations in epidemic spreading. This study proposes a coupled epidemic-vaccination dynamic model to analyze the influence of immunity waning on the epidemic spreading within the context of voluntary vaccination. First, we establish an SIRSV (susceptible-infected-recovered-susceptible-vaccinated) compartment model to describe the transmission mechanism of infectious diseases based on the mean-field theory. Within this model, we incorporate a nonlinear infection rate with network topology and consider the waning natural and vaccine-induced immunity at the individual level. The evolutionary model of voluntary vaccination strategy is integrated into the SIRSV model to characterize the impact of vaccination behavior on the infectious disease transmission. We also consider two individual risk assessment methods, namely, the individual-based risk assessment (IB-RA) method and the society-based risk assessment (SB-RA) method, originating from local and global perspectives, respectively. Then, utilizing the next-generation matrix method, we derive the time-varying effective reproduction numbers of the model. Also, the theoretical analysis of optimal strategy thresholds in the individual decision-making process is also conducted. The results indicate that the thresholds obtained from the agent-based model (ABM) simulation method are consistent with the theoretical analysis, demonstrating the effectiveness of our model. Finally, we apply the coupled model to the COVID-19 pandemic in France, Germany, Italy, and the United Kingdom. This study analyzes the impact of waning immunity and provides early warning for the outbreak of the epidemics.

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复杂网络中具有免疫减弱的流行病-自愿疫苗接种耦合行为模型的进化分析。
接种疫苗是预防和控制传染病在人群中传播的最有效方法。然而,免疫力下降的现象会引起流行病传播的周期性波动。本文提出了一个流行病-疫苗接种耦合的动态模型,分析了在自愿接种疫苗的情况下,免疫力下降对流行病传播的影响。首先,基于平均场理论建立SIRSV(易感-感染-恢复-易感-接种)区室模型,描述传染病的传播机制。在这个模型中,我们结合了网络拓扑的非线性感染率,并考虑了个体水平上自然免疫和疫苗诱导免疫的减弱。将自愿疫苗接种策略的进化模型整合到SIRSV模型中,表征疫苗接种行为对传染病传播的影响。我们还考虑了两种个体风险评估方法,即基于个体的风险评估(IB-RA)方法和基于社会的风险评估(SB-RA)方法,分别来自本地和全球视角。然后,利用新一代矩阵法,导出了模型的时变有效再现数。同时,对个体决策过程中的最优策略阈值进行了理论分析。结果表明,基于智能体模型(ABM)仿真方法得到的阈值与理论分析结果一致,证明了模型的有效性。最后,我们将耦合模型应用于法国、德国、意大利和英国的COVID-19大流行。这项研究分析了免疫力下降的影响,并为流行病的爆发提供了早期预警。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Risk Analysis
Risk Analysis 数学-数学跨学科应用
CiteScore
7.50
自引率
10.50%
发文量
183
审稿时长
4.2 months
期刊介绍: Published on behalf of the Society for Risk Analysis, Risk Analysis is ranked among the top 10 journals in the ISI Journal Citation Reports under the social sciences, mathematical methods category, and provides a focal point for new developments in the field of risk analysis. This international peer-reviewed journal is committed to publishing critical empirical research and commentaries dealing with risk issues. The topics covered include: • Human health and safety risks • Microbial risks • Engineering • Mathematical modeling • Risk characterization • Risk communication • Risk management and decision-making • Risk perception, acceptability, and ethics • Laws and regulatory policy • Ecological risks.
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