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具有应用于霍乱流行的周期性环境中的传染病的随机模型。

Stochastic models of infectious diseases in a periodic environment with application to cholera epidemics.

机构信息

Department of Mathematics and Statistics, Texas Tech University, Lubbock, TX, 79409, USA.

Department of Mathematics and Statistics, Washington State University, Pullman, WA, 99164, USA.

出版信息

J Math Biol. 2021 Apr 8;82(6):48. doi: 10.1007/s00285-021-01603-4.

Abstract

Seasonal variation affects the dynamics of many infectious diseases including influenza, cholera and malaria. The time when infectious individuals are first introduced into a population is crucial in predicting whether a major disease outbreak occurs. In this investigation, we apply a time-nonhomogeneous stochastic process for a cholera epidemic with seasonal periodicity and a multitype branching process approximation to obtain an analytical estimate for the probability of an outbreak. In particular, an analytic estimate of the probability of disease extinction is shown to satisfy a system of ordinary differential equations which follows from the backward Kolmogorov differential equation. An explicit expression for the mean (resp. variance) of the first extinction time given an extinction occurs is derived based on the analytic estimate for the extinction probability. Our results indicate that the probability of a disease outbreak, and mean and standard derivation of the first time to disease extinction are periodic in time and depend on the time when the infectious individuals or free-living pathogens are introduced. Numerical simulations are then carried out to validate the analytical predictions using two examples of the general cholera model. At the end, the developed theoretical results are extended to more general models of infectious diseases.

摘要

季节性变化会影响包括流感、霍乱和疟疾在内的许多传染病的动态。传染病个体首次传入人群的时间对于预测是否发生重大疾病爆发至关重要。在这项研究中,我们应用了具有季节性周期性的时变随机过程和多型分支过程逼近,以获得爆发概率的解析估计。特别是,疾病灭绝概率的解析估计满足了由向后柯尔莫哥洛夫微分方程得出的常微分方程组。基于灭绝概率的解析估计,推导出了在发生灭绝时第一灭绝时间的均值(或方差)的显式表达式。我们的结果表明,疾病爆发的概率、以及疾病首次灭绝的均值和标准差是时间周期性的,并且取决于传染病个体或自由生活病原体的引入时间。然后,使用一般霍乱模型的两个示例进行了数值模拟,以验证分析预测。最后,将开发的理论结果扩展到更一般的传染病模型。

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