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霍乱宿主内动力学建模:细菌与病毒的相互作用

Modeling the within-host dynamics of cholera: bacterial-viral interaction.

作者信息

Wang Xueying, Wang Jin

机构信息

a Department of Mathematics , Washington State University , Pullman , WA , USA.

b Department of Mathematics , University of Tennessee at Chattanooga , Chattanooga , TN , USA.

出版信息

J Biol Dyn. 2017 Aug;11(sup2):484-501. doi: 10.1080/17513758.2016.1269957. Epub 2016 Dec 22.

Abstract

Novel deterministic and stochastic models are proposed in this paper for the within-host dynamics of cholera, with a focus on the bacterial-viral interaction. The deterministic model is a system of differential equations describing the interaction among the two types of vibrios and the viruses. The stochastic model is a system of Markov jump processes that is derived based on the dynamics of the deterministic model. The multitype branching process approximation is applied to estimate the extinction probability of bacteria and viruses within a human host during the early stage of the bacterial-viral infection. Accordingly, a closed-form expression is derived for the disease extinction probability, and analytic estimates are validated with numerical simulations. The local and global dynamics of the bacterial-viral interaction are analysed using the deterministic model, and the result indicates that there is a sharp disease threshold characterized by the basic reproduction number [Formula: see text]: if [Formula: see text], vibrios ingested from the environment into human body will not cause cholera infection; if [Formula: see text], vibrios will grow with increased toxicity and persist within the host, leading to human cholera. In contrast, the stochastic model indicates, more realistically, that there is always a positive probability of disease extinction within the human host.

摘要

本文提出了用于霍乱宿主内动态变化的新型确定性模型和随机模型,重点关注细菌 - 病毒相互作用。确定性模型是一个描述两种弧菌和病毒之间相互作用的微分方程组。随机模型是基于确定性模型的动态推导出来的马尔可夫跳跃过程系统。多类型分支过程近似法用于估计细菌 - 病毒感染早期人类宿主内细菌和病毒的灭绝概率。据此,得出了疾病灭绝概率的闭式表达式,并用数值模拟验证了分析估计结果。使用确定性模型分析了细菌 - 病毒相互作用的局部和全局动态,结果表明存在一个以基本再生数[公式:见原文]为特征的尖锐疾病阈值:如果[公式:见原文],从环境摄入人体的弧菌不会引起霍乱感染;如果[公式:见原文],弧菌将随着毒性增加而生长并在宿主体内持续存在,导致人类霍乱。相比之下,随机模型更现实地表明,人类宿主内疾病灭绝始终存在正概率。

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