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空间异质环境中霍乱动力学的多尺度建模

Multi-scale modeling of cholera dynamics in a spatially heterogeneous environment.

作者信息

Ratchford Conrad, Wang Jin

机构信息

University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA.

出版信息

Math Biosci Eng. 2019 Nov 7;17(2):948-974. doi: 10.3934/mbe.2020051.

DOI:10.3934/mbe.2020051
PMID:32233565
Abstract

We propose a multi-group, multi-scale mathematical model to investigate the betweenhost and within-host dynamics of cholera. At the between-host level, we divide the total population into a number of host groups with different characteristics representing spatial heterogeneity. Our model incorporates the dual transmission pathways that include both the environment-to-human and human-to-human transmission routes. At the within-host level, our model describes the interaction among the pathogenic bacteria, viruses, and host immune response. For each host group, we couple the between-host disease transmission and within-host pathogen dynamics at different time scales. Our study thus integrates multi-scale modeling and multi-group modeling into one single framework. We describe the general modeling framework and demonstrate it through two specific and biologically important cases. We conduct detailed analysis for each case and obtain threshold results regarding the multi-scale dynamics of cholera in a spatially heterogeneous environment. In particular, we find that the between-host reproduction number is shaped by the collection of the disease risk factors from all the individual host groups. Our findings highlight the importance of a whole-population approach for cholera prevention and intervention.

摘要

我们提出了一个多群体、多尺度数学模型,以研究霍乱在宿主间和宿主体内的动态变化。在宿主间层面,我们将总人口划分为若干具有不同特征的宿主群体,以体现空间异质性。我们的模型纳入了包括环境到人类以及人类到人类传播途径的双重传播路径。在宿主体内层面,我们的模型描述了病原菌、病毒和宿主免疫反应之间的相互作用。对于每个宿主群体,我们在不同时间尺度上耦合了宿主间疾病传播和宿主体内病原体动态变化。因此,我们的研究将多尺度建模和多群体建模整合到了一个单一框架中。我们描述了一般建模框架,并通过两个具体且具有生物学重要性的案例进行了演示。我们对每个案例进行了详细分析,并获得了关于霍乱在空间异质环境中多尺度动态变化的阈值结果。特别是,我们发现宿主间繁殖数是由所有个体宿主群体的疾病风险因素集合所塑造的。我们的研究结果凸显了采用全人群方法进行霍乱预防和干预的重要性。

相似文献

1
Multi-scale modeling of cholera dynamics in a spatially heterogeneous environment.空间异质环境中霍乱动力学的多尺度建模
Math Biosci Eng. 2019 Nov 7;17(2):948-974. doi: 10.3934/mbe.2020051.
2
Modeling cholera dynamics at multiple scales: environmental evolution, between-host transmission, and within-host interaction.多尺度霍乱动力学建模:环境演变、宿主间传播和宿主内相互作用。
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Threshold dynamics of a nonlocal and delayed cholera model in a spatially heterogeneous environment.非局部时滞霍乱模型在空间异质环境中的阈值动力学。
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A cholera transmission model incorporating the impact of medical resources.纳入医疗资源影响的霍乱传播模型。
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Influence of human behavior on cholera dynamics.人类行为对霍乱动态的影响。
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An immuno-epidemiological model linking between-host and within-host dynamics of cholera.一种将宿主间和宿主内霍乱动力学联系起来的免疫流行病学模型。
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Disease dynamics in a coupled cholera model linking within-host and between-host interactions.一个耦合霍乱模型中的疾病动态,该模型将宿主内和宿主间的相互作用联系起来。
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Mathematical Models for Cholera Dynamics-A Review.霍乱动力学的数学模型——综述
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