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加利福尼亚宿主-媒介群落中鼠疫持续存在的建模

Modeling plague persistence in host-vector communities in California.

作者信息

Foley Janet E, Zipser Jennifer, Chomel Bruno, Girvetz Evan, Foley Patrick

机构信息

Department of Medicine and Epidemiology, School of Veterinary Medicine, University of California, Davis, California 95616, USA.

出版信息

J Wildl Dis. 2007 Jul;43(3):408-24. doi: 10.7589/0090-3558-43.3.408.

Abstract

Plague is an enzootic disease in the western United States, even though long-term persistent infections do not seem to occur. Enzootic persistence may occur as a function of dynamic interactions between flea vectors and transiently infected hosts, but the specific levels of vector competence, host competence, and transmission and recovery rates that would promote persistence and emergence among wild hosts and vectors are not known. We developed a mathematical model of enzootic plague in the western United States and implemented the model with the following objectives: 1) to use matrix manipulation within a classic susceptible-->infective-->resistant-->susceptible (SIRS) model framework to describe transmission of the plague bacterium Yersinia pestis among rodents and fleas in California, 2) to perform sensitivity analysis with model parameters and variables to indicate which values tended to dominate model output, and 3) to determine whether enzootic maintenance would be predicted with realistic parameter values obtained from the literature for Y. pestis in California rodents and fleas. The model PlagueSIRS was implemented in discrete time as a computer simulation incorporating environmental stochasticity and seasonality, by using matrix functions in the computer language R, allowing any number of rodent and flea species to interact through parasitism and disease transmission. Sensitivity analysis indicated that the model was sensitive to flea attack rate, host recovery rate, and rodent host carrying capacity but relatively insensitive to changes in the duration of latent infection in the flea, host and vector competence, flea recovery from infection, and host mortality attributable to plague. Realistic parameters and variable values did allow for the model to predict enzootic plague in some combinations, specifically when rodent species that were susceptible to infection but resistant to morbidity were parasitized by multiple poorly competent flea species, including some that were present year-round. This model could be extended to similar vectorborne disease systems and could be used iteratively with data collection in sylvatic plague studies to better understand plague persistence and emergence in nature.

摘要

鼠疫是美国西部的一种动物流行病,尽管似乎不会发生长期持续感染。动物流行病的持续存在可能是跳蚤媒介与短暂感染宿主之间动态相互作用的结果,但促进野生宿主和媒介之间持续存在和出现的媒介能力、宿主能力以及传播和恢复率的具体水平尚不清楚。我们开发了一个美国西部动物鼠疫的数学模型,并基于以下目标实施该模型:1)在经典的易感→感染→抗性→易感(SIRS)模型框架内使用矩阵运算来描述鼠疫杆菌耶尔森氏菌在加利福尼亚州啮齿动物和跳蚤之间的传播,2)对模型参数和变量进行敏感性分析,以表明哪些值往往主导模型输出,3)根据从文献中获得的加利福尼亚州啮齿动物和跳蚤中鼠疫耶尔森氏菌的实际参数值,确定是否可以预测动物鼠疫的维持。鼠疫SIRS模型以离散时间形式作为计算机模拟实现,纳入了环境随机性和季节性,通过使用计算机语言R中的矩阵函数,允许任意数量的啮齿动物和跳蚤物种通过寄生和疾病传播相互作用。敏感性分析表明,该模型对跳蚤攻击率、宿主恢复率和啮齿动物宿主承载能力敏感,但对跳蚤潜伏感染持续时间、宿主和媒介能力、跳蚤感染恢复以及鼠疫导致的宿主死亡率的变化相对不敏感。实际的参数和变量值确实使模型能够在某些组合中预测动物鼠疫,特别是当易感但抗病的啮齿动物物种被多种能力较差的跳蚤物种寄生时,包括一些全年存在的跳蚤物种。该模型可以扩展到类似的媒介传播疾病系统,并可在野生动物鼠疫研究中与数据收集反复结合使用,以更好地理解鼠疫在自然界中的持续存在和出现。

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