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关于硬蜱传播病原体的建立模型:R0 的全局敏感性分析

A simple model for the establishment of tick-borne pathogens of Ixodes scapularis: a global sensitivity analysis of R0.

机构信息

School of Mathematical and Geospatial Sciences, RMIT University, GPO Box 2476, Melbourne, Victoria 3001, Australia.

出版信息

J Theor Biol. 2013 Oct 21;335:213-21. doi: 10.1016/j.jtbi.2013.06.035. Epub 2013 Jul 11.

Abstract

The basic reproduction number of a pathogen, R0, determines whether a pathogen will spread (R0>1), when introduced into a fully susceptible population or fade out (R0<1), because infected hosts do not, on average, replace themselves. In this paper we develop a simple mechanistic model for the basic reproduction number for a group of tick-borne pathogens that wholly, or almost wholly, depend on horizontal transmission to and from vertebrate hosts. This group includes the causative agent of Lyme disease, Borrelia burgdorferi, and the causative agent of human babesiosis, Babesia microti, for which transmission between co-feeding ticks and vertical transmission from adult female ticks are both negligible. The model has only 19 parameters, all of which have a clear biological interpretation and can be estimated from laboratory or field data. The model takes into account the transmission efficiency from the vertebrate host as a function of the days since infection, in part because of the potential for this dynamic to interact with tick phenology, which is also included in the model. This sets the model apart from previous, similar models for R0 for tick-borne pathogens. We then define parameter ranges for the 19 parameters using estimates from the literature, as well as laboratory and field data, and perform a global sensitivity analysis of the model. This enables us to rank the importance of the parameters in terms of their contribution to the observed variation in R0. We conclude that the transmission efficiency from the vertebrate host to Ixodes scapularis ticks, the survival rate of Ixodes scapularis from fed larva to feeding nymph, and the fraction of nymphs finding a competent host, are the most influential factors for R0. This contrasts with other vector borne pathogens where it is usually the abundance of the vector or host, or the vector-to-host ratio, that determine conditions for emergence. These results are a step towards a better understanding of the geographical expansion of currently emerging horizontally transmitted tick-borne pathogens such as Babesia microti, as well as providing a firmer scientific basis for targeted use of acaricide or the application of wildlife vaccines that are currently in development.

摘要

病原体的基本繁殖数(R0)决定了病原体是否会传播(R0>1),当它被引入完全易感的人群中,或者是否会消失(R0<1),因为受感染的宿主平均不会自我替代。在本文中,我们为一组完全或几乎完全依赖于水平传播到脊椎动物宿主和从脊椎动物宿主传播的蜱传病原体开发了一个简单的基本繁殖数机械模型。这组病原体包括莱姆病的病原体伯氏疏螺旋体(Borrelia burgdorferi)和人类巴贝斯虫病的病原体微小巴贝斯虫(Babesia microti),对于这两种病原体,在共同吸血的蜱和从成年雌蜱垂直传播之间,传播都是可以忽略不计的。该模型只有 19 个参数,所有参数都有明确的生物学解释,并且可以从实验室或现场数据中进行估计。该模型考虑了从脊椎动物宿主传播的效率作为感染后天数的函数,部分原因是这种动态与蜱的物候学相互作用的潜力,物候学也包含在模型中。这使得该模型与之前的蜱传病原体的 R0 类似模型有所区别。然后,我们使用文献估计值以及实验室和现场数据为 19 个参数定义了参数范围,并对模型进行了全局敏感性分析。这使我们能够根据参数对观察到的 R0 变化的贡献程度对参数的重要性进行排序。我们得出的结论是,从脊椎动物宿主到肩突硬蜱的传播效率、肩突硬蜱从饱食幼虫到吸血若虫的存活率,以及找到有能力的宿主的若虫比例,是 R0 最具影响力的因素。这与其他虫媒病原体形成对比,在其他虫媒病原体中,通常是载体或宿主的丰度,或载体与宿主的比例,决定了出现的条件。这些结果是对目前新兴的水平传播蜱传病原体(如微小巴贝斯虫)的地理扩张的更好理解的一步,同时也为有针对性地使用杀螨剂或应用目前正在开发的野生动物疫苗提供了更坚实的科学基础。

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