Keeling M J, Gilligan C A
Department of Zoology, University of Cambridge, Downing Street, Cambridge CB2 3EJ, UK.
Proc Biol Sci. 2000 Nov 7;267(1458):2219-30. doi: 10.1098/rspb.2000.1272.
Bubonic plague (Yersinia pestis) is generally thought of as a historical disease; however, it is still responsible for around 1000-3000 deaths each year worldwide. This paper expands the analysis of a model for bubonic plague that encompasses the disease dynamics in rat, flea and human populations. Some key variables of the deterministic model, including the force of infection to humans, are shown to be robust to changes in the basic parameters, although variation in the flea searching efficiency, and the movement rates of rats and fleas will be considered throughout the paper. The stochastic behaviour of the corresponding metapopulation model is discussed, with attention focused on the dynamics of rats and the force of infection at the local spatial scale. Short-lived local epidemics in rats govern the invasion of the disease and produce an irregular pattern of human cases similar to those observed. However, the endemic behaviour in a few rat subpopulations allows the disease to persist for many years. This spatial stochastic model is also used to identify the criteria for the spread to human populations in terms of the rat density. Finally, the full stochastic model is reduced to the form of a probabilistic cellular automaton, which allows the analysis of a large number of replicated epidemics in large populations. This simplified model enables us to analyse the spatial properties of rat epidemics and the effects of movement rates, and also to test whether the emergent metapopulation behaviour is a property of the local dynamics rather than the precise details of the model.
腺鼠疫(鼠疫耶尔森菌)通常被认为是一种历史疾病;然而,它每年仍在全球范围内导致约1000至3000人死亡。本文扩展了对腺鼠疫模型的分析,该模型涵盖了大鼠、跳蚤和人类群体中的疾病动态。确定性模型的一些关键变量,包括对人类的感染强度,被证明对基本参数的变化具有鲁棒性,尽管在整篇论文中会考虑跳蚤搜索效率以及大鼠和跳蚤移动速率的变化。讨论了相应集合种群模型的随机行为,重点关注局部空间尺度上大鼠的动态和感染强度。大鼠中短暂的局部流行控制着疾病的传播,并产生与观察到的类似的不规则人类病例模式。然而,少数大鼠亚种群中的地方病行为使疾病能够持续多年。这个空间随机模型还用于根据大鼠密度确定疾病传播到人类群体的标准。最后,完整的随机模型简化为概率细胞自动机的形式,这使得能够分析大量人群中大量重复的流行病。这个简化模型使我们能够分析大鼠流行病的空间特性和移动速率的影响,还能测试出现的集合种群行为是局部动态的特性而非模型的精确细节。