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Viral phylodynamics and the search for an 'effective number of infections

机译:病毒系统动力学和寻找有效感染数

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摘要

Information on the dynamics of the effective population size over time can be obtained from the analysis of phylogenies, through the application of time-varying coalescent models. This approach has been used to study the dynamics of many different viruses, and has demonstrated a wide variety of patterns, which have been interpreted in the context of changes over time in the 'effective number of infections', a quantity proportional to the number of infected individuals. However, for infectious diseases, the rate of coalescence is driven primarily by new transmissions i.e. the incidence, and only indirectly by the number of infected individuals through sampling effects. Using commonly used epidemiological models, we show that the coalescence rate may indeed reflect the number of infected individuals during the initial phase of exponential growth when time is scaled by infectivity, but in general, a single change in time scale cannot be used to estimate the number of infected individuals. This has important implications when integrating phylogenetic data in the context of other epidemiological data.
机译:可以通过应用时变合并模型从系统发育分析中获得有关有效种群数量随时间变化的动态信息。这种方法已被用于研究许多不同病毒的动态,并展示了多种模式,这些模式是在“有效感染数”随时间变化的背景下进行解释的,其数量与感染的数量成正比。受感染的个人。但是,对于传染病,凝聚率主要由新的传播途径即发病率驱动,而仅由抽样效应间接地由受感染个体的数量驱动。使用常用的流行病学模型,我们显示,当时间按传染性缩放时,合并率可能确实反映了指数增长初始阶段受感染个体的数量,但通常,时间尺度的单个变化不能用来估计受感染人数。当在其他流行病学数据的背景下整合系统发育数据时,这具有重要意义。

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