A hybrid transmission model for Plasmodium vivax accounting for superinfection, immunity and the hypnozoite reservoir.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-05-21 DOI:10.1007/s00285-024-02088-7
Somya Mehra, Peter G Taylor, James M McCaw, Jennifer A Flegg
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Abstract

Malaria is a vector-borne disease that exacts a grave toll in the Global South. The epidemiology of Plasmodium vivax, the most geographically expansive agent of human malaria, is characterised by the accrual of a reservoir of dormant parasites known as hypnozoites. Relapses, arising from hypnozoite activation events, comprise the majority of the blood-stage infection burden, with implications for the acquisition of immunity and the distribution of superinfection. Here, we construct a novel model for the transmission of P. vivax that concurrently accounts for the accrual of the hypnozoite reservoir, (blood-stage) superinfection and the acquisition of immunity. We begin by using an infinite-server queueing network model to characterise the within-host dynamics as a function of mosquito-to-human transmission intensity, extending our previous model to capture a discretised immunity level. To model transmission-blocking and antidisease immunity, we allow for geometric decay in the respective probabilities of successful human-to-mosquito transmission and symptomatic blood-stage infection as a function of this immunity level. Under a hybrid approximation-whereby probabilistic within-host distributions are cast as expected population-level proportions-we couple host and vector dynamics to recover a deterministic compartmental model in line with Ross-Macdonald theory. We then perform a steady-state analysis for this compartmental model, informed by the (analytic) distributions derived at the within-host level. To characterise transient dynamics, we derive a reduced system of integrodifferential equations, likewise informed by our within-host queueing network, allowing us to recover population-level distributions for various quantities of epidemiological interest. In capturing the interplay between hypnozoite accrual, superinfection and acquired immunity-and providing, to the best of our knowledge, the most complete population-level distributions for a range of epidemiological values-our model provides insights into important, but poorly understood, epidemiological features of P. vivax.

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考虑到超级感染、免疫力和原虫库的间日疟原虫混合传播模型。
疟疾是一种病媒传染的疾病,在全球南部地区造成严重损失。间日疟原虫是地域分布最广的人类疟疾病原体,其流行病学的特点是积累了大量休眠寄生虫,即下吸虫。由下吸虫活化事件引起的复发占血期感染负担的大部分,对免疫力的获得和超级感染的分布都有影响。在这里,我们构建了一个新的间日疟原虫传播模型,该模型同时解释了低佐虫储库的累积、(血液期)超级感染和免疫的获得。我们首先使用一个无限服务器队列网络模型来描述作为蚊子对人类传播强度函数的宿主内动态,并扩展我们以前的模型以捕捉离散的免疫水平。为了建立传播阻断和抗病免疫模型,我们允许人蚊成功传播和无症状血液阶段感染的概率随免疫水平呈几何级数衰减。在混合近似法中,宿主内部的概率分布被视为预期的种群比例,我们将宿主和病媒动力学结合起来,恢复出一个符合罗斯-麦克唐纳理论的确定性分区模型。然后,我们根据在宿主内部水平得出的(解析)分布,对该分区模型进行稳态分析。为了描述瞬态动力学特征,我们推导出了一个简化的积分微分方程系统,该系统同样参考了宿主内队列网络,使我们能够恢复流行病学关注的各种数量的群体级分布。我们的模型捕捉到了下生原虫累积、超级感染和获得性免疫之间的相互作用,并且据我们所知,为一系列流行病学数值提供了最完整的种群水平分布。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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