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具有变化的人类和蚊子种群的疟疾模型中的持续振荡和反向分岔:对控制的启示

Persistent oscillations and backward bifurcation in a malaria model with varying human and mosquito populations: implications for control.

作者信息

Ngonghala Calistus N, Teboh-Ewungkem Miranda I, Ngwa Gideon A

机构信息

Department of Global Health and Social Medicine, Harvard Medical School, 641 Huntington Ave, Boston, MA, 02115, USA,

出版信息

J Math Biol. 2015 Jun;70(7):1581-622. doi: 10.1007/s00285-014-0804-9. Epub 2014 Jul 4.

Abstract

We derive and study a deterministic compartmental model for malaria transmission with varying human and mosquito populations. Our model considers disease-related deaths, asymptomatic immune humans who are also infectious, as well as mosquito demography, reproduction and feeding habits. Analysis of the model reveals the existence of a backward bifurcation and persistent limit cycles whose period and size is determined by two threshold parameters: the vectorial basic reproduction number Rm, and the disease basic reproduction number R0, whose size can be reduced by reducing Rm. We conclude that malaria dynamics are indeed oscillatory when the methodology of explicitly incorporating the mosquito's demography, feeding and reproductive patterns is considered in modeling the mosquito population dynamics. A sensitivity analysis reveals important control parameters that can affect the magnitudes of Rm and R0, threshold quantities to be taken into consideration when designing control strategies. Both Rm and the intrinsic period of oscillation are shown to be highly sensitive to the mosquito's birth constant λm and the mosquito's feeding success probability pw. Control of λm can be achieved by spraying, eliminating breeding sites or moving them away from human habitats, while pw can be controlled via the use of mosquito repellant and insecticide-treated bed-nets. The disease threshold parameter R0 is shown to be highly sensitive to pw, and the intrinsic period of oscillation is also sensitive to the rate at which reproducing mosquitoes return to breeding sites. A global sensitivity and uncertainty analysis reveals that the ability of the mosquito to reproduce and uncertainties in the estimations of the rates at which exposed humans become infectious and infectious humans recover from malaria are critical in generating uncertainties in the disease classes.

摘要

我们推导并研究了一个用于疟疾传播的确定性 compartments 模型,该模型考虑了人类和蚊子数量的变化。我们的模型考虑了与疾病相关的死亡、无症状但具有传染性的免疫人群,以及蚊子的种群统计学、繁殖和摄食习性。对该模型的分析揭示了存在一个反向分岔和持续的极限环,其周期和大小由两个阈值参数决定:媒介基本繁殖数 Rm 和疾病基本繁殖数 R0,通过降低 Rm 可以减小其大小。我们得出结论,当在对蚊子种群动态进行建模时考虑明确纳入蚊子的种群统计学、摄食和繁殖模式的方法时,疟疾动态确实是振荡的。敏感性分析揭示了重要的控制参数,这些参数会影响 Rm 和 R0 的大小,在设计控制策略时需要考虑这些阈值量。结果表明,Rm 和振荡的固有周期对蚊子的出生率常数 λm 和蚊子的摄食成功率 pw 高度敏感。可以通过喷洒、消除繁殖地或将其从人类栖息地移开来控制 λm,而 pw 可以通过使用驱蚊剂和经杀虫剂处理的蚊帐来控制。疾病阈值参数 R0 对 pw 高度敏感,振荡的固有周期对繁殖后的蚊子返回繁殖地的速率也很敏感。全局敏感性和不确定性分析表明,蚊子的繁殖能力以及暴露人群感染疟疾的速率和感染人群从疟疾中康复的速率估计中的不确定性,对于在疾病类别中产生不确定性至关重要。

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