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诺氏疟原虫的传播与控制:一项数学建模研究

Transmission and control of Plasmodium knowlesi: a mathematical modelling study.

作者信息

Imai Natsuko, White Michael T, Ghani Azra C, Drakeley Chris J

机构信息

Department of Immunology and Infection, London School of Hygiene and Tropical Medicine, London, United Kingdom; MRC Centre for Outbreak Analysis and Modelling, Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom.

MRC Centre for Outbreak Analysis and Modelling, Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom.

出版信息

PLoS Negl Trop Dis. 2014 Jul 24;8(7):e2978. doi: 10.1371/journal.pntd.0002978. eCollection 2014 Jul.

Abstract

INTRODUCTION

Plasmodium knowlesi is now recognised as a leading cause of malaria in Malaysia. As humans come into increasing contact with the reservoir host (long-tailed macaques) as a consequence of deforestation, assessing the potential for a shift from zoonotic to sustained P. knowlesi transmission between humans is critical.

METHODS

A multi-host, multi-site transmission model was developed, taking into account the three areas (forest, farm, and village) where transmission is thought to occur. Latin hypercube sampling of model parameters was used to identify parameter sets consistent with possible prevalence in macaques and humans inferred from observed data. We then explore the consequences of increasing human-macaque contact in the farm, the likely impact of rapid treatment, and the use of long-lasting insecticide-treated nets (LLINs) in preventing wider spread of this emerging infection.

RESULTS

Identified model parameters were consistent with transmission being sustained by the macaques with spill over infections into the human population and with high overall basic reproduction numbers (up to 2267). The extent to which macaques forage in the farms had a non-linear relationship with human infection prevalence, the highest prevalence occurring when macaques forage in the farms but return frequently to the forest where they experience higher contact with vectors and hence sustain transmission. Only one of 1,046 parameter sets was consistent with sustained human-to-human transmission in the absence of macaques, although with a low human reproduction number (R(0H) = 1.04). Simulations showed LLINs and rapid treatment provide personal protection to humans with maximal estimated reductions in human prevalence of 42% and 95%, respectively.

CONCLUSION

This model simulates conditions where P. knowlesi transmission may occur and the potential impact of control measures. Predictions suggest that conventional control measures are sufficient at reducing the risk of infection in humans, but they must be actively implemented if P. knowlesi is to be controlled.

摘要

引言

诺氏疟原虫现已被认为是马来西亚疟疾的主要病因。由于森林砍伐,人类与储存宿主(食蟹猴)的接触日益增加,因此评估诺氏疟原虫从动物传播向人间持续传播转变的可能性至关重要。

方法

开发了一个多宿主、多地点传播模型,考虑了被认为会发生传播的三个区域(森林、农场和村庄)。使用模型参数的拉丁超立方抽样来确定与从观察数据推断出的猕猴和人类可能的流行率一致的参数集。然后,我们探讨了农场中人与猕猴接触增加的后果、快速治疗的可能影响以及使用长效杀虫剂处理蚊帐(LLINs)在预防这种新出现感染的更广泛传播方面的作用。

结果

确定的模型参数与猕猴维持传播并将感染溢出到人类群体以及总体基本繁殖数较高(高达2267)一致。猕猴在农场觅食的程度与人类感染流行率呈非线性关系,当猕猴在农场觅食但经常返回森林时,人类感染流行率最高,因为它们在森林中与媒介接触更多,从而维持传播。在没有猕猴的情况下,1046个参数集中只有一个与人间持续传播一致,尽管人类繁殖数较低(R(0H)=1.04)。模拟表明,LLINs和快速治疗可为人类提供个人保护,估计人类感染率的最大降低分别为42%和95%。

结论

该模型模拟了诺氏疟原虫可能发生传播的条件以及控制措施的潜在影响。预测表明,传统控制措施足以降低人类感染风险,但要控制诺氏疟原虫,必须积极实施这些措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4b70/4109903/da2e8a13a69a/pntd.0002978.g001.jpg

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