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疟疾传播的空间动态。

Spatial dynamics of malaria transmission.

机构信息

Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America.

Quantitative Ecology and Resource Management, University of Washington, Seattle, Washington, United States of America.

出版信息

PLoS Comput Biol. 2023 Jun 12;19(6):e1010684. doi: 10.1371/journal.pcbi.1010684. eCollection 2023 Jun.

Abstract

The Ross-Macdonald model has exerted enormous influence over the study of malaria transmission dynamics and control, but it lacked features to describe parasite dispersal, travel, and other important aspects of heterogeneous transmission. Here, we present a patch-based differential equation modeling framework that extends the Ross-Macdonald model with sufficient skill and complexity to support planning, monitoring and evaluation for Plasmodium falciparum malaria control. We designed a generic interface for building structured, spatial models of malaria transmission based on a new algorithm for mosquito blood feeding. We developed new algorithms to simulate adult mosquito demography, dispersal, and egg laying in response to resource availability. The core dynamical components describing mosquito ecology and malaria transmission were decomposed, redesigned and reassembled into a modular framework. Structural elements in the framework-human population strata, patches, and aquatic habitats-interact through a flexible design that facilitates construction of ensembles of models with scalable complexity to support robust analytics for malaria policy and adaptive malaria control. We propose updated definitions for the human biting rate and entomological inoculation rates. We present new formulas to describe parasite dispersal and spatial dynamics under steady state conditions, including the human biting rates, parasite dispersal, the "vectorial capacity matrix," a human transmitting capacity distribution matrix, and threshold conditions. An [Formula: see text] package that implements the framework, solves the differential equations, and computes spatial metrics for models developed in this framework has been developed. Development of the model and metrics have focused on malaria, but since the framework is modular, the same ideas and software can be applied to other mosquito-borne pathogen systems.

摘要

罗斯-麦克唐纳模型对疟疾传播动力学和控制的研究产生了巨大影响,但它缺乏描述寄生虫传播、旅行和其他异质传播重要方面的特征。在这里,我们提出了一个基于斑块的微分方程建模框架,该框架通过足够的技能和复杂性扩展了罗斯-麦克唐纳模型,以支持恶性疟原虫疟疾控制的规划、监测和评估。我们设计了一个通用接口,用于基于新的蚊子吸血算法构建疟疾传播的结构化、空间模型。我们开发了新的算法来模拟成蚊的人口统计学、扩散和产卵,以响应资源的可用性。描述蚊子生态学和疟疾传播的核心动力组件被分解、重新设计并重新组装到一个模块化框架中。框架中的结构元素-人口分层、斑块和水生栖息地-通过灵活的设计相互作用,便于构建具有可扩展复杂性的模型集合,以支持疟疾政策的稳健分析和适应性疟疾控制。我们提出了更新的人类叮咬率和昆虫接种率定义。我们提出了新的公式来描述稳态条件下寄生虫的扩散和空间动态,包括人类叮咬率、寄生虫扩散、“媒介能力矩阵”、人类传播能力分布矩阵和阈值条件。已经开发了一个实现框架、求解微分方程并为该框架中开发的模型计算空间度量的[Formula: see text]包。模型和度量的开发侧重于疟疾,但由于框架是模块化的,因此相同的思想和软件可以应用于其他蚊媒病原体系统。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bfa/10289676/07543c193e87/pcbi.1010684.g001.jpg

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