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非局部验证的基于代理的西北秘鲁局部规模猪带绦虫传播模型参数化。

Non-local validated parametrization of an agent-based model of local-scale Taenia solium transmission in North-West Peru.

机构信息

Geography Institute, Universidad San Francisco De Quito, Quito, Ecuador.

Centre for the Mathematical Modelling of Infectious Diseases (CMMID), London School of Hygiene & Tropical Diseases, London, United Kingdom.

出版信息

PLoS One. 2022 Sep 27;17(9):e0275247. doi: 10.1371/journal.pone.0275247. eCollection 2022.

Abstract

The pork tapeworm, Taenia solium, is the cause of a preventable zoonotic disease, cysticercosis, affecting both pigs and humans. Continued endemic transmission of T. solium is a major contributor of epilepsy and other neurologic morbidity, and the source of important economic losses, in many rural areas of developing countries. Simulation modelling can play an important role in aiding the design and evaluation of strategies to control or even eliminate transmission of the parasite. In this paper, we present a new agent based model of local-scale T. solium transmission and a new, non-local, approach to the model calibration to fit model outputs to observed human taeniasis and pig cysticercosis prevalence simultaneously for several endemic villages. The model fully describes all relevant aspects of T. solium transmission, including the processes of pig and human infection, the spatial distribution of human and pig populations, the production of pork for human consumption, and the movement of humans and pigs in and out in several endemic villages of the northwest of Peru. Despite the high level of uncertainty associated with the empirical measurements of epidemiological data associated with T. solium, the non-local calibrated model parametrization reproduces the observed prevalences with an acceptable precision. It does so not only for the villages used to calibrate the model, but also for villages not included in the calibration process. This important finding demonstrates that the model, including its calibrated parametrization, can be successfully transferred within an endemic region. This will enable future studies to inform the design and optimization of T. solium control interventions in villages where the calibration may be prevented by the limited amount of empirical data, expanding the possible applications to a wider range of settings compared to previous models.

摘要

猪肉绦虫(Taenia solium)是一种可预防的人畜共患疾病——囊尾蚴病的病原体,会同时感染猪和人类。在许多发展中国家的农村地区,猪肉绦虫的持续地方流行传播是导致癫痫和其他神经疾病发病率高的主要因素之一,也是造成重要经济损失的根源。模拟建模可以在辅助设计和评估控制甚至消除寄生虫传播的策略方面发挥重要作用。在本文中,我们提出了一种新的基于主体的局部尺度猪肉绦虫传播模型,以及一种新的非局部方法来校准模型,以使模型输出与几个流行地区的人类带绦虫病和猪囊尾蚴病的流行率同时拟合。该模型全面描述了猪肉绦虫传播的所有相关方面,包括猪和人类感染的过程、人类和猪种群的空间分布、供人类食用的猪肉生产,以及秘鲁西北部几个流行地区的人类和猪的进出流动。尽管与猪肉绦虫相关的流行病学数据的经验测量存在高度不确定性,但非局部校准的模型参数化能够以可接受的精度再现观察到的流行率。它不仅适用于用于校准模型的村庄,也适用于未包含在校准过程中的村庄。这一重要发现表明,该模型(包括其经过校准的参数化)可以在流行地区内成功转移。这将使未来的研究能够在因经验数据有限而无法进行校准的村庄中为猪肉绦虫控制干预措施的设计和优化提供信息,与以前的模型相比,可以将可能的应用扩展到更广泛的环境。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/78d8/9514638/250122df46bc/pone.0275247.g001.jpg

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