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

Author:

Pizzitutti FrancescoORCID,Bonnet GabrielleORCID,Gonzales-Gustavson EloyORCID,Gabriël SarahORCID,Pan William K.ORCID,Pray Ian W.ORCID,Gonzalez Armando E.,Garcia Hector H.,O’Neal Seth E.ORCID,

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.

Funder

US National Institutes of Health National Institute of Allergy and Infectious Diseases

Publisher

Public Library of Science (PLoS)

Subject

Multidisciplinary

Reference28 articles.

1. A Systematic Review of the Frequency of Neurocyticercosis with a Focus on People with Epilepsy;PC Ndimubanzi;PLoS Neglected Tropical Diseases,2010

2. The World Health Organization 2030 goals for Taenia solium: Insights and perspectives from transmission dynamics modelling: CystiTeam Group for Epidemiology and Modelling of Taenia solium Taeniasis/Cysticercosis;CystiTeam Group for Epidemiology and Modelling of Taenia solium Taeniasis/Cysticercosis;Gates Open Res,2019

3. Strategies for tackling Taenia solium taeniosis/ cysticercosis: A systematic review and comparison of transmission models, including an assessment of the wider Taeniidae family transmission models;MA Dixon;PLoS Neglected Tropical Diseases,2019

4. Understanding transmission and control of the pork tapeworm with CystiAgent : a spatially explicit agent ‑ based model;IW Pray;Parasites & Vectors,2020

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