Literature DB >> 36166462

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

Francesco Pizzitutti1, Gabrielle Bonnet2, Eloy Gonzales-Gustavson3, Sarah Gabriël4, William K Pan5,6, Ian W Pray7, Armando E Gonzalez8, Hector H Garcia9,10, Seth E O'Neal7,9.   

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.

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Year:  2022        PMID: 36166462      PMCID: PMC9514638          DOI: 10.1371/journal.pone.0275247

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.752


  22 in total

Review 1.  Approximate Bayesian Computation (ABC) in practice.

Authors:  Katalin Csilléry; Michael G B Blum; Oscar E Gaggiotti; Olivier François
Journal:  Trends Ecol Evol       Date:  2010-05-18       Impact factor: 17.712

2.  Sequential Monte Carlo without likelihoods.

Authors:  S A Sisson; Y Fan; Mark M Tanaka
Journal:  Proc Natl Acad Sci U S A       Date:  2007-01-30       Impact factor: 11.205

3.  To Really Know the Disease: Creating a Participatory Community Education Workshop about Taenia solium Focused on Physical, Economic, and Epidemiologic Evidence.

Authors:  Michelle Beam; Angela G Spencer; Ruth Atto; Roberto Camizan; Percy Vilchez; Claudio Muro; Ricardo Gamboa; Ian Pray; Brian Garvey; Lauralee Fernandez; Hector H Garcia; Seth E O'Neal
Journal:  Am J Trop Med Hyg       Date:  2019-06       Impact factor: 2.345

4.  Barriers to Participation in a Community-Based Program to Control Transmission of Taenia solium in Peru.

Authors:  Michelle Beam; Angela Spencer; Lauralee Fernandez; Ruth Atto; Claudio Muro; Percy Vilchez; Ricardo Gamboa; Sandra Olaya; Viterbo Ayvar; Armando E Gonzalez; Hector H Garcia; Seth E O'Neal
Journal:  Am J Trop Med Hyg       Date:  2018-04-12       Impact factor: 2.345

5.  Distribution and density of cysticerci of Taenia solium by muscle groups and organs in naturally infected local finished pigs in Tanzania.

Authors:  M E Boa; A A Kassuku; A L Willingham; J D Keyyu; I K Phiri; P Nansen
Journal:  Vet Parasitol       Date:  2002-06-03       Impact factor: 2.738

6.  Disease and mobility: a neglected factor in epidemiology.

Authors:  R M Prothero
Journal:  Int J Epidemiol       Date:  1977-09       Impact factor: 7.196

Review 7.  A systematic review of the frequency of neurocyticercosis with a focus on people with epilepsy.

Authors:  Patrick C Ndimubanzi; Hélène Carabin; Christine M Budke; Hai Nguyen; Ying-Jun Qian; Elizabeth Rainwater; Mary Dickey; Stephanie Reynolds; Julie A Stoner
Journal:  PLoS Negl Trop Dis       Date:  2010-11-02

8.  Re-visiting the detection of porcine cysticercosis based on full carcass dissections of naturally Taenia solium infected pigs.

Authors:  Mwelwa Chembensofu; K E Mwape; I Van Damme; E Hobbs; I K Phiri; M Masuku; G Zulu; A Colston; A L Willingham; B Devleesschauwer; A Van Hul; A Chota; N Speybroeck; D Berkvens; P Dorny; S Gabriël
Journal:  Parasit Vectors       Date:  2017-11-16       Impact factor: 3.876

9.  Evaluation of cross-reactivity to Taenia hydatigena and Echinococcus granulosus in the enzyme-linked immunoelectrotransfer blot assay for the diagnosis of porcine cysticercosis.

Authors:  Lucho Gomez-Puerta; Ana Vargas-Calla; Yesenia Castillo; Maria Teresa Lopez-Urbina; Pierre Dorny; Hector H Garcia; Armando E Gonzalez; Seth E O'Neal
Journal:  Parasit Vectors       Date:  2019-01-24       Impact factor: 3.876

10.  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.

Authors: 
Journal:  Gates Open Res       Date:  2019-09-26
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