Cargando…

Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru

BACKGROUND: The pork tapeworm (Taenia solium) is a parasitic helminth that imposes a major health and economic burden on poor rural populations around the world. As recognized by the World Health Organization, a key barrier for achieving control of T. solium is the lack of an accurate and validated...

Descripción completa

Detalles Bibliográficos
Autores principales: Pray, Ian W., Pizzitutti, Francesco, Bonnet, Gabrielle, Gonzales-Gustavson, Eloy, Wakeland, Wayne, Pan, William K., Lambert, William E., Gonzalez, Armando E., Garcia, Hector H., O’Neal, Seth E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8575314/
https://www.ncbi.nlm.nih.gov/pubmed/34705827
http://dx.doi.org/10.1371/journal.pntd.0009885
_version_ 1784595654222282752
author Pray, Ian W.
Pizzitutti, Francesco
Bonnet, Gabrielle
Gonzales-Gustavson, Eloy
Wakeland, Wayne
Pan, William K.
Lambert, William E.
Gonzalez, Armando E.
Garcia, Hector H.
O’Neal, Seth E.
author_facet Pray, Ian W.
Pizzitutti, Francesco
Bonnet, Gabrielle
Gonzales-Gustavson, Eloy
Wakeland, Wayne
Pan, William K.
Lambert, William E.
Gonzalez, Armando E.
Garcia, Hector H.
O’Neal, Seth E.
author_sort Pray, Ian W.
collection PubMed
description BACKGROUND: The pork tapeworm (Taenia solium) is a parasitic helminth that imposes a major health and economic burden on poor rural populations around the world. As recognized by the World Health Organization, a key barrier for achieving control of T. solium is the lack of an accurate and validated simulation model with which to study transmission and evaluate available control and elimination strategies. CystiAgent is a spatially-explicit agent based model for T. solium that is unique among T. solium models in its ability to represent key spatial and environmental features of transmission and simulate spatially targeted interventions, such as ring strategy. METHODS/PRINCIPAL FINDINGS: We validated CystiAgent against results from the Ring Strategy Trial (RST)–a large cluster-randomized trial conducted in northern Peru that evaluated six unique interventions for T. solium control in 23 villages. For the validation, each intervention strategy was replicated in CystiAgent, and the simulated prevalences of human taeniasis, porcine cysticercosis, and porcine seroincidence were compared against prevalence estimates from the trial. Results showed that CystiAgent produced declines in transmission in response to each of the six intervention strategies, but overestimated the effect of interventions in the majority of villages; simulated prevalences for human taenasis and porcine cysticercosis at the end of the trial were a median of 0.53 and 5.0 percentages points less than prevalence observed at the end of the trial, respectively. CONCLUSIONS/SIGNIFICANCE: The validation of CystiAgent represented an important step towards developing an accurate and reliable T. solium transmission model that can be deployed to fill critical gaps in our understanding of T. solium transmission and control. To improve model accuracy, future versions would benefit from improved data on pig immunity and resistance, field effectiveness of anti-helminthic treatment, and factors driving spatial clustering of T. solium infections including dispersion and contact with T. solium eggs in the environment.
format Online
Article
Text
id pubmed-8575314
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-85753142021-11-09 Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru Pray, Ian W. Pizzitutti, Francesco Bonnet, Gabrielle Gonzales-Gustavson, Eloy Wakeland, Wayne Pan, William K. Lambert, William E. Gonzalez, Armando E. Garcia, Hector H. O’Neal, Seth E. PLoS Negl Trop Dis Research Article BACKGROUND: The pork tapeworm (Taenia solium) is a parasitic helminth that imposes a major health and economic burden on poor rural populations around the world. As recognized by the World Health Organization, a key barrier for achieving control of T. solium is the lack of an accurate and validated simulation model with which to study transmission and evaluate available control and elimination strategies. CystiAgent is a spatially-explicit agent based model for T. solium that is unique among T. solium models in its ability to represent key spatial and environmental features of transmission and simulate spatially targeted interventions, such as ring strategy. METHODS/PRINCIPAL FINDINGS: We validated CystiAgent against results from the Ring Strategy Trial (RST)–a large cluster-randomized trial conducted in northern Peru that evaluated six unique interventions for T. solium control in 23 villages. For the validation, each intervention strategy was replicated in CystiAgent, and the simulated prevalences of human taeniasis, porcine cysticercosis, and porcine seroincidence were compared against prevalence estimates from the trial. Results showed that CystiAgent produced declines in transmission in response to each of the six intervention strategies, but overestimated the effect of interventions in the majority of villages; simulated prevalences for human taenasis and porcine cysticercosis at the end of the trial were a median of 0.53 and 5.0 percentages points less than prevalence observed at the end of the trial, respectively. CONCLUSIONS/SIGNIFICANCE: The validation of CystiAgent represented an important step towards developing an accurate and reliable T. solium transmission model that can be deployed to fill critical gaps in our understanding of T. solium transmission and control. To improve model accuracy, future versions would benefit from improved data on pig immunity and resistance, field effectiveness of anti-helminthic treatment, and factors driving spatial clustering of T. solium infections including dispersion and contact with T. solium eggs in the environment. Public Library of Science 2021-10-27 /pmc/articles/PMC8575314/ /pubmed/34705827 http://dx.doi.org/10.1371/journal.pntd.0009885 Text en © 2021 Pray et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Pray, Ian W.
Pizzitutti, Francesco
Bonnet, Gabrielle
Gonzales-Gustavson, Eloy
Wakeland, Wayne
Pan, William K.
Lambert, William E.
Gonzalez, Armando E.
Garcia, Hector H.
O’Neal, Seth E.
Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru
title Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru
title_full Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru
title_fullStr Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru
title_full_unstemmed Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru
title_short Validation of a spatial agent-based model for Taenia solium transmission (“CystiAgent”) against a large prospective trial of control strategies in northern Peru
title_sort validation of a spatial agent-based model for taenia solium transmission (“cystiagent”) against a large prospective trial of control strategies in northern peru
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8575314/
https://www.ncbi.nlm.nih.gov/pubmed/34705827
http://dx.doi.org/10.1371/journal.pntd.0009885
work_keys_str_mv AT prayianw validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT pizzituttifrancesco validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT bonnetgabrielle validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT gonzalesgustavsoneloy validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT wakelandwayne validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT panwilliamk validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT lambertwilliame validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT gonzalezarmandoe validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT garciahectorh validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT onealsethe validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu
AT validationofaspatialagentbasedmodelfortaeniasoliumtransmissioncystiagentagainstalargeprospectivetrialofcontrolstrategiesinnorthernperu