Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time

Detalhes bibliográficos
Autor(a) principal: Ferreira, Claudia P. [UNESP]
Data de Publicação: 2017
Outros Autores: Lyra, Silas P. [UNESP], Azevedo, Franciane, Greenhalgh, David, Massad, Eduardo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1186/s12936-017-2014-6
http://hdl.handle.net/11449/175173
Resumo: Background: Evidence of changing in biting and resting behaviour of the main malaria vectors has been mounting up in recent years as a result of selective pressure by the widespread and long-term use of insecticide-treated bed nets (ITNs), and indoor residual spraying. The impact of resistance behaviour on malaria intervention efficacy has important implications for the epidemiology and malaria control programmes. In this context, a theoretical framework is presented to understand the mechanisms determining the evolution of feeding behaviour under the pressure of use of ITNs. Methods: An agent-based stochastic model simulates the impact of insecticide-treated bed nets on mosquito fitness by reducing the biting rates, as well as increasing mortality rates. The model also incorporates a heritability function that provides the necessary genetic plasticity upon which natural selection would act to maximize the fitness under the pressure of the control strategy. Results: The asymptotic equilibrium distribution of mosquito population versus biting time is shown for several daily uses of ITNs, and the expected disruptive selection on this mosquito trait is observed in the simulations. The relative fitness of strains that bite at much earlier time with respect to the wild strains, when a threshold of about 50% of ITNs coverage highlights the hypothesis of a behaviour selection. A sensitivity analysis has shown that the top three parameters that play a dominant role on the mosquito fitness are the proportion of individuals using bed nets and its effectiveness, the impact of bed nets on mosquito oviposition, and the mosquito genetic plasticity related to changing in biting time. Conclusion: By taking the evolutionary aspect into account, the model was able to show that the long-term use of ITNs, although representing an undisputed success in reducing malaria incidence and mortality in many affected areas, is not free of undesirable side effects. From the evolutionary point of view of the parasite virulence, it should be expected that plasmodium parasites would be under pressure to reduce their virulence. This speculative hypothesis can eventually be demonstrated in the medium to long-term use of ITNs.
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spelling Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting timeAgent based modelFitnessMosquito plasticitySensitivity analysisBackground: Evidence of changing in biting and resting behaviour of the main malaria vectors has been mounting up in recent years as a result of selective pressure by the widespread and long-term use of insecticide-treated bed nets (ITNs), and indoor residual spraying. The impact of resistance behaviour on malaria intervention efficacy has important implications for the epidemiology and malaria control programmes. In this context, a theoretical framework is presented to understand the mechanisms determining the evolution of feeding behaviour under the pressure of use of ITNs. Methods: An agent-based stochastic model simulates the impact of insecticide-treated bed nets on mosquito fitness by reducing the biting rates, as well as increasing mortality rates. The model also incorporates a heritability function that provides the necessary genetic plasticity upon which natural selection would act to maximize the fitness under the pressure of the control strategy. Results: The asymptotic equilibrium distribution of mosquito population versus biting time is shown for several daily uses of ITNs, and the expected disruptive selection on this mosquito trait is observed in the simulations. The relative fitness of strains that bite at much earlier time with respect to the wild strains, when a threshold of about 50% of ITNs coverage highlights the hypothesis of a behaviour selection. A sensitivity analysis has shown that the top three parameters that play a dominant role on the mosquito fitness are the proportion of individuals using bed nets and its effectiveness, the impact of bed nets on mosquito oviposition, and the mosquito genetic plasticity related to changing in biting time. Conclusion: By taking the evolutionary aspect into account, the model was able to show that the long-term use of ITNs, although representing an undisputed success in reducing malaria incidence and mortality in many affected areas, is not free of undesirable side effects. From the evolutionary point of view of the parasite virulence, it should be expected that plasmodium parasites would be under pressure to reduce their virulence. This speculative hypothesis can eventually be demonstrated in the medium to long-term use of ITNs.Departamento de Bioestatística IBB UNESPFaculdade de Computação e Engenharia Elétrica UNIFESSPADepartment of Mathematics and Statistics University of StrathclydeSchool of Medicine University of São PauloDepartamento de Bioestatística IBB UNESPUniversidade Estadual Paulista (Unesp)UNIFESSPAUniversity of StrathclydeUniversidade de São Paulo (USP)Ferreira, Claudia P. [UNESP]Lyra, Silas P. [UNESP]Azevedo, FrancianeGreenhalgh, DavidMassad, Eduardo2018-12-11T17:14:41Z2018-12-11T17:14:41Z2017-09-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://dx.doi.org/10.1186/s12936-017-2014-6Malaria Journal, v. 16, n. 1, 2017.1475-2875http://hdl.handle.net/11449/17517310.1186/s12936-017-2014-62-s2.0-850294952622-s2.0-85029495262.pdf20527496982046170000-0002-9404-6098Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengMalaria Journal2,082info:eu-repo/semantics/openAccess2023-10-01T06:05:52Zoai:repositorio.unesp.br:11449/175173Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T13:40:31.341230Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
title Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
spellingShingle Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
Ferreira, Claudia P. [UNESP]
Agent based model
Fitness
Mosquito plasticity
Sensitivity analysis
title_short Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
title_full Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
title_fullStr Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
title_full_unstemmed Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
title_sort Modelling the impact of the long-term use of insecticide-treated bed nets on Anopheles mosquito biting time
author Ferreira, Claudia P. [UNESP]
author_facet Ferreira, Claudia P. [UNESP]
Lyra, Silas P. [UNESP]
Azevedo, Franciane
Greenhalgh, David
Massad, Eduardo
author_role author
author2 Lyra, Silas P. [UNESP]
Azevedo, Franciane
Greenhalgh, David
Massad, Eduardo
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
UNIFESSPA
University of Strathclyde
Universidade de São Paulo (USP)
dc.contributor.author.fl_str_mv Ferreira, Claudia P. [UNESP]
Lyra, Silas P. [UNESP]
Azevedo, Franciane
Greenhalgh, David
Massad, Eduardo
dc.subject.por.fl_str_mv Agent based model
Fitness
Mosquito plasticity
Sensitivity analysis
topic Agent based model
Fitness
Mosquito plasticity
Sensitivity analysis
description Background: Evidence of changing in biting and resting behaviour of the main malaria vectors has been mounting up in recent years as a result of selective pressure by the widespread and long-term use of insecticide-treated bed nets (ITNs), and indoor residual spraying. The impact of resistance behaviour on malaria intervention efficacy has important implications for the epidemiology and malaria control programmes. In this context, a theoretical framework is presented to understand the mechanisms determining the evolution of feeding behaviour under the pressure of use of ITNs. Methods: An agent-based stochastic model simulates the impact of insecticide-treated bed nets on mosquito fitness by reducing the biting rates, as well as increasing mortality rates. The model also incorporates a heritability function that provides the necessary genetic plasticity upon which natural selection would act to maximize the fitness under the pressure of the control strategy. Results: The asymptotic equilibrium distribution of mosquito population versus biting time is shown for several daily uses of ITNs, and the expected disruptive selection on this mosquito trait is observed in the simulations. The relative fitness of strains that bite at much earlier time with respect to the wild strains, when a threshold of about 50% of ITNs coverage highlights the hypothesis of a behaviour selection. A sensitivity analysis has shown that the top three parameters that play a dominant role on the mosquito fitness are the proportion of individuals using bed nets and its effectiveness, the impact of bed nets on mosquito oviposition, and the mosquito genetic plasticity related to changing in biting time. Conclusion: By taking the evolutionary aspect into account, the model was able to show that the long-term use of ITNs, although representing an undisputed success in reducing malaria incidence and mortality in many affected areas, is not free of undesirable side effects. From the evolutionary point of view of the parasite virulence, it should be expected that plasmodium parasites would be under pressure to reduce their virulence. This speculative hypothesis can eventually be demonstrated in the medium to long-term use of ITNs.
publishDate 2017
dc.date.none.fl_str_mv 2017-09-15
2018-12-11T17:14:41Z
2018-12-11T17:14:41Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1186/s12936-017-2014-6
Malaria Journal, v. 16, n. 1, 2017.
1475-2875
http://hdl.handle.net/11449/175173
10.1186/s12936-017-2014-6
2-s2.0-85029495262
2-s2.0-85029495262.pdf
2052749698204617
0000-0002-9404-6098
url http://dx.doi.org/10.1186/s12936-017-2014-6
http://hdl.handle.net/11449/175173
identifier_str_mv Malaria Journal, v. 16, n. 1, 2017.
1475-2875
10.1186/s12936-017-2014-6
2-s2.0-85029495262
2-s2.0-85029495262.pdf
2052749698204617
0000-0002-9404-6098
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Malaria Journal
2,082
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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