Climate drivers of malaria at its southern fringe in the Americas

Detalhes bibliográficos
Autor(a) principal: Laneri, Karina
Data de Publicação: 2019
Outros Autores: Cabella, Brenno [UNESP], Prado, Paulo Inácio, Coutinho, Renato Mendes, Kraenkel, Roberto André [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1371/journal.pone.0219249
http://hdl.handle.net/11449/189435
Resumo: In this work we analyze potential environmental drivers of malaria cases in Northwestern Argentina. We inspect causal links between malaria and climatic variables by means of the convergent cross mapping technique, which provides a causality criterion from the theory of dynamic systems. Analysis is based on 12 years of weekly malaria P. vivax cases in Tartagal, Salta, Argentina—at the southern fringe of malaria incidence in the Americas—together with humidity and temperature time-series spanning the same period. Our results show that there are causal links between malaria cases and both maximum temperature, with a delay of five weeks, and minimum temperature, with delays of zero and twenty two weeks. Humidity is also a driver of malaria cases, with thirteen weeks delay between cause and effect. Furthermore we also determined the sign and strength of the effects. Temperature has always a positive non-linear effect on cases, with maximum temperature effects more pronounced above 25C and minimum above 17C, while effects of humidity are more intricate: maximum humidity above 85% has a negative effect, whereas minimum humidity has a positive effect on cases. These results might be signaling processes operating at short (below 5 weeks) and long (over 12 weeks) time delays, corresponding to effects related to parasite cycle and mosquito population dynamics respectively. The non-linearities found for the strength of the effect of temperature on malaria cases make warmer areas more prone to higher increases in the disease incidence. Moreover, our results indicate that an increase of extreme weather events could enhance the risks of malaria spreading and re-emergence beyond the current distribution. Both situations, warmer climate and increase of extreme events, will be remarkably increased by the end of the century in this hot spot of climate change.
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spelling Climate drivers of malaria at its southern fringe in the AmericasIn this work we analyze potential environmental drivers of malaria cases in Northwestern Argentina. We inspect causal links between malaria and climatic variables by means of the convergent cross mapping technique, which provides a causality criterion from the theory of dynamic systems. Analysis is based on 12 years of weekly malaria P. vivax cases in Tartagal, Salta, Argentina—at the southern fringe of malaria incidence in the Americas—together with humidity and temperature time-series spanning the same period. Our results show that there are causal links between malaria cases and both maximum temperature, with a delay of five weeks, and minimum temperature, with delays of zero and twenty two weeks. Humidity is also a driver of malaria cases, with thirteen weeks delay between cause and effect. Furthermore we also determined the sign and strength of the effects. Temperature has always a positive non-linear effect on cases, with maximum temperature effects more pronounced above 25C and minimum above 17C, while effects of humidity are more intricate: maximum humidity above 85% has a negative effect, whereas minimum humidity has a positive effect on cases. These results might be signaling processes operating at short (below 5 weeks) and long (over 12 weeks) time delays, corresponding to effects related to parasite cycle and mosquito population dynamics respectively. The non-linearities found for the strength of the effect of temperature on malaria cases make warmer areas more prone to higher increases in the disease incidence. Moreover, our results indicate that an increase of extreme weather events could enhance the risks of malaria spreading and re-emergence beyond the current distribution. Both situations, warmer climate and increase of extreme events, will be remarkably increased by the end of the century in this hot spot of climate change.Grupo de Física Estadística e Interdisciplinaria CONICET Centro Atómico BarilocheInstituto de Física Teórica Universidade Estadual Paulista - UNESPLAGE do Departamento de Ecologia Instituto de Biociências da Universidade de São PauloCentro de Matemática Computação e Cognição (CMCC) Universidade Federal do ABCInstituto de Física Teórica Universidade Estadual Paulista - UNESPCentro Atómico BarilocheUniversidade Estadual Paulista (Unesp)Universidade de São Paulo (USP)Universidade Federal do ABC (UFABC)Laneri, KarinaCabella, Brenno [UNESP]Prado, Paulo InácioCoutinho, Renato MendesKraenkel, Roberto André [UNESP]2019-10-06T16:40:39Z2019-10-06T16:40:39Z2019-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1371/journal.pone.0219249PLoS ONE, v. 14, n. 7, 2019.1932-6203http://hdl.handle.net/11449/18943510.1371/journal.pone.02192492-s2.0-85069561967Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengPLoS ONEinfo:eu-repo/semantics/openAccess2021-10-23T19:02:20Zoai:repositorio.unesp.br:11449/189435Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T23:23:31.703192Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Climate drivers of malaria at its southern fringe in the Americas
title Climate drivers of malaria at its southern fringe in the Americas
spellingShingle Climate drivers of malaria at its southern fringe in the Americas
Laneri, Karina
title_short Climate drivers of malaria at its southern fringe in the Americas
title_full Climate drivers of malaria at its southern fringe in the Americas
title_fullStr Climate drivers of malaria at its southern fringe in the Americas
title_full_unstemmed Climate drivers of malaria at its southern fringe in the Americas
title_sort Climate drivers of malaria at its southern fringe in the Americas
author Laneri, Karina
author_facet Laneri, Karina
Cabella, Brenno [UNESP]
Prado, Paulo Inácio
Coutinho, Renato Mendes
Kraenkel, Roberto André [UNESP]
author_role author
author2 Cabella, Brenno [UNESP]
Prado, Paulo Inácio
Coutinho, Renato Mendes
Kraenkel, Roberto André [UNESP]
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Centro Atómico Bariloche
Universidade Estadual Paulista (Unesp)
Universidade de São Paulo (USP)
Universidade Federal do ABC (UFABC)
dc.contributor.author.fl_str_mv Laneri, Karina
Cabella, Brenno [UNESP]
Prado, Paulo Inácio
Coutinho, Renato Mendes
Kraenkel, Roberto André [UNESP]
description In this work we analyze potential environmental drivers of malaria cases in Northwestern Argentina. We inspect causal links between malaria and climatic variables by means of the convergent cross mapping technique, which provides a causality criterion from the theory of dynamic systems. Analysis is based on 12 years of weekly malaria P. vivax cases in Tartagal, Salta, Argentina—at the southern fringe of malaria incidence in the Americas—together with humidity and temperature time-series spanning the same period. Our results show that there are causal links between malaria cases and both maximum temperature, with a delay of five weeks, and minimum temperature, with delays of zero and twenty two weeks. Humidity is also a driver of malaria cases, with thirteen weeks delay between cause and effect. Furthermore we also determined the sign and strength of the effects. Temperature has always a positive non-linear effect on cases, with maximum temperature effects more pronounced above 25C and minimum above 17C, while effects of humidity are more intricate: maximum humidity above 85% has a negative effect, whereas minimum humidity has a positive effect on cases. These results might be signaling processes operating at short (below 5 weeks) and long (over 12 weeks) time delays, corresponding to effects related to parasite cycle and mosquito population dynamics respectively. The non-linearities found for the strength of the effect of temperature on malaria cases make warmer areas more prone to higher increases in the disease incidence. Moreover, our results indicate that an increase of extreme weather events could enhance the risks of malaria spreading and re-emergence beyond the current distribution. Both situations, warmer climate and increase of extreme events, will be remarkably increased by the end of the century in this hot spot of climate change.
publishDate 2019
dc.date.none.fl_str_mv 2019-10-06T16:40:39Z
2019-10-06T16:40:39Z
2019-01-01
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/10.1371/journal.pone.0219249
PLoS ONE, v. 14, n. 7, 2019.
1932-6203
http://hdl.handle.net/11449/189435
10.1371/journal.pone.0219249
2-s2.0-85069561967
url http://dx.doi.org/10.1371/journal.pone.0219249
http://hdl.handle.net/11449/189435
identifier_str_mv PLoS ONE, v. 14, n. 7, 2019.
1932-6203
10.1371/journal.pone.0219249
2-s2.0-85069561967
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv PLoS ONE
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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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