Climate drivers of malaria at its southern fringe in the Americas
Autor(a) principal: | |
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Data de Publicação: | 2019 |
Outros Autores: | , , , |
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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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 |
|
_version_ |
1808129515260477440 |