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Seasonally lagged effects of climatic factors on malaria incidence in South Africa

Globally, malaria cases have drastically dropped in recent years. However, a high incidence of malaria remains in some sub-Saharan African countries. South Africa is mostly malaria-free, but northeastern provinces continue to experience seasonal outbreaks. Here we investigate the association between...

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Autores principales: Ikeda, Takayoshi, Behera, Swadhin K., Morioka, Yushi, Minakawa, Noboru, Hashizume, Masahiro, Tsuzuki, Ataru, Maharaj, Rajendra, Kruger, Philip
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5447659/
https://www.ncbi.nlm.nih.gov/pubmed/28555071
http://dx.doi.org/10.1038/s41598-017-02680-6
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author Ikeda, Takayoshi
Behera, Swadhin K.
Morioka, Yushi
Minakawa, Noboru
Hashizume, Masahiro
Tsuzuki, Ataru
Maharaj, Rajendra
Kruger, Philip
author_facet Ikeda, Takayoshi
Behera, Swadhin K.
Morioka, Yushi
Minakawa, Noboru
Hashizume, Masahiro
Tsuzuki, Ataru
Maharaj, Rajendra
Kruger, Philip
author_sort Ikeda, Takayoshi
collection PubMed
description Globally, malaria cases have drastically dropped in recent years. However, a high incidence of malaria remains in some sub-Saharan African countries. South Africa is mostly malaria-free, but northeastern provinces continue to experience seasonal outbreaks. Here we investigate the association between malaria incidence and spatio-temporal climate variations in Limpopo. First, dominant spatial patterns in malaria incidence anomalies were identified using self-organizing maps. Composite analysis found significant associations among incidence anomalies and climate patterns. A high incidence of malaria during the pre-peak season (Sep-Nov) was associated with the climate phenomenon La Niña and cool air temperatures over southern Africa. There was also high precipitation over neighbouring countries two to six months prior to malaria incidence. During the peak season (Dec-Feb), high incidence was associated with positive phase of Indian Ocean Subtropical Dipole. Warm temperatures and high precipitation in neighbouring countries were also observed two months prior to increased malaria incidence. This lagged association between regional climate and malaria incidence suggests that in areas at high risk for malaria, such as Limpopo, management plans should consider not only local climate patterns but those of neighbouring countries as well. These findings highlight the need to strengthen cross-border control of malaria to minimize its spread.
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spelling pubmed-54476592017-06-01 Seasonally lagged effects of climatic factors on malaria incidence in South Africa Ikeda, Takayoshi Behera, Swadhin K. Morioka, Yushi Minakawa, Noboru Hashizume, Masahiro Tsuzuki, Ataru Maharaj, Rajendra Kruger, Philip Sci Rep Article Globally, malaria cases have drastically dropped in recent years. However, a high incidence of malaria remains in some sub-Saharan African countries. South Africa is mostly malaria-free, but northeastern provinces continue to experience seasonal outbreaks. Here we investigate the association between malaria incidence and spatio-temporal climate variations in Limpopo. First, dominant spatial patterns in malaria incidence anomalies were identified using self-organizing maps. Composite analysis found significant associations among incidence anomalies and climate patterns. A high incidence of malaria during the pre-peak season (Sep-Nov) was associated with the climate phenomenon La Niña and cool air temperatures over southern Africa. There was also high precipitation over neighbouring countries two to six months prior to malaria incidence. During the peak season (Dec-Feb), high incidence was associated with positive phase of Indian Ocean Subtropical Dipole. Warm temperatures and high precipitation in neighbouring countries were also observed two months prior to increased malaria incidence. This lagged association between regional climate and malaria incidence suggests that in areas at high risk for malaria, such as Limpopo, management plans should consider not only local climate patterns but those of neighbouring countries as well. These findings highlight the need to strengthen cross-border control of malaria to minimize its spread. Nature Publishing Group UK 2017-05-29 /pmc/articles/PMC5447659/ /pubmed/28555071 http://dx.doi.org/10.1038/s41598-017-02680-6 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Ikeda, Takayoshi
Behera, Swadhin K.
Morioka, Yushi
Minakawa, Noboru
Hashizume, Masahiro
Tsuzuki, Ataru
Maharaj, Rajendra
Kruger, Philip
Seasonally lagged effects of climatic factors on malaria incidence in South Africa
title Seasonally lagged effects of climatic factors on malaria incidence in South Africa
title_full Seasonally lagged effects of climatic factors on malaria incidence in South Africa
title_fullStr Seasonally lagged effects of climatic factors on malaria incidence in South Africa
title_full_unstemmed Seasonally lagged effects of climatic factors on malaria incidence in South Africa
title_short Seasonally lagged effects of climatic factors on malaria incidence in South Africa
title_sort seasonally lagged effects of climatic factors on malaria incidence in south africa
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5447659/
https://www.ncbi.nlm.nih.gov/pubmed/28555071
http://dx.doi.org/10.1038/s41598-017-02680-6
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