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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2017
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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. |
format | Online Article Text |
id | pubmed-5447659 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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