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

Abstract 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 associatio...

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Main Authors: Takayoshi Ikeda, Swadhin K. Behera, Yushi Morioka, Noboru Minakawa, Masahiro Hashizume, Ataru Tsuzuki, Rajendra Maharaj, Philip Kruger
Format: Article
Language:English
Published: Nature Publishing Group 2017-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-02680-6
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spelling doaj-fe684143cc6f409ab7108dbae9d8586c2020-12-08T02:35:15ZengNature Publishing GroupScientific Reports2045-23222017-05-01711910.1038/s41598-017-02680-6Seasonally lagged effects of climatic factors on malaria incidence in South AfricaTakayoshi Ikeda0Swadhin K. Behera1Yushi Morioka2Noboru Minakawa3Masahiro Hashizume4Ataru Tsuzuki5Rajendra Maharaj6Philip Kruger7Japan Agency for Marine-Earth Science and Technology, Yokohama Institute for Earth SciencesJapan Agency for Marine-Earth Science and Technology, Yokohama Institute for Earth SciencesJapan Agency for Marine-Earth Science and Technology, Yokohama Institute for Earth SciencesNagasaki University, Institute of Tropical MedicineNagasaki University, Institute of Tropical MedicineNagasaki University, Institute of Tropical MedicineMalaria Research Programme, Medical Research CouncilMalaria Control Programme, Limpopo Department of HealthAbstract 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.https://doi.org/10.1038/s41598-017-02680-6
collection DOAJ
language English
format Article
sources DOAJ
author Takayoshi Ikeda
Swadhin K. Behera
Yushi Morioka
Noboru Minakawa
Masahiro Hashizume
Ataru Tsuzuki
Rajendra Maharaj
Philip Kruger
spellingShingle Takayoshi Ikeda
Swadhin K. Behera
Yushi Morioka
Noboru Minakawa
Masahiro Hashizume
Ataru Tsuzuki
Rajendra Maharaj
Philip Kruger
Seasonally lagged effects of climatic factors on malaria incidence in South Africa
Scientific Reports
author_facet Takayoshi Ikeda
Swadhin K. Behera
Yushi Morioka
Noboru Minakawa
Masahiro Hashizume
Ataru Tsuzuki
Rajendra Maharaj
Philip Kruger
author_sort Takayoshi Ikeda
title 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_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_sort seasonally lagged effects of climatic factors on malaria incidence in south africa
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2017-05-01
description Abstract 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.
url https://doi.org/10.1038/s41598-017-02680-6
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