Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands

Abstract Background Malaria control remains a significant challenge in the Solomon Islands. Despite progress made by local malaria control agencies over the past decade, case rates remain high in some areas of the country. Studies from around the world have confirmed important links between climate...

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Published in:Malaria Journal
Main Authors: Jason Smith, Lloyd Tahani, Albino Bobogare, Hugo Bugoro, Francis Otto, George Fafale, David Hiriasa, Adna Kazazic, Grant Beard, Amanda Amjadali, Isabelle Jeanne
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2017
Subjects:
Online Access:https://doi.org/10.1186/s12936-017-2120-5
https://doaj.org/article/483938ef7a7a4c139a8421490f550872
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spelling ftdoajarticles:oai:doaj.org/article:483938ef7a7a4c139a8421490f550872 2023-05-15T15:16:43+02:00 Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands Jason Smith Lloyd Tahani Albino Bobogare Hugo Bugoro Francis Otto George Fafale David Hiriasa Adna Kazazic Grant Beard Amanda Amjadali Isabelle Jeanne 2017-11-01T00:00:00Z https://doi.org/10.1186/s12936-017-2120-5 https://doaj.org/article/483938ef7a7a4c139a8421490f550872 EN eng BMC http://link.springer.com/article/10.1186/s12936-017-2120-5 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-017-2120-5 1475-2875 https://doaj.org/article/483938ef7a7a4c139a8421490f550872 Malaria Journal, Vol 16, Iss 1, Pp 1-16 (2017) Malaria Solomon Islands Guadalcanal Climate Rainfall Early warning Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2017 ftdoajarticles https://doi.org/10.1186/s12936-017-2120-5 2022-12-31T01:48:01Z Abstract Background Malaria control remains a significant challenge in the Solomon Islands. Despite progress made by local malaria control agencies over the past decade, case rates remain high in some areas of the country. Studies from around the world have confirmed important links between climate and malaria transmission. This study focuses on understanding the links between malaria and climate in Guadalcanal, Solomon Islands, with a view towards developing a climate-based monitoring and early warning for periods of enhanced malaria transmission. Methods Climate records were sourced from the Solomon Islands meteorological service (SIMS) and historical malaria case records were sourced from the National Vector-Borne Disease Control Programme (NVBDCP). A declining trend in malaria cases over the last decade associated with improved malaria control was adjusted for. A stepwise regression was performed between climate variables and climate-associated malaria transmission (CMT) at different lag intervals to determine where significant relationships existed. The suitability of these results for use in a three-tiered categorical warning system was then assessed using a Mann–Whitney U test. Results Of the climate variables considered, only rainfall had a consistently significant relationship with malaria in North Guadalcanal. Optimal lag intervals were determined for prediction using R2 skill scores. A highly significant negative correlation (R = − 0.86, R2 = 0.74, p < 0.05, n = 14) was found between October and December rainfall at Honiara and CMT in northern Guadalcanal for the subsequent January–June. This indicates that drier October–December periods are followed by higher malaria transmission periods in January–June. Cross-validation emphasized the suitability of this relationship for forecasting purposes $${\text{R}}^{2}{_{\text{LOOCV}}} = 0. 6 3$$ R 2 LOOCV = 0.63 as did Mann–Whitney U test results showing that rainfall below or above specific thresholds was significantly associated with above or below ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Malaria Journal 16 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Malaria
Solomon Islands
Guadalcanal
Climate
Rainfall
Early warning
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
spellingShingle Malaria
Solomon Islands
Guadalcanal
Climate
Rainfall
Early warning
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
Jason Smith
Lloyd Tahani
Albino Bobogare
Hugo Bugoro
Francis Otto
George Fafale
David Hiriasa
Adna Kazazic
Grant Beard
Amanda Amjadali
Isabelle Jeanne
Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands
topic_facet Malaria
Solomon Islands
Guadalcanal
Climate
Rainfall
Early warning
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
description Abstract Background Malaria control remains a significant challenge in the Solomon Islands. Despite progress made by local malaria control agencies over the past decade, case rates remain high in some areas of the country. Studies from around the world have confirmed important links between climate and malaria transmission. This study focuses on understanding the links between malaria and climate in Guadalcanal, Solomon Islands, with a view towards developing a climate-based monitoring and early warning for periods of enhanced malaria transmission. Methods Climate records were sourced from the Solomon Islands meteorological service (SIMS) and historical malaria case records were sourced from the National Vector-Borne Disease Control Programme (NVBDCP). A declining trend in malaria cases over the last decade associated with improved malaria control was adjusted for. A stepwise regression was performed between climate variables and climate-associated malaria transmission (CMT) at different lag intervals to determine where significant relationships existed. The suitability of these results for use in a three-tiered categorical warning system was then assessed using a Mann–Whitney U test. Results Of the climate variables considered, only rainfall had a consistently significant relationship with malaria in North Guadalcanal. Optimal lag intervals were determined for prediction using R2 skill scores. A highly significant negative correlation (R = − 0.86, R2 = 0.74, p < 0.05, n = 14) was found between October and December rainfall at Honiara and CMT in northern Guadalcanal for the subsequent January–June. This indicates that drier October–December periods are followed by higher malaria transmission periods in January–June. Cross-validation emphasized the suitability of this relationship for forecasting purposes $${\text{R}}^{2}{_{\text{LOOCV}}} = 0. 6 3$$ R 2 LOOCV = 0.63 as did Mann–Whitney U test results showing that rainfall below or above specific thresholds was significantly associated with above or below ...
format Article in Journal/Newspaper
author Jason Smith
Lloyd Tahani
Albino Bobogare
Hugo Bugoro
Francis Otto
George Fafale
David Hiriasa
Adna Kazazic
Grant Beard
Amanda Amjadali
Isabelle Jeanne
author_facet Jason Smith
Lloyd Tahani
Albino Bobogare
Hugo Bugoro
Francis Otto
George Fafale
David Hiriasa
Adna Kazazic
Grant Beard
Amanda Amjadali
Isabelle Jeanne
author_sort Jason Smith
title Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands
title_short Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands
title_full Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands
title_fullStr Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands
title_full_unstemmed Malaria early warning tool: linking inter-annual climate and malaria variability in northern Guadalcanal, Solomon Islands
title_sort malaria early warning tool: linking inter-annual climate and malaria variability in northern guadalcanal, solomon islands
publisher BMC
publishDate 2017
url https://doi.org/10.1186/s12936-017-2120-5
https://doaj.org/article/483938ef7a7a4c139a8421490f550872
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Malaria Journal, Vol 16, Iss 1, Pp 1-16 (2017)
op_relation http://link.springer.com/article/10.1186/s12936-017-2120-5
https://doaj.org/toc/1475-2875
doi:10.1186/s12936-017-2120-5
1475-2875
https://doaj.org/article/483938ef7a7a4c139a8421490f550872
op_doi https://doi.org/10.1186/s12936-017-2120-5
container_title Malaria Journal
container_volume 16
container_issue 1
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