The seasonal influence of climate and environment on yellow fever transmission across Africa.

Yellow fever virus (YFV) is a vector-borne flavivirus endemic to Africa and Latin America. Ninety per cent of the global burden occurs in Africa where it is primarily transmitted by Aedes spp, with Aedes aegypti the main vector for urban yellow fever (YF). Mosquito life cycle and viral replication i...

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Published in:PLOS Neglected Tropical Diseases
Main Authors: Arran Hamlet, Kévin Jean, William Perea, Sergio Yactayo, Joseph Biey, Maria Van Kerkhove, Neil Ferguson, Tini Garske
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2018
Subjects:
Online Access:https://doi.org/10.1371/journal.pntd.0006284
https://doaj.org/article/5af939dd18a94df0acd759f9e6f6818f
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spelling ftdoajarticles:oai:doaj.org/article:5af939dd18a94df0acd759f9e6f6818f 2023-05-15T15:16:05+02:00 The seasonal influence of climate and environment on yellow fever transmission across Africa. Arran Hamlet Kévin Jean William Perea Sergio Yactayo Joseph Biey Maria Van Kerkhove Neil Ferguson Tini Garske 2018-03-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0006284 https://doaj.org/article/5af939dd18a94df0acd759f9e6f6818f EN eng Public Library of Science (PLoS) http://europepmc.org/articles/PMC5854243?pdf=render https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0006284 https://doaj.org/article/5af939dd18a94df0acd759f9e6f6818f PLoS Neglected Tropical Diseases, Vol 12, Iss 3, p e0006284 (2018) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2018 ftdoajarticles https://doi.org/10.1371/journal.pntd.0006284 2022-12-31T12:36:22Z Yellow fever virus (YFV) is a vector-borne flavivirus endemic to Africa and Latin America. Ninety per cent of the global burden occurs in Africa where it is primarily transmitted by Aedes spp, with Aedes aegypti the main vector for urban yellow fever (YF). Mosquito life cycle and viral replication in the mosquito are heavily dependent on climate, particularly temperature and rainfall. We aimed to assess whether seasonal variations in climatic factors are associated with the seasonality of YF reports.We constructed a temperature suitability index for YFV transmission, capturing the temperature dependence of mosquito behaviour and viral replication within the mosquito. We then fitted a series of multilevel logistic regression models to a dataset of YF reports across Africa, considering location and seasonality of occurrence for seasonal models, against the temperature suitability index, rainfall and the Enhanced Vegetation Index (EVI) as covariates alongside further demographic indicators. Model fit was assessed by the Area Under the Curve (AUC), and models were ranked by Akaike's Information Criterion which was used to weight model outputs to create combined model predictions. The seasonal model accurately captured both the geographic and temporal heterogeneities in YF transmission (AUC = 0.81), and did not perform significantly worse than the annual model which only captured the geographic distribution. The interaction between temperature suitability and rainfall accounted for much of the occurrence of YF, which offers a statistical explanation for the spatio-temporal variability in transmission.The description of seasonality offers an explanation for heterogeneities in the West-East YF burden across Africa. Annual climatic variables may indicate a transmission suitability not always reflected in seasonal interactions. This finding, in conjunction with forecasted data, could highlight areas of increased transmission and provide insights into the occurrence of large outbreaks, such as those seen in Angola, the ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 12 3 e0006284
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
spellingShingle Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
Arran Hamlet
Kévin Jean
William Perea
Sergio Yactayo
Joseph Biey
Maria Van Kerkhove
Neil Ferguson
Tini Garske
The seasonal influence of climate and environment on yellow fever transmission across Africa.
topic_facet Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
description Yellow fever virus (YFV) is a vector-borne flavivirus endemic to Africa and Latin America. Ninety per cent of the global burden occurs in Africa where it is primarily transmitted by Aedes spp, with Aedes aegypti the main vector for urban yellow fever (YF). Mosquito life cycle and viral replication in the mosquito are heavily dependent on climate, particularly temperature and rainfall. We aimed to assess whether seasonal variations in climatic factors are associated with the seasonality of YF reports.We constructed a temperature suitability index for YFV transmission, capturing the temperature dependence of mosquito behaviour and viral replication within the mosquito. We then fitted a series of multilevel logistic regression models to a dataset of YF reports across Africa, considering location and seasonality of occurrence for seasonal models, against the temperature suitability index, rainfall and the Enhanced Vegetation Index (EVI) as covariates alongside further demographic indicators. Model fit was assessed by the Area Under the Curve (AUC), and models were ranked by Akaike's Information Criterion which was used to weight model outputs to create combined model predictions. The seasonal model accurately captured both the geographic and temporal heterogeneities in YF transmission (AUC = 0.81), and did not perform significantly worse than the annual model which only captured the geographic distribution. The interaction between temperature suitability and rainfall accounted for much of the occurrence of YF, which offers a statistical explanation for the spatio-temporal variability in transmission.The description of seasonality offers an explanation for heterogeneities in the West-East YF burden across Africa. Annual climatic variables may indicate a transmission suitability not always reflected in seasonal interactions. This finding, in conjunction with forecasted data, could highlight areas of increased transmission and provide insights into the occurrence of large outbreaks, such as those seen in Angola, the ...
format Article in Journal/Newspaper
author Arran Hamlet
Kévin Jean
William Perea
Sergio Yactayo
Joseph Biey
Maria Van Kerkhove
Neil Ferguson
Tini Garske
author_facet Arran Hamlet
Kévin Jean
William Perea
Sergio Yactayo
Joseph Biey
Maria Van Kerkhove
Neil Ferguson
Tini Garske
author_sort Arran Hamlet
title The seasonal influence of climate and environment on yellow fever transmission across Africa.
title_short The seasonal influence of climate and environment on yellow fever transmission across Africa.
title_full The seasonal influence of climate and environment on yellow fever transmission across Africa.
title_fullStr The seasonal influence of climate and environment on yellow fever transmission across Africa.
title_full_unstemmed The seasonal influence of climate and environment on yellow fever transmission across Africa.
title_sort seasonal influence of climate and environment on yellow fever transmission across africa.
publisher Public Library of Science (PLoS)
publishDate 2018
url https://doi.org/10.1371/journal.pntd.0006284
https://doaj.org/article/5af939dd18a94df0acd759f9e6f6818f
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source PLoS Neglected Tropical Diseases, Vol 12, Iss 3, p e0006284 (2018)
op_relation http://europepmc.org/articles/PMC5854243?pdf=render
https://doaj.org/toc/1935-2727
https://doaj.org/toc/1935-2735
1935-2727
1935-2735
doi:10.1371/journal.pntd.0006284
https://doaj.org/article/5af939dd18a94df0acd759f9e6f6818f
op_doi https://doi.org/10.1371/journal.pntd.0006284
container_title PLOS Neglected Tropical Diseases
container_volume 12
container_issue 3
container_start_page e0006284
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