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The seasonal influence of climate and environment on yellow fever transmission across Africa
BACKGROUND: 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 r...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5854243/ https://www.ncbi.nlm.nih.gov/pubmed/29543798 http://dx.doi.org/10.1371/journal.pntd.0006284 |
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author | Hamlet, Arran Jean, Kévin Perea, William Yactayo, Sergio Biey, Joseph Van Kerkhove, Maria Ferguson, Neil Garske, Tini |
author_facet | Hamlet, Arran Jean, Kévin Perea, William Yactayo, Sergio Biey, Joseph Van Kerkhove, Maria Ferguson, Neil Garske, Tini |
author_sort | Hamlet, Arran |
collection | PubMed |
description | BACKGROUND: 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. METHODOLOGY/PRINCIPAL FINDINGS: 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. CONCLUSIONS/SIGNIFICANCE: 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 Democratic Republic of the Congo and Brazil. |
format | Online Article Text |
id | pubmed-5854243 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-58542432018-03-23 The seasonal influence of climate and environment on yellow fever transmission across Africa Hamlet, Arran Jean, Kévin Perea, William Yactayo, Sergio Biey, Joseph Van Kerkhove, Maria Ferguson, Neil Garske, Tini PLoS Negl Trop Dis Research Article BACKGROUND: 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. METHODOLOGY/PRINCIPAL FINDINGS: 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. CONCLUSIONS/SIGNIFICANCE: 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 Democratic Republic of the Congo and Brazil. Public Library of Science 2018-03-15 /pmc/articles/PMC5854243/ /pubmed/29543798 http://dx.doi.org/10.1371/journal.pntd.0006284 Text en © 2018 Hamlet et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Hamlet, Arran Jean, Kévin Perea, William Yactayo, Sergio Biey, Joseph Van Kerkhove, Maria Ferguson, Neil Garske, Tini The seasonal influence of climate and environment on yellow fever transmission across Africa |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5854243/ https://www.ncbi.nlm.nih.gov/pubmed/29543798 http://dx.doi.org/10.1371/journal.pntd.0006284 |
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