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European projections of West Nile virus transmission under climate change scenarios

West Nile virus (WNV), a mosquito-borne zoonosis, has emerged as a disease of public health concern in Europe. Recent outbreaks have been attributed to suitable climatic conditions for its vectors favoring transmission. However, to date, projections of the risk for WNV expansion under climate change...

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Autores principales: Farooq, Zia, Sjödin, Henrik, Semenza, Jan C., Tozan, Yesim, Sewe, Maquines Odhiambo, Wallin, Jonas, Rocklöv, Joacim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10288058/
https://www.ncbi.nlm.nih.gov/pubmed/37363233
http://dx.doi.org/10.1016/j.onehlt.2023.100509
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author Farooq, Zia
Sjödin, Henrik
Semenza, Jan C.
Tozan, Yesim
Sewe, Maquines Odhiambo
Wallin, Jonas
Rocklöv, Joacim
author_facet Farooq, Zia
Sjödin, Henrik
Semenza, Jan C.
Tozan, Yesim
Sewe, Maquines Odhiambo
Wallin, Jonas
Rocklöv, Joacim
author_sort Farooq, Zia
collection PubMed
description West Nile virus (WNV), a mosquito-borne zoonosis, has emerged as a disease of public health concern in Europe. Recent outbreaks have been attributed to suitable climatic conditions for its vectors favoring transmission. However, to date, projections of the risk for WNV expansion under climate change scenarios is lacking. Here, we estimate the WNV-outbreaks risk for a set of climate change and socioeconomic scenarios. We delineate the potential risk-areas and estimate the growth in the population at risk (PAR). We used supervised machine learning classifier, XGBoost, to estimate the WNV-outbreak risk using an ensemble climate model and multi-scenario approach. The model was trained by collating climatic, socioeconomic, and reported WNV-infections data (2010−22) and the out-of-sample results (1950–2009, 2023–99) were validated using a novel Confidence-Based Performance Estimation (CBPE) method. Projections of area specific outbreak risk trends, and corresponding population at risk were estimated and compared across scenarios. Our results show up to 5-fold increase in West Nile virus (WNV) risk for 2040-60 in Europe, depending on geographical region and climate scenario, compared to 2000-20. The proportion of disease-reported European land areas could increase from 15% to 23-30%, putting 161 to 244 million people at risk.  Across scenarios, Western Europe appears to be facing the largest increase in the outbreak risk of WNV. The increase in the risk is not linear but undergoes periods of sharp changes governed by climatic thresholds associated with ideal conditions for WNV vectors. The increased risk will require a targeted public health response to manage the expansion of WNV with climate change in Europe.
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spelling pubmed-102880582023-06-24 European projections of West Nile virus transmission under climate change scenarios Farooq, Zia Sjödin, Henrik Semenza, Jan C. Tozan, Yesim Sewe, Maquines Odhiambo Wallin, Jonas Rocklöv, Joacim One Health Research Paper West Nile virus (WNV), a mosquito-borne zoonosis, has emerged as a disease of public health concern in Europe. Recent outbreaks have been attributed to suitable climatic conditions for its vectors favoring transmission. However, to date, projections of the risk for WNV expansion under climate change scenarios is lacking. Here, we estimate the WNV-outbreaks risk for a set of climate change and socioeconomic scenarios. We delineate the potential risk-areas and estimate the growth in the population at risk (PAR). We used supervised machine learning classifier, XGBoost, to estimate the WNV-outbreak risk using an ensemble climate model and multi-scenario approach. The model was trained by collating climatic, socioeconomic, and reported WNV-infections data (2010−22) and the out-of-sample results (1950–2009, 2023–99) were validated using a novel Confidence-Based Performance Estimation (CBPE) method. Projections of area specific outbreak risk trends, and corresponding population at risk were estimated and compared across scenarios. Our results show up to 5-fold increase in West Nile virus (WNV) risk for 2040-60 in Europe, depending on geographical region and climate scenario, compared to 2000-20. The proportion of disease-reported European land areas could increase from 15% to 23-30%, putting 161 to 244 million people at risk.  Across scenarios, Western Europe appears to be facing the largest increase in the outbreak risk of WNV. The increase in the risk is not linear but undergoes periods of sharp changes governed by climatic thresholds associated with ideal conditions for WNV vectors. The increased risk will require a targeted public health response to manage the expansion of WNV with climate change in Europe. Elsevier 2023-02-16 /pmc/articles/PMC10288058/ /pubmed/37363233 http://dx.doi.org/10.1016/j.onehlt.2023.100509 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Paper
Farooq, Zia
Sjödin, Henrik
Semenza, Jan C.
Tozan, Yesim
Sewe, Maquines Odhiambo
Wallin, Jonas
Rocklöv, Joacim
European projections of West Nile virus transmission under climate change scenarios
title European projections of West Nile virus transmission under climate change scenarios
title_full European projections of West Nile virus transmission under climate change scenarios
title_fullStr European projections of West Nile virus transmission under climate change scenarios
title_full_unstemmed European projections of West Nile virus transmission under climate change scenarios
title_short European projections of West Nile virus transmission under climate change scenarios
title_sort european projections of west nile virus transmission under climate change scenarios
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10288058/
https://www.ncbi.nlm.nih.gov/pubmed/37363233
http://dx.doi.org/10.1016/j.onehlt.2023.100509
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