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West Nile virus (WNV) is a climate-sensitive zoonotic pathogen which spreads from birds to humans via mosquitoes and causes mild to severe fever and potentially other health conditions. Warmer winters and springs can drive outbreaks of WNV or expand infection risks to previously unaffected regions as both the virus and its vector mosquito (Culex sp.) thrive at warmer temperatures. In Europe, seasonal (summer) WNV outbreaks occur annually with increasing intensity, frequency, and geographical expansion.
This indicator uses a machine learning classifier to predict WNV outbreak risk based on data on WNV presence or absence, climatic variables (temperature and precipitation), population density, and socio-economic factors.
Caveats
Only the data on human WNV cases were considered in the study. The inclusion of the infection data for horses and host birds would further strengthen the model predictions.
Reference information
Websites:
Source:
Publication:
van Daalen, K. R., et al., 2024, The 2024 Europe report of the Lancet Countdown on health and climate change: unprecedented warming demands unprecedented action, The Lancet Public Health. https://doi.org/10.1016/S2468-2667(24)00055-0
Data sources:
- Climatic data: Population data: Copernicus Climate Change Service (C3S), ERA5 Land Reanalysis data
- Infection data: European Centre for Disease Prevention and Control (ECDC) data on West Nile Virus infections
Link to repository with code:
Farooq, Z., 2024, Climate suitability for infectious disease transmission - West Nile Virus, https://github.com/Ziaf021/LancetEurope_WNV
Additional reading
- Farooq, Z., et al., 2023, European projections of West Nile virus transmission under climate change scenarios, One Health 16, 100509. https://doi.org/10.1016/j.onehlt.2023.100509
- Farooq, Z., et al., 2022, Artificial intelligence to predict West Nile virus outbreaks with eco-climatic drivers, The Lancet Regional Health-Europe 17, 100370. https://doi.org/10.1016/j.lanepe.2022.100370
- Murray, K. A., et al., 2020, Tracking infectious diseases in a warming world, BMJ 371, m3086. https://doi.org/10.1136/bmj.m3086
Contributor:
Lancet Countdown in EuropePublished in Climate-ADAPT: Dec 5, 2022
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