ArticleEnvironmental health perspectives2023
Assessing the Influence of Climate on the Spatial Pattern of West Nile Virus Incidence in the United States.
Article in Environmental health perspectives, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed, 20 citations in OpenAlex.
- Evaluating the ability of a thermal biology-informed reproduction number to explain patterns of West Nile incidence in Europe.One health (Amsterdam, Netherlands) · 2026Article
- Predicting West Nile virus circulation: a 20-year spatiotemporal study in humans and animals in Spain, 2003 to 2022.Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin · 2026Article
- Vector Potential Index: Bridging Competence and Contribution as an Integrative Measure of Relative Transmission Capability.Ecology and evolution · 2026Article
- Ecological niche and risk modeling of West Nile virus using environmental and biological thresholds.Archives of microbiology · 2025Article
- Integrating Wind Speed Into Climate-Based West Nile Virus Models: A Comparative Analysis in Two Distinct Regions.GeoHealth · 2025Article
- Seasonal Bird Migration Could Explain Regional Synchronicity and Amplification in Human West Nile Virus Case Numbers.GeoHealth · 2025Article
- The Spread of the Mosquito-Transmitted West Nile Virus in North America and Europe.Microbial biotechnology · 2025Review
- Exploring Climate-Disease Connections in Geopolitical Versus Ecological Regions: The Case of West Nile Virus in the United States.GeoHealth · 2024Article
- Exploring the role of temperature and other environmental factors in West Nile virus incidence and prediction in California counties from 2017-2022 using a zero-inflated model.PLoS neglected tropical diseases · 2024Article
- Impact of climate change on the global circulation of West Nile virus and adaptation responses: a scoping review.Infectious diseases of poverty · 2024Article
- The Arbovirus Mapping and Prediction (ArboMAP) system for West Nile virus forecasting.JAMIA open · 2024Article
- Contribution of climate change to the spatial expansion of West Nile virus in Europe.Nature communications · 2024Article
- Transboundary determinants of avian zoonotic infectious diseases: challenges for strengthening research capacity and connecting surveillance networks.Frontiers in microbiology · 2024Review
- The Ongoing Epidemic of West Nile Virus in Greece: The Contribution of Biological Vectors and Reservoirs and the Importance of Climate and Socioeconomic Factors Revisited.Tropical medicine and infectious disease · 2023Review
- Invited Perspective: The Importance of Models in Preparing for West Nile Virus Outbreaks.Environmental health perspectives · 2023Article
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Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundWest Nile virus (WNV) is the leading cause of mosquito-borne disease in humans in the United States. Since the introduction of the disease in 1999, incidence levels have stabilized in many regions, allowing for analysis of climate conditions that shape the spatial structure of disease incidence.
objectivesOur goal was to identify the seasonal climate variables that influence the spatial extent and magnitude of WNV incidence in humans.
methodsWe developed a predictive model of contemporary mean annual WNV incidence using U.S. county-level case reports from 2005 to 2019 and seasonally averaged climate variables. We used a random forest model that had an out-of-sample model performance of
resultsOur model accurately captured the V-shaped area of higher WNV incidence that extends from states on the Canadian border south through the middle of the Great Plains. It also captured a region of moderate WNV incidence in the southern Mississippi Valley. The highest levels of WNV incidence were in regions with dry and cold winters and wet and mild summers. The random forest model classified counties with average winter precipitation levels DISCUSSION: We consider which aspects of the WNV transmission cycle climate conditions may benefit the most and argued that dry and cold winters are climate conditions optimal for the mosquito species key to amplifying WNV transmission. Our statistical model may be useful in projecting shifts in WNV risk in response to climate change. https://doi.org/10.1289/EHP10986.
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