European projections of West Nile virus transmission under climate change scenarios

被引:24
|
作者
Farooq, Zia [1 ]
Sjodin, Henrik [1 ]
Semenza, Jan C. [1 ,2 ,3 ]
Tozan, Yesim [4 ]
Sewe, Maquines Odhiambo [1 ]
Wallin, Jonas [5 ]
Rocklov, Joacim [1 ,2 ,3 ]
机构
[1] Umea Univ, Dept Publ Hlth & Clin Med, Sect Sustainable Hlth, Umea, Sweden
[2] Heidelberg Univ, Heidelberg Inst Global Hlth, Neuenheimer Feld 205, D-69120 Heidelberg, Germany
[3] Heidelberg Univ, Interdisciplinary Ctr Sci Comp, Neuenheimer Feld 205, D-69120 Heidelberg, Germany
[4] NYU, Sch Global Publ Hlth, New York, NY USA
[5] Lund Univ, Dept Stat, Lund, Sweden
基金
瑞典研究理事会;
关键词
West Nile virus; Zoonoses; Europe; XGBoost; WNV risk projections; Climate change; Climate impacts; Artificial intelligence; Confidence-based performance estimation; (CBPE) method; FEVER; EPIDEMIOLOGY;
D O I
10.1016/j.onehlt.2023.100509
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
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.
引用
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页数:10
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