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
收藏
页数:10
相关论文
共 50 条
  • [31] Climate change scenarios and long term projections
    McKibbin, Warwick J.
    Pearce, David
    Stegman, Alison
    CLIMATIC CHANGE, 2009, 97 (1-2) : 23 - 47
  • [32] RELATIONSHIP OF WEST NILE VIRUS TO MOSQUITOS UNDER CENTRAL EUROPEAN CONDITIONS
    LABUDA, M
    KOZUCH, O
    GRESIKOVA, M
    FOLIA MICROBIOLOGICA, 1976, 21 (03) : 248 - 248
  • [33] Projections of Temperature-Related Suicide under Climate Change Scenarios in Japan
    Thawonmas, Ramita
    Hashizume, Masahiro
    Kim, Yoonhee
    ENVIRONMENTAL HEALTH PERSPECTIVES, 2023, 131 (11)
  • [34] Projections of temperature-related excess mortality under climate change scenarios
    Gasparrini, Antonio
    Guo, Yuming
    Sera, Francesco
    Vicedo-Cabrera, Ana Maria
    Huber, Veronika
    Tong, Shilu
    Coelho, Micheline de Sousa Zanotti Stagliorio
    Saldiva, Paulo Hilario Nascimento
    Lavigne, Eric
    Correa, Patricia Matus
    Ortega, Nicolas Valdes
    Kan, Haidong
    Osorio, Samuel
    Kysely, Jan
    Urban, Ales
    Jaakkola, Jouni J. K.
    Ryti, Niilo R. I.
    Pascal, Mathilde
    Goodman, Patrick G.
    Zeka, Ariana
    Michelozzi, Paola
    Scortichini, Matteo
    Hashizume, Masahiro
    Honda, Yasushi
    Hurtado-Diaz, Magali
    Cruz, Julio Cesar
    Seposo, Xerxes
    Kim, Ho
    Tobias, Aurelio
    Iniguez, Carmen
    Forsberg, Bertil
    Astrom, Daniel Oudin
    Ragettli, Martina S.
    Guo, Yue Leon
    Wu, Chang-Fu
    Zanobetti, Antonella
    Schwartz, Joel
    Bell, Michelle L.
    Tran Ngoc Dang
    Dung Do Van
    Heaviside, Clare
    Vardoulakis, Sotiris
    Hajat, Shakoor
    Haines, Andy
    Armstrong, Ben
    LANCET PLANETARY HEALTH, 2017, 1 (09): : E360 - E367
  • [35] Climate change impact on West African rivers under an ensemble of CORDEX climate projections
    Stanzel, Philipp
    Kling, Harald
    Bauer, Hannes
    CLIMATE SERVICES, 2018, 11 : 36 - 48
  • [36] Forced waves for an epidemic model of West Nile virus with climate change effect
    Guo, Jong-Shenq
    Choi, Wonhyung
    Ogiwara, Toshiko
    Wu, Chin-Chin
    ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND PHYSIK, 2024, 75 (06):
  • [37] Climate Change and West Nile Virus in a Highly Endemic Region of North America
    Chen, Chen C.
    Jenkins, Emily
    Epp, Tasha
    Waldner, Cheryl
    Curry, Philip S.
    Soos, Catherine
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2013, 10 (07) : 3052 - 3071
  • [38] Climate Suitability for Stable Malaria Transmission in Zimbabwe Under Different Climate Change Scenarios
    Kristie L. Ebi
    Jessica Hartman
    Nathan Chan
    John Mcconnell
    Michael Schlesinger
    John Weyant
    Climatic Change, 2005, 73 : 375 - 393
  • [39] Climate suitability for stable malaria transmission in Zimbabwe under different climate change scenarios
    Ebi, KL
    Hartman, J
    Chan, N
    McConnell, J
    Schlesinger, M
    Weyant, J
    CLIMATIC CHANGE, 2005, 73 (03) : 375 - 393
  • [40] Transmission of West Nile virus by organ transplantation
    Kusne, S
    Smilack, J
    LIVER TRANSPLANTATION, 2005, 11 (02) : 239 - 241