Epidemiology and Ecology of Usutu Virus Infection and Its Global Risk Distribution

被引:0
|
作者
Chen, Jiahao [1 ]
Zhang, Yuanyuan [2 ]
Zhang, Xiaoai [1 ]
Zhang, Meiqi [1 ]
Yin, Xiaohong [1 ]
Zhang, Lei [1 ]
Peng, Cong [1 ]
Fu, Bokang [3 ]
Fang, Liqun [1 ]
Liu, Wei [1 ]
机构
[1] Acad Mil Med Sci, State Key Lab Pathogen & Biosecur, 20 Dong Da St, Beijing 100071, Peoples R China
[2] 926 Hosp Joint Logist Support Force, Dept Dis Control & Prevent, Kaiyuan 661600, Peoples R China
[3] Anhui Med Univ, Sch Publ Hlth, Hefei 230022, Peoples R China
来源
VIRUSES-BASEL | 2024年 / 16卷 / 10期
关键词
Usutu virus; distribution; machine learning; ensemble learning; WEST NILE VIRUS; EMERGENCE; SEROPREVALENCE; URBANIZATION; PREDICTION; DYNAMICS; DISEASE; CROATIA; HUMANS; CHINA;
D O I
10.3390/v16101606
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Usutu virus (USUV) is an emerging mosquito-transmitted flavivirus with increasing incidence of human infection and geographic expansion, thus posing a potential threat to public health. In this study, we established a comprehensive spatiotemporal database encompassing USUV infections in vectors, animals, and humans worldwide by an extensive literature search. Based on this database, we characterized the geographic distribution and epidemiological features of USUV infections. By employing boosted regression tree (BRT) models, we projected the distributions of three main vectors (Culex pipiens, Aedes albopictus, and Culiseta longiareolata) and three main hosts (Turdus merula, Passer domesticus, and Ardea cinerea) to obtain the mosquito index and bird index. These indices were further incorporated as predictors into the USUV infection models. Through an ensemble learning model, we achieved a decent model performance, with an area under the curve (AUC) of 0.992. The mosquito index contributed significantly, with relative contributions estimated at 25.51%. Our estimations revealed a potential exposure area for USUV spanning 1.80 million km2 globally with approximately 1.04 billion people at risk. This can guide future surveillance efforts for USUV infections, especially for countries located within high-risk areas and those that have not yet conducted surveillance activities.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Epidemiology and Ecology of Toscana Virus Infection and Its Global Risk Distribution
    Hong, Xue-Geng
    Zhang, Mei-Qi
    Tang, Fang
    Song, Si-Hui
    Wang, Jia-Yi
    Hu, Zhen-Yu
    Liu, Li-Ming
    Zhang, Xiao-Ai
    Sun, Yi
    Fang, Li-Qun
    Liu, Wei
    VIRUSES-BASEL, 2025, 17 (01):
  • [2] Global epidemiology and genotype distribution of the hepatitis C virus infection
    Gower, Erin
    Estes, Chris
    Blach, Sarah
    Razavi-Shearer, Kathryn
    Razavi, Homie
    JOURNAL OF HEPATOLOGY, 2014, 61 : S45 - S57
  • [3] Epidemiology of Usutu Virus: The European Scenario
    Vilibic-Cavlek, Tatjana
    Petrovic, Tamas
    Savic, Vladimir
    Barbic, Ljubo
    Tabain, Irena
    Stevanovic, Vladimir
    Klobucar, Ana
    Mrzljak, Anna
    Ilic, Maja
    Bogdanic, Maja
    Benvin, Iva
    Santini, Marija
    Capak, Krunoslav
    Monaco, Federica
    Listes, Eddy
    Savini, Giovanni
    PATHOGENS, 2020, 9 (09): : 1 - 19
  • [4] The Global Ecology and Epidemiology of West Nile Virus
    Chancey, Caren
    Grinev, Andriyan
    Volkova, Evgeniya
    Rios, Maria
    BIOMED RESEARCH INTERNATIONAL, 2015, 2015
  • [5] Epidemiology, surveillance and diagnosis of Usutu virus infection in the EU/EEA, 2012 to 2021
    Angeloni, Giorgia
    Bertola, Michela
    Lazzaro, Elena
    Morini, Matteo
    Masi, Giulia
    Sinigaglia, Alessandro
    Trevisan, Marta
    Gossner, Celine M.
    Haussig, Joana M.
    Bakonyi, Tamas
    Capelli, Gioia
    Barzon, Luisa
    EUROSURVEILLANCE, 2023, 28 (33)
  • [6] France: Human Infection with the Usutu Virus
    Klare, Unn
    FLUGMEDIZIN TROPENMEDIZIN REISEMEDIZIN, 2018, 25 (04): : 147 - 148
  • [7] Distribution of Usutu Virus in Germany and Its Effect on Breeding Bird Populations
    Luehken, Renke
    Joest, Hanna
    Cadar, Daniel
    Thomas, Stephanie Margarete
    Bosch, Stefan
    Tannich, Egbert
    Becker, Norbert
    Ziegler, Ute
    Lachmann, Lars
    Schmidt-Chanasit, Jonas
    EMERGING INFECTIOUS DISEASES, 2017, 23 (12) : 1991 - 1998
  • [8] Culicoides and the global epidemiology of bluetongue virus infection
    Tabachnick, WJ
    BLUETONGUE, PT 1, PROCEEDINGS, 2004, 40 (03): : 145 - 150
  • [9] The global epidemiology of Japanese Encephalitis virus infection
    Namrata, Kumari
    Jyoti, Talukdar Anjan
    Subhash, Medhi
    Manab, Deka
    RESEARCH JOURNAL OF BIOTECHNOLOGY, 2022, 17 (07): : 164 - 167
  • [10] Global epidemiology of hepatitis C virus infection
    Shepard, CW
    Finelli, L
    Alter, M
    LANCET INFECTIOUS DISEASES, 2005, 5 (09): : 558 - 567