Modelling the temperature suitability for the risk of West Nile Virus establishment in European Culex pipiens populations.
- Journal Article
- Climate
- Disease control
- Disease Etiology
- Disease Management
- Disease Outbreaks
- Disease Prevalence
- Disease Surveillance
- Environmental Stressors
- Epidemiology
- Equine Diseases
- Horses
- Infectious Disease
- Mosquito-borne Diseases
- Predictive Model
- Public Health
- Temperature
- Vector-borne disease
- Veterinary Medicine
- Veterinary Research
- West Nile Virus
Summary
This study investigates how global warming could potentially affect the spread of West Nile Virus (WNV) in Europe. Specifically, it uses models to explore how changes in temperature could influence the spread of WNV via the Culex pipiens mosquito, identified as the main carrier of the virus in Europe.
Understanding the Research Approach
For this study, the researchers opted to use a specific model for predicting West Nile Virus potential outbreak called the basic reproduction number (R0). This model aims to determine:
- The temperature range within which WNV can establish itself in mosquito populations
- The optimal temperature at which the virus can thrive most
The researchers combined thermal responses of different Culex pipiens traits to develop a metric of thermal suitability. This inform on how the mosquito species adapts to different temperature conditions.
Findings of the Study
After conducting the research, the major findings of the study included:
- WNV can potentially establish itself in mosquito populations in conditions ranging between 14°C and 34.3°C, with optimal conditions at 23.7°C.
- A mapping of the thermal suitability for WNV spread across Europe was conducted, which shows the regions at risk based on their average monthly temperatures during 2020.
- Past data on suitable months for WNV spread was analyzed to validate the models. This involved the comparison of reported equine cases of West Nile fever from 2013 to 2019.
Implication of the Study
The study underscores the potential for a wider spread of WNV in Europe due to global warming that can alter mosquito populations and habitats. It also implies that increased European surveillance for WNV, as well as research work focusing on mosquito and bird distribution, are essential prevention strategies. The research can also potentially guide future disease prevention and health policies related to vector-borne diseases caused by mosquitoes.
Cite This Article
Publication
Researcher Affiliations
- Veterinary Epidemiology, Economics and Public Health Group, Department of Pathobiology and Population Sciences, Royal Veterinary College, London, UK.
- Veterinary Epidemiology, Economics and Public Health Group, Department of Pathobiology and Population Sciences, Royal Veterinary College, London, UK.
- Department of Epidemiological Sciences, Animal and Plant Health Agency, Surrey, UK.
MeSH Terms
- Animals
- Birds
- Culex
- Culicidae
- Horse Diseases
- Horses
- Humans
- Mosquito Vectors
- Temperature
- West Nile Fever / epidemiology
- West Nile Fever / veterinary
- West Nile virus / physiology
Grant Funding
- Wellcome Trust
Conflict of Interest Statement
References
- ADIS. Animal Disease Notification System West Nile Virus case reports 2013–2019. .
- Amarasekare P, Savage V. A framework for elucidating the temperature dependence of fitness. The American Naturalist 179, 178–191.
- Bakonyi T, Haussig JM. West Nile virus keeps on moving up in Europe. Eurosurveillance 25, 2001938.
- Bakonyi T, Ivanics E, Erdélyi K, Ursu K, Ferenczi E, Weissenböck H, Nowotny N. Lineage 1 and 2 strains of encephalitic West Nile virus, central Europe. Emerging Infectious Diseases 12, 618–623.
- Balenghien T, Fouque F, Sabatier P, Bicout DJ. Horse‐, bird‐, and human‐seeking behavior and seasonal abundance of mosquitoes in a West Nile Virus focus of Southern France. Journal of Medical Entomology 43, 936–946.
- Bażanów B, Jansen Van Vuren P, Szymański P, Stygar D, Frącka A, Twardoń J, Kozdrowski R, Pawęska JT. A survey on West Nile and Usutu Viruses in horses and birds in Poland. Viruses 10, 87.
- Bhowmick S, Gethmann J, Conraths FJ, Sokolov IM, Lentz HHK. Locally temperature‐driven mathematical model of West Nile virus spread in Germany. Journal of Theoretical Biology 488, 110117.
- Briere J‐F, Pracros P, Le Roux A‐Y, Pierre J‐S. A novel rate model of temperature‐dependent development for arthropods. Environmental Entomology 28, 22–29.
- Busse P, Zaniewicz G, Cofta T. Evolution of the western Palaearctic Passerine migration pattern presentation style. Ring 36, 3–21.
- Camp JV, Nowotny N. The knowns and unknowns of West Nile virus in Europe: What did we learn from the 2018 outbreak?. Expert Review of Anti‐infective Therapy 18, 145–154.
- Castillo‐Olivares J, Wood J. West Nile virus infection of horses. Veterinary Research 35, 467–483.
- Chaintoutis SC, Papa A, Pervanidou D, Dovas CI. Evolutionary dynamics of lineage 2 West Nile virus in Europe, 2004–2018: Phylogeny, selection pressure and phylogeography. Molecular Phylogenetics and Evolution 141, 106617.
- Charrel RN, Brault AC, Gallian P, Lemasson JJ, Murgue B, Murri S, Pastorino B, Zeller H, De Chesse R, De Micco P, De Lamballerie X. Evolutionary relationship between Old World West Nile virus strains: Evidence for viral gene flow between Africa, the Middle East, and Europe. Virology 315, 381–388.
- Colpitts TM, Conway MJ, Montgomery RR, Fikrig E. West Nile Virus: Biology, transmission, and human infection. Clinical Microbiology Reviews 25, 635–648.
- Cornes R, Van Der Schrier G, Van Den Besselaar EJM, Jones PD. An Ensemble version of the E‐OBS temperature and precipitation datasets. Journal of Geophysical Research, [Atmospheres] 123, 9391–9409.
- Dauphin G, Zientara S, Zeller H, Murgue B. West Nile: Worldwide current situation in animals and humans. Comparative Immunology, Microbiology and Infectious Diseases 27, 343–355.
- Diekmann O, Heesterbeek JAP, Metz JAJ. On the definition and the computation of the basic reproduction ratio R0 in models for infectious diseases in heterogeneous populations. Journal of Mathematical Biology 28, 365–382.
- Dietz K. The estimation of the basic reproduction number for infectious diseases. Statistical Methods in Medical Research 2, 23–41.
- European Centre for Disease Prevention and Control. Culex pipiens group – Current known distribution: May 2020. .
- European Centre for Disease Prevention and Control. Historical data by year – West Nile fever seasonal surveillance. .
- European Environment Agency. Europe coastline shapefile. .
- Genchi C, Rinaldi L, Mortarino M, Genchi M, Cringoli G. Climate and dirofilaria infection in Europe. Veterinary Parasitology 163, 286–292.
- Hartemink N, Davis S, Reiter P, Hubálek Z, Heesterbeek J. Importance of bird‐to‐bird transmission for the establishment of West Nile virus. Vector‐Borne and Zoonotic Diseases 7, 575–584.
- Hartemink NA, Purse BV, Meiswinkel R, Brown HE, De Koeijer A, Elbers ARW, Boender GJ, Rogers DJ, Heesterbeek JAP. Mapping the basic reproduction number (R0) for vector‐borne diseases: A case study on bluetongue virus. Epidemics 1, 153–161.
- Hartemink N, Vanwambeke SO, Heesterbeek H, Rogers D, Morley D, Pesson B, Davies C, Mahamdallie S, Ready P. Integrated mapping of establishment risk for emerging vector‐borne infections: A case study of canine leishmaniasis in southwest France. PLoS One 6, e20817.
- Haussig JM, Young JJ, Gossner CM, Mezei E, Bella A, Sirbu A, Pervanidou D, Drakulovic MB, Sudre B. Early start of the West Nile fever transmission season 2018 in Europe. Eurosurveillance 23, 1800428.
- Hayes E, Sejvar J, Zaki S, Lanciotti R, Bode A, Campbell G. Virology, pathology, and clinical manifestations of West Nile Virus disease. Emerging Infectious Disease Journal 11, 1174.
- Herrador Z. West Nile virus risk assessment tool Stockholm. European Centre for Disease Prevention and Control .
- Kilpatrick AM, Kramer LD, Campbell SR, Alleyne EO, Dobson AP, Daszak P. West Nile virus risk assessment and the bridge vector paradigm. Emerging Infectious Diseases 11, 425–429.
- Komar N, Langevin S, Hinten S, Nemeth N, Edwards E, Hettler D, Davis B, Bowen R, Bunning M. Experimental infection of North American birds with the New York 1999 strain of West Nile virus. Emerging Infectious Diseases 9, 311–322.
- Kushmaro A, Friedlander TA, Levins R. Temperature effects on the basic reproductive number (R0) of West Nile virus, based on ecological parameters: Endemic vs. new emergence regions. Journal of Tropical Diseases & Public Health S1‐001.
- Leggewie M, Badusche M, Rudolf M, Jansen S, Börstler J, Krumkamp R, Huber K, Krüger A, Schmidt‐Chanasit J, Tannich E, Becker SC. Culex pipiens and Culex torrentium populations from Central Europe are susceptible to West Nile virus infection. One Health 2, 88–94.
- Liu L, Zhang B, Cheng P, Wang H, Guo X, Zhang C, Wang H, Zhao Y, Gong M. Overwintering of Culex pipiens pallens (Diptera: Culicidae) in Shandong, China. Journal of Entomological Science 51, 314–320.
- Martens WJM, Jetten TH, Focks DA. Sensitivity of malaria, schistosomiasis and dengue to global warming. Climatic Change 35, 145–156.
- May FJ, Davis CT, Tesh RB, Barrett ADT. Phylogeography of West Nile virus: From the cradle of evolution in Africa to Eurasia, Australia, and the Americas. Journal of Virology 85, 2964–2974.
- Medlock JM, Leach SA. Effect of climate change on vector‐borne disease risk in the UK. The Lancet Infectious Diseases 15, 721–730.
- Mitchell CJ, Briegel H. Inability of diapausing Culex pipiens (Diptera: Culicidae) to use blood for producing lipid reserves for overwinter survival. Journal of Medical Entomology 26, 318–326.
- Monaco F, Savini G, Calistri P, Polci A, Pinoni C, Bruno R, Lelli R. 2009 West Nile disease epidemic in Italy: First evidence of overwintering in Western Europe?. Research in Veterinary Science 91, 321–6.
- Montecino‐Latorre D, Barker CM. Overwintering of West Nile virus in a bird community with a communal crow roost. Scientific Reports 8, 6088.
- Mordecai EA, Paaijmans KP, Johnson LR, Balzer C, Ben‐Horin T, De Moor E, Mcnally A, Pawar S, Ryan SJ, Smith TC, Lafferty KD. Optimal temperature for malaria transmission is dramatically lower than previously predicted. Ecology Letters 16, 22–30.
- Moukam Kakmeni FM, Guimapi RYA, Ndjomatchoua FT, Pedro SA, Mutunga J, Tonnang HEZ. Spatial panorama of malaria prevalence in Africa under climate change and interventions scenarios. International Journal of Health Geographics 17, 2.
- OIE. OIE‐listed diseases, infections and infestations in force in 2020. .
- OIE World Animal Health Information System. World Animal Health Information Database (WAHIS) interface. .
- Pallari CT, Efstathiou A, Moysi M, Papanikolas N, Christodoulou V, Mazeris A, Koliou M, Kirschel ANG. Evidence of West Nile virus seropositivity in wild birds on the island of Cyprus. Comparative Immunology, Microbiology and Infectious Diseases 74, 101592.
- Paré J, Moore A. West Nile virus in horses—What do you need to know to diagnose the disease?. The Canadian Veterinary Journal 59, 1119–1120.
- Parham PE, Michael E. Modeling the effects of weather and climate change on malaria transmission. Environmental Health Perspectives 118, 620–626.
- Paull SH, Horton DE, Ashfaq M, Rastogi D, Kramer LD, Diffenbaugh NS, Kilpatrick AM. Drought and immunity determine the intensity of West Nile virus epidemics and climate change impacts. Proceedings of the Royal Society B: Biological Sciences 284, 20162078.
- Paz S. Climate change impacts on West Nile virus transmission in a global context. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 370, 20130561.
- Paz S, Malkinson D, Green MS, Tsioni G, Papa A, Danis K, Sirbu A, Ceianu C, Katalin K, Ferenczi E, Zeller H, Semenza JC. Permissive summer temperatures of the 2010 European West Nile Fever Upsurge. PLoS One 8, e56398.
- Petersen LR, Brault AC, Nasci RS. West Nile virus: Review of the literature. JAMA 310, 308–315.
- R Core Team. R: A language and environment for statistical computing. .
- Racloz V, Venter G, Griot C, Stärk KDC. Estimating the temporal and spatial risk of bluetongue related to the incursion of infected vectors into Switzerland. BMC Veterinary Research 4, 42.
- Rezza G, Nicoletti L, Angelini R, Romi R, Finarelli AC, Panning M, Cordioli P, Fortuna C, Boros S, Magurano F, Silvi G, Angelini P, Dottori M, Ciufolini MG, Majori GC, Cassone A. Infection with chikungunya virus in Italy: An outbreak in a temperate region. The Lancet 370, 1840–1846.
- Rudolf I, Betášová L, Blažejová H, Venclíková K, Straková P, Šebesta O, Mendel J, Bakonyi T, Schaffner F, Nowotny N. West Nile virus in overwintering mosquitoes, central Europe. Parasites & Vectors 10, 1–4.
- Ryan SJ, Mcnally A, Johnson LR, Mordecai EA, Ben‐Horin T, Paaijmans K, Lafferty KD. Mapping physiological suitability limits for malaria in Africa under climate change. Vector‐Borne and Zoonotic Diseases 15, 718–725.
- Sánchez‐Gómez A, Amela C, Fernández‐Carrión E, Martínez‐Avilés M, Sánchez‐Vizcaíno JM, Sierra‐Moros MJ. Risk mapping of West Nile virus circulation in Spain, 2015. Acta Tropica 169, 163–169.
- Schaffner F, Mathis A. Dengue and dengue vectors in the WHO European region: Past, present, and scenarios for the future. The Lancet Infectious Diseases 14, 1271–1280.
- Seino KK, Long MT, Gibbs EPJ, Bowen RA, Beachboard SE, Humphrey PP, Dixon MA, Bourgeois MA. Comparative efficacies of three commercially available vaccines against West Nile Virus (WNV) in a short‐duration challenge trial involving an equine WNV encephalitis model. Clinical and Vaccine Immunology 14, 1465–1471.
- Shocket MS, Ryan SJ, Mordecai EA. Temperature explains broad patterns of Ross River virus transmission. eLife 7, e37762.
- Shocket MS, Verwillow AB, Numazu MG, Slamani H, Cohen JM, El Moustaid F, Rohr J, Johnson LR, Mordecai EA. Transmission of West Nile and five other temperate mosquito‐borne viruses peaks at temperatures between 23°C and 26°C. eLife 9, e58511.
- Smith DL, Battle KE, Hay SI, Barker CM, Scott TW, Mckenzie FE. Ross, Macdonald, and a theory for the dynamics and control of mosquito‐transmitted pathogens. PLoS Pathogens 8, e1002588.
- Smithburn KC, Hughes TP, Burke AW, Paul JH. A neurotropic virus isolated from the blood of a native of Uganda. The American Journal of Tropical Medicine and Hygiene s1‐20, 471–492.
- Sokolov LV. Effect of global warming on the timing of migration and breeding of passerine birds in the 20th century. Entomological Review 86, S59–S81.
- Sugiura N. Further analysts of the data by Akaike's information criterion and the finite corrections. Communications in Statistics—Theory and Methods 7, 13–26.
- Taylor RA, Mordecai EA, Gilligan CA, Rohr JR, Johnson LR. Mathematical models are a powerful method to understand and control the spread of Huanglongbing. PeerJ 4, e2642.
- Taylor RA, Ryan SJ, Lippi CA, Hall DG, Narouei‐Khandan HA, Rohr JR, Johnson LR. Predicting the fundamental thermal niche of crop pests and diseases in a changing world: A case study on citrus greening. Journal of Applied Ecology 56, 2057–2068.
- Tesla B, Demakovsky LR, Mordecai EA, Ryan SJ, Bonds MH, Ngonghala CN, Brindley MA, Murdock CC. Temperature drives Zika virus transmission: Evidence from empirical and mathematical models. Proceedings of the Royal Society B: Biological Sciences 285, 20180795.
- Tran A, Sudre B, Paz S, Rossi M, Desbrosse A, Chevalier V, Semenza JC. Environmental predictors of West Nile fever risk in Europe. International Journal of Health Geographics 13, 26.
- Turell MJ, Dohm DJ, Sardelis MR, O'guinn ML, Andreadis TG, Blow JA. An update on the potential of North American mosquitoes (Diptera: Culicidae) to transmit West Nile Virus. Journal of Medical Entomology 42, 57–62.
- Vlaskamp DR, Thijsen SF, Reimerink J, Hilkens P, Bouvy WH, Bantjes SE, Vlaminckx BJ, Zaaijer H, Van Den Kerkhof HH, Raven SF, Reusken CB. First autochthonous human West Nile virus infections in the Netherlands, July to August 2020. Eurosurveillance 25, 2001904.
- Vogels CBF, Hartemink N, Koenraadt CJM. Modelling West Nile virus transmission risk in Europe: Effect of temperature and mosquito biotypes on the basic reproduction number. Scientific Reports 7, 5022.
- Vogels CBF, Möhlmann TWR, Melsen D, Favia G, Wennergren U, Koenraadt CJM. Latitudinal diversity of Culex pipiens biotypes and hybrids in farm, peri‐urban, and wetland habitats in Europe. PLoS One 11, e0166959.
- Wonham MJ, De‐Camino‐Beck T, Lewis MA. An epidemiological model for West Nile virus: Invasion analysis and control applications. Proceedings of the Royal Society of London. Series B: Biological Sciences 271, 501–507.
- WORLD HORSE WELFARE, EUROGROUP FOR ANIMALS. Removing the blinkers: The health and welfare of European equidae in 2015. Belgium: Eurogroup for Animals Brussels.
- Ziegler U, Lühken R, Keller M, Cadar D, Van Der Grinten E, Michel F, Albrecht K, Eiden M, Rinder M, Lachmann L, Höper D, Vina‐Rodriguez A, Gaede W, Pohl A, Schmidt‐Chanasit J, Groschup MH. West Nile virus epizootic in Germany, 2018. Antiviral Research 162, 39–43.
- Ziegler U, Santos PD, Groschup MH, Hattendorf C, Eiden M, Höper D, Eisermann P, Keller M, Michel F, Klopfleisch R, Müller K, Werner D, Kampen H, Beer M, Frank C, Lachmann R, Tews BA, Wylezich C, Rinder M, Lühken R. West Nile virus epidemic in Germany triggered by epizootic emergence, 2019. Viruses 12, 448.