Existence, Persistence and Stability of Periodic Solutions of a Seasonally Forced West Nile Virus Modelwith Lateral Hosts and Vertical Vector Transmission
DOI:
https://doi.org/10.62054/Abstract
West Nile virus persists in tropical settings where temperature drives vector development, birds transmit laterally through predation, scavenging and a contaminated environment, and mosquitoes transmit vertically to their progeny. We analyse a twenty-two compartment, seasonally forced model of such transmission in which corvid and non-corvid reservoirs, the full mosquito life cycle, three human infection outcomes and an environmental viral reservoir are coupled through temperature-dependent vital and transmission rates of period one year. Existence of a positive periodic solution is established by Mawhin’s continuation theorem after uniform a priori bounds are derived for every compartment; the non-negative orthant is positively invariant, the periodic solution strictly positive, and all trajectories ultimately bounded within a compact absorbing set on which the periodic solution is unique. Setting the avian introduction terms to zero yields a unique disease-free periodic solution, and the periodic reproduction ratio is obtained as the spectral radius of the next-infection operator. Reduction of the thirteen-dimensional next-generation kernel to a five-dimensional block-triangular matrix separates an autonomous human block from a temperature-driven vector-reservoir block. Numerical evaluation gives a threshold of 1.494471, which seasonal forcing depresses well below the constant-temperature value, while a positive bird seeding index sustains transmission below threshold. The endemic periodic orbit is globally asymptotically stable.
Literaturhinweise
Abdelrazec, A., Lenhart, S., & Zhu, H. (2014). Transmission dynamics of West Nile virus in mosquito and corvids and non-corvids.
Journal of Mathematical Biology, 68, 1553–1582.
Abdelrazec, A., Lenhart, S., & Zhu, H. (2015). Dynamics and optimal control of aWest Nile virus model with seasonality. Canadian
Applied Mathematics Quarterly, 23(4), 12–33.
Anderson, J. F., Main, A. J., Delroux, K., & Fikrig, E. (2014). Extrinsic incubation periods for horizontal and vertical transmission
of West Nile virus by Culex pipiens (Diptera: Culicidae). Journal of Medical Entomology, 45(3), 445–451.
Baqar, S., Hayes, C. G., Murphy, J. R., & Watts, D. M. (1993). Vertical transmission of West Nile virus by Culex and Aedes
species mosquitoes. American Journal of Tropical Medicine and Hygiene, 48(6), 757–762.
Bergsman, L. D., Hyman, J. M., & Manore, C. A. (2016). A mathematical model for the spread of West Nile virus in migratory
and resident birds. Mathematical Biosciences and Engineering, 13(2), 401–424.
Bhowmick, S., Gethmann, J., Conraths, F. J., Sokolov, I. M., & Lentz, H. H. (2020). Locally temperature-driven mathematical
model of West Nile virus spread in Germany. Journal of Theoretical Biology, 488, 110117.
Bhowmick, S., Gethmann, J., Conraths, F. J., Sokolov, I. M., & Lentz, H. H. (2023). SEIR-metapopulation model of potential
spread of West Nile virus. Ecological Modelling, 476, 110213.
Blayneh, K., Gumel, A., Lenhart, S., & Clayton, T. (2010). Backward bifurcation and optimal control in transmission dynamics
of West Nile virus. Bulletin of Mathematical Biology, 67(5), 1006–1028.
Bowman, C., Gumel, A., van den Driessche, P., Wu, J., & Zhu, H. (2005). A mathematical model for assessing control strategies
against West Nile virus. Bulletin of Mathematical Biology, 67(5), 1107–1133.
Capasso, V., & Serio, G. (1978). A generalization of the Kermack–McKendrick deterministic epidemic model. Mathematical
Biosciences, 42(1–2), 43–61.
Centers for Disease Control and Prevention (CDC) (2003). Experimental infection of North American birds with the New York
strain of West Nile virus. Emerging Infectious Diseases.
Centers for Disease Control and Prevention (CDC) (2019). West Nile virus.
Centers for Disease Control and Prevention (CDC) (2024c). West Nile virus: Historic data (1999–2023).
Centers for Disease Control and Prevention (CDC) (2024d). West Nile virus and organ transplantation.
Centers for Disease Control and Prevention (CDC) (2024e). West Nile virus: Guidelines forWest Nile virus surveillance and control.
Chatterjee, S., Pal, S., & Chattopadhyay, J. (2008). Role of migratory birds under environmental fluctuation: A mathematical
study. Journal of Biological Systems, 16, 81–106.
Ciota, A. T., & Kramer, L. D. (2013). Vector–virus interactions and transmission dynamics of West Nile virus. Viruses, 5,
–3047.
Ciota, A. T., Matacchiero, A. C., Kilpatrick, A. M., & Kramer, L. D. (2014). The effect of temperature on life history traits of
Culex mosquitoes. Journal of Medical Entomology, 51(1), 55–62.
Clark, M. B., & Schaefer, T. J. (2023). West Nile virus: Continuing education activity; Etiology.
CornellLab (n.d.). How much do birds eat each day? All About Birds.
Cornell Wildlife Health Lab (CWHL) (2024). West Nile virus: Disease fact sheet.
Cruz-Pacheco, G., Esteva, L., Monta˜no-Hirose, J. A., & Vargas, C. (2005). Modelling the dynamics of West Nile virus. Bulletin of
Mathematical Biology, 67, 1157–1172.
Dohm, D. J., Sardelis, M. R., & Turell, M. J. (2002). Experimental vertical transmission of West Nile virus by Culex pipiens
(Diptera: Culicidae). Journal of Medical Entomology, 39(4), 640–644.
European Centre for Disease Prevention and Control (ECDPC) (2025). West Nile virus season in full swing in Europe.
Ferraguti, M., Martins, A. D., & Artzy-Randrup, Y. (2023). Quantifying the invasion risk of West Nile virus: Insights from a
multi-vector and multi-host SEIR model. One Health, 17, 100638.
Garc´ıa-Carrasco, J. M., Mu˜noz, A. R., Olivero, J., Segura, M., & Real, R. (2022). Mapping the risk forWest Nile virus transmission,
Africa. Emerging Infectious Diseases, 28(4), 777–785.
Habarugira, G., Suen, W. W., Hobson-Peters, J., Hall, R. A., & Bielefeldt-Ohmann, H. (2020). West Nile virus: An update on
pathobiology, epidemiology, diagnostics, control and “one health” implications. Pathogens, 9(7), 589.
Heidecke, J., Wallin, J., Fransson, P., Singh, P., Sj¨odin, H., Stiles, P. C., Treskova, M., & Rockl¨ov, J. (2025). Uncovering
temperature sensitivity of West Nile virus transmission: Novel computational approaches to mosquito-pathogen trait responses.
PLoS Computational Biology, 21(3), e1012866.
Hinckley, A. F., O’Leary, D. R., & Hayes, E. B. (2007). Transmission of West Nile virus through human breast milk seems to be
rare. Pediatrics, 119(3), e666–e671.
Jimenez, R. G. C., Lieshout-Krikke, R. W., & Janssen, M. P. (2021). West Nile virus and blood transfusion safety: A European
perspective. Vox Sanguinis.
Komar, N., Langevin, S., Hinten, S., Nemeth, N., Edwards, E., et al. (2003). Experimental infection of North American birds with
the New York 1999 strain of West Nile virus. Emerging Infectious Diseases, 9(3), 311–322.
Kramer, L. D., Li, J., & Shi, P.-Y. (2007). West Nile virus. The Lancet Neurology, 6(2), 171–181.
Kumar, D., Prasad, G. V., Zaltzman, J., Levy, G. A., & Humar, A. (2004). Community-acquired West Nile virus infection in
solid-organ transplant recipients. Transplantation, 77(3), 399–402.
Kusne, S., & Smilack, J. (2005). Transmission of West Nile virus by organ transplantation. Liver Transplantation, 11(2), 239–241.
Laine, C. G. (2014). Mathematical modeling the zoonotic and vector transmission dynamics of West Nile virus as they relate to
human morbidity and mortality [Unpublished doctoral dissertation]. Texas A&M University.
Laperri`ere, V., Brugger, K., & Rubel, F. (2011). Simulation of the seasonal cycles of bird, equine and human West Nile virus cases.
Preventive Veterinary Medicine, 98(2), 99–110.
Liu, R., Shuai, J., Wu, J., & Zhu, H. (2005). Modeling spatial spread of West Nile virus and impact of directional dispersal of
birds. Mathematical Biosciences and Engineering, 3(1), 145–160.
Marini, G., Calzolari, M., Angelini, P., Bellini, R., Bellini, S., Bolzoni, L., Torri, D., Defilippo, F., Dorigatti, I., Nikolay, B.,
Pugliese, A., Rosa, R., & Tamba, M. (2020). A quantitative comparison of West
Nile virus incidence from 2013 to 2018 in
Emilia-Romagna, Italy. PLoS Neglected Tropical Diseases, 14(1), e0007953.
Mbaoma, O. C., Thomas, S. M., & Beierkuhnlein, C. (2024). Spatiotemporally explicit epidemic model for West Nile virus outbreak
in Germany: An inversely calibrated approach. Journal of Epidemiology and Global Health, 14, 1052–1070.
Miller, B. R., Nasci, R. S., Godsey, M. S., Savage, H. M., Lutwama, J. J., & Lanciotti, R. S. (2000). First field evidence for natural
vertical transmission of West Nile virus in Culex univittatus complex mosquitoes from Rift Valley Province, Kenya. American
Journal of Tropical Medicine and Hygiene, 62, 240–246.
Mordecai, E. A., Caldwell, J. M., Grossman, M. K., Lippi, C. A., Johnson, L. R., Neira, M., Rohr, J. R., Ryan, S. J., Savage, V.,
Shocket, M. S., Sippy, R., Stewart Ibarra, A. M., Thomas, M. B., & Villena, O. (2019). Thermal biology of mosquito-borne
disease. Ecology Letters, 22, 1690–1708.
Moschini, P., Bisanzio, D., Pugliese, A., & Poletti, P. (2017). A model for the interaction of West Nile virus with seasonal effect in
Culex pipiens mosquitoes. Journal of Theoretical Biology, 430, 45–49.
National Bureau of Statistics (2026). Population 2006–2016. https://www.nigerianstat.gov.ng/
National Park Service (NPS), US Department of the Interior (2025). West Nile virus: One health.
Nelms, B. M., Fechter-Leggett, E., Carroll, B. D., Macedo, P., Kluh, S., & Reisen, W. K. (2013). Experimental and natural vertical
transmission of West Nile virus by California Culex (Diptera: Culicidae) mosquitoes. Journal of Medical Entomology, 50(2),
–378.
Nemeth, N. M., & Kunkel, M. R. (2024). West Nile virus in birds. MSD Veterinary Manual.
Okuneye, K., & Gumel, A. B. (2016). Analysis of a temperature- and rainfall-dependent model for malaria transmission dynamics.
Mathematical Biosciences, 287, 72–92.
Pawelek, K. A., Niehaus, P., Salmeron, C., Hager, E. J., & Hunt, G. J. (2014). Modeling dynamics of Culex pipiens complex
populations and assessing abatement strategies for West Nile virus. PLoS ONE, 9(9), e108452.
Powell, J. R., & Tabachnick, W. J. (2013). History of domestication and spread of Aedes aegypti — a review. Mem´orias do
Instituto Oswaldo Cruz, 108(Suppl. 1), 11–17.
Ronka, S. E., Ruff, J. C., & Murray, K. O. (2021). A 20-year historical review of West Nile virus since its initial emergence in
North America: Has West Nile virus become a neglected tropical disease? PLoS Neglected Tropical Diseases.
Ruktanonchai, N. W., DeLeenheer, P., Tatem, A. J., Alegana, V. A., Caughlin, T. T., zu Erbach-Schoenberg, E., Lourenco, C.,
Ruktanonchai, C. W., & Smith, D. (2016). Identifying malaria transmission foci for elimination using human mobility data.
PLoS Computational Biology, 12(4), e1004846.
Schultz, P., Menck, P. J., Heitzig, J., & Kurths, J. (2017). Potentials and limits to basin stability estimation. New Journal of
Physics, 19, 023005.
Smithburn, K. C., Hughes, T. P., Burke, A. W., & Paul, J. H. (1940). A neurotropic virus isolated from the blood of a native of
Uganda. The American Journal of Tropical Medicine and Hygiene, s1-20(4), 471–492.
Stobierski, M. G., Stoltman, G., Downes, F., & Smith, K. (2002). Possible West Nile virus transmission to an infant through
breast-feeding — Michigan, 2002. Morbidity and Mortality Weekly Report, 51(39), 877–878.
Sule, W. F., Oluwayelu, D. O., Hernandez-Triana, L. M., Fooks, A. R., Venter, M., & Johnson, N. (2018). Epidemiology and
ecology of West Nile virus in sub-Saharan Africa. Parasites & Vectors, 11, 414.
Sweilam, N. H., Saad, O. M., & Mohamed, D. G. (2019). Fractional optimal control in transmission dynamics of West Nile virus
model with state and control time delay: A numerical approach. Advances in Difference Equations, 2019, 210.
van den Driessche, P., & Watmough, J. (2002). Reproduction numbers and sub-threshold endemic equilibria for compartmental
models of disease transmission. Mathematical Biosciences, 180, 29–48.
Walter, W. (2012). Differential and integral inequalities (Vol. 55). Springer Science & Business Media.
Wang, W., & Zhao, X.-Q. (2008). Threshold dynamics for compartmental epidemic models in periodic environments. Journal of
Dynamics and Differential Equations, 20(3), 699–717.
West, N., & Chellamuthu, V. K. (2020). Modeling the effects of passive immunity in birds for the disease dynamics of West Nile
virus. Spora: A Journal of Biomathematics, 6, 16–25.
Wonham, M. J., de Camino-Beck, T., & Lewis, M. (2004). An epidemiological model for West Nile virus: Invasion analysis and
control application. Proceedings of the Royal Society of London B, 271, 501–507.
World Health Organization (WHO) (2017). West Nile virus.
World Health Organization (WHO) (2024). Seventy-seventh World Health Assembly — Daily update.
World Health Organization (WHO) (2026). Blood transfusion safety.
World Organisation for Animal Health (WOAH) (2024). West Nile virus: Transmission and spread.
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