Abstract
Human papillomavirus (HPV) is a prevalent virus that plays a significant role in develo** cervical cancer, a leading cause of cancer-related deaths among women worldwide. This study presents a novel fractional modeling approach for analyzing the transmission dynamics of HPV and its association with cervical cancer. The model incorporates different compartments to represent susceptible individuals, HPV-infected individuals, individuals with HPV and cervical cancer, and recovered individuals. We incorporate a Caputo fractional derivative in each model compartment to capture the long-term memory effect and non-local behavior in the disease progression. To examine the well-posedness of the model, we analyze the positivity and boundedness of the solutions. Additionally, we utilize the Banach fixed point theorem to establish the existence and uniqueness of the solution. We determine the infection-free and endemic equilibrium points and analyze their local stability. By constructing appropriate Lyapunov functions, the global stability of both equilibrium points is established based on the basic reproduction number \(\mathcal {R}_0\). The control parameter of the model is identified through a sensitivity analysis of \(\mathcal {R}_0\) using the forward sensitivity index. Finally, we utilize the Adams-Bashforth-Moulton method for numerical simulations to validate the theoretical results. The simulations verify that the long-term memory effect, characterized by the fractional order derivative, does not affect the stability of the equilibrium points. However, increasing the fractional order derivative leads to faster convergence of the solutions towards their respective equilibrium states. Also, these results reveal that implementing a vaccination program is an effective strategy for managing HPV transmission and cervical cancer.
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References
Acay B, Inc M, Mustapha UT, et al (2021) Fractional dynamics and analysis for a lana fever infectious ailment with Caputo operator. Chaos Solitons Fractals 153(part 2):Paper No. 111605, 16. https://doi.org/10.1016/j.chaos.2021.111605
Ahmad M, Zada A, Ghaderi M et al (2022) On the existence and stability of a neutral stochastic fractional differential system. Fract Fract 6(4):203. https://doi.org/10.3390/fractalfract6040203
Alsaleh AA, Gumel AB (2014) Dynamics analysis of a vaccination model for HPV transmission. J Biol Syst 22(4):555–599. https://doi.org/10.1142/S0218339014500211
Aziz-Alaoui MA (2002) Study of a Leslie-Gower-type tritrophic population model. Chaos Solit Fract 14(8):1275–1293. https://doi.org/10.1016/S0960-0779(02)00079-6
Baba IA, Ghanbari B (2019) Existence and uniqueness of solution of a fractional order tuberculosis model. Eur Phys J Plus 134:489. https://doi.org/10.1140/epjp/i2019-13009-1
Baleanu D, Jajarmi A, Mohammadi H et al (2020) A new study on the mathematical modelling of human liver with Caputo-Fabrizio fractional derivative. Chaos Solit Fract 134(109705):7. https://doi.org/10.1016/j.chaos.2020.109705
Baleanu D, Mohammadi H, Rezapour S (2020b) Analysis of the model of HIV-1 infection of \(CD4^+\) T-cell with a new approach of fractional derivative. Adv Difference Equ pp Paper No. 71, 17. https://doi.org/10.1186/s13662-020-02544-w
Baleanu D, Etemad S, Mohammadi H, et al (2021) A novel modeling of boundary value problems on the glucose graph. Commun Nonlinear Sci Numer Simul 100:Paper No. 105844, 13. https://doi.org/10.1016/j.cnsns.2021.105844
Berhe HW, Alarydah M (2021) Computational modeling of human papillomavirus with impulsive vaccination. Nonlinear Dyn 103:925–946. https://doi.org/10.1007/s11071-020-06123-2
Bosch FX, Lorincz A, Muñoz N et al (2002) The causal relation between human papillomavirus and cervical cancer. J Clin Pathol 55(4):244–265. https://doi.org/10.1136/jcp.55.4.244
Brisson M, Drolet M (2019) Global elimination of cervical cancer as a public health problem. Lancet Oncol 20(3):319–321. https://doi.org/10.1016/S1470-2045(19)30072-5
Caputo M, Fabrizio M (2015) A new definition of fractional derivative without singular kernel. Prog Fract Differ Appl 1(2):73–85. https://doi.org/10.12785/pfda/010201
Carvalho ARM, Pinto CMA (2018) Non-integer order analysis of the impact of diabetes and resistant strains in a model for TB infection. Commun Nonlinear Sci Numer Simul 61:104–126. https://doi.org/10.1016/j.cnsns.2018.01.012
Chaturvedi AK (2010) Beyond cervical cancer: burden of other HPV-related cancers among men and women. J Adolesc Health 46(4):S20–S26. https://doi.org/10.1016/j.jadohealth.2010.01.016
Choi YH, Jit M, Gay N et al (2010) Transmission dynamic modelling of the impact of human papillomavirus vaccination in the United Kingdom. Vaccine 28(24):4091–4102. https://doi.org/10.1016/j.vaccine.2009.09.125
Crow JM (2012) HPV: The global burden. Nature 488(7413):S2–S3. https://doi.org/10.1038/488S2a
Cubie HA (2013) Diseases associated with human papillomavirus infection. Virology 445(1–2):21–34. https://doi.org/10.1016/j.virol.2013.06.007
Das M, Samanta GP (2021) A prey-predator fractional order model with fear effect and group defense. Int J Dyn Control 9(1):334–349. https://doi.org/10.1007/s40435-020-00626-x
De Barros LC, Lopes MM, Santo Pedro F, et al (2021) The memory effect on fractional calculus: an application in the spread of COVID-19. Comput Appl Math 40(3):Paper No. 72, 21. 10.1007/s40314-021-01456-z
Delavari H, Baleanu D, Sadati J (2012) Stability analysis of Caputo fractional-order nonlinear systems revisited. Nonlinear Dynam 67(4):2433–2439. https://doi.org/10.1007/s11071-011-0157-5
Diekmann O, Heesterbeek JAP, Metz JAJ (1990) On the definition and the computation of the basic reproduction ratio \(R_0\) in models for infectious diseases in heterogeneous populations. J Math Biol 28(4):365–382. https://doi.org/10.1007/BF00178324
Diethelm K (2010) Single-Term Caputo Fractional Differential Equations: Advanced Results for Special Cases, Springer Berlin Heidelberg, Berlin, Heidelberg, pp 133–166. 10.1007/978-3-642-14574-2_7
Diethelm K, Ford NJ, Freed AD (2002) A predictor-corrector approach for the numerical solution of fractional differential equations. vol 29. p 3–22, 10.1023/A:1016592219341, fractional order calculus and its applications
Van den Driessche P, Watmough J (2002) Reproduction numbers and sub-threshold endemic equilibria for compartmental models of disease transmission. Math Biosci 180:29–48. https://doi.org/10.1016/S0025-5564(02)00108-6
Drolet M, Laprise JF, Martin D et al (2021) Optimal human papillomavirus vaccination strategies to prevent cervical cancer in low-income and middle-income countries in the context of limited resources: a mathematical modelling analysis. Lancet Infect Dis 21(11):1598–1610. https://doi.org/10.1016/S1473-3099(20)30860-4
Elbasha EH (2008) Global stability of equilibria in a two-sex HPV vaccination model. Bull Math Biol 70(3):894–909. https://doi.org/10.1007/s11538-007-9283-0
Etemad S, Avci I, Kumar P, et al (2022) Some novel mathematical analysis on the fractal-fractional model of the AH1N1/09 virus and its generalized Caputo-type version. Chaos Solitons Fractals 162:Paper No. 112511, 15. 10.1016/j.chaos.2022.112511
Ferlay J, Ervik M, Lam F, et al (2020) Global cancer observatory: Cancer today. lyon, france: International agency for research on cancer. https://gco.iarc.fr/today
Gao S, Martcheva M, Miao H, et al (2022a) The impact of vaccination on human papillomavirus infection with disassortative geographical mixing: a two-patch modeling study. J Math Biol 84(6):Paper No. 43, 34. 10.1007/s00285-022-01745-z
Gao S, Martcheva M, Miao H et al (2022) A two-sex model of human papillomavirus infection: Vaccination strategies and a case study. J Theor Biol 536:111006. https://doi.org/10.1016/j.jtbi.2022.111006
Gashirai TB, Hove-Musekwa SD, Mushayabasa S (2021) Dynamical analysis of a fractional-order foot-and-mouth disease model. Math Sci (Springer) 15(1):65–82. https://doi.org/10.1007/s40096-020-00372-3
Ghani M, Utami IQ, Triyayuda FW et al (2023) A fractional SEIQR model on diphtheria disease. Model Earth Syst Environ 9:2199–2219. https://doi.org/10.1007/s40808-022-01615-z
Gupta N, Chauhan AS, Prinja S et al (2021) Impact of COVID-19 on outcomes for patients with cervical cancer in India. JCO Glob Oncol 7:716–725. https://doi.org/10.1200/GO.20.00654
Huo HF, Chen R, Wang XY (2016) Modelling and stability of HIV/AIDS epidemic model with treatment. Appl Math Model 40(13–14):6550–6559. https://doi.org/10.1016/j.apm.2016.01.054
Huo J, Zhao H, Zhu L (2015) The effect of vaccines on backward bifurcation in a fractional order HIV model. Nonlinear Anal Real World Appl 26:289–305. https://doi.org/10.1016/j.nonrwa.2015.05.014
Hussain A, Baleanu D, Adeel M (2020) Existence of solution and stability for the fractional order novel coronavirus (nCoV-2019) model. Adv Differ Equ 2020:384. https://doi.org/10.1186/s13662-020-02845-0
Insinga RP, Dasbach EJ, Elbasha EH (2009) Epidemiologic natural history and clinical management of human papillomavirus (HPV) disease: a critical and systematic review of the literature in the development of an HPV dynamic transmission model. BMC Infect Dis 9(1):1–26. https://doi.org/10.1186/1471-2334-9-119
Jia J, **ao J (2018) Stability analysis of a disease resistance SEIRS model with nonlinear incidence rate. Adv Difference Equ pp Paper No. 75, 13. 10.1186/s13662-018-1494-1
Johnson HC, Lafferty EI, Eggo RM et al (2018) Effect of HPV vaccination and cervical cancer screening in england by ethnicity: a modelling study. The Lancet Public Health 3(1):e44–e51. https://doi.org/10.1016/S2468-2667(17)30238-4
Khan FM, Ali A, Khan ZU (2022) On existence and semi-analytical results to fractional order mathematical model of COVID-19. Arab Journal of Basic and Applied Sciences 29(1):40–52. https://doi.org/10.1080/25765299.2022.2037843
Khan H, Alam K, Gulzar H et al (2022) A case study of fractal-fractional tuberculosis model in China: existence and stability theories along with numerical simulations. Math Comput Simulation 198:455–473. https://doi.org/10.1016/j.matcom.2022.03.009
Khan MA, Khan A, Elsonbaty A et al (2019) Modeling and simulation results of a fractional dengue model. Eur Phys J Plus 134:379. https://doi.org/10.1140/epjp/i2019-12765-0
Kilbas AA, Srivastava HM, Trujillo JJ (2006) Theory and applications of fractional differential equations, North-Holland Mathematics Studies, vol 204. Elsevier Science B.V, Amsterdam
LaSalle JP (1976) The stability of dynamical systems. Society for Industrial and Applied Mathematics, Philadelphia, Pa
Lee SL, Tameru AM (2012) A mathematical model of human papillomavirus (HPV) in the United States and its impact on cervical cancer. J Cancer 3:262. https://doi.org/10.7150/jca.4161
Lei J, Ploner A, Elfström KM et al (2020) HPV vaccination and the risk of invasive cervical cancer. N Engl J Med 383(14):1340–1348. https://doi.org/10.1056/NEJMoa1917338
Li C, Tao C (2009) On the fractional Adams method. Comput Math Appl 58(8):1573–1588. https://doi.org/10.1016/j.camwa.2009.07.050
Li HL, Zhang L, Hu C et al (2017) Dynamical analysis of a fractional-order predator-prey model incorporating a prey refuge. J Appl Math Comput 54(1–2):435–449. https://doi.org/10.1007/s12190-016-1017-8
Mahata A, Paul S, Mukherjee S, et al (2022) Dynamics of Caputo fractional order SEIRV epidemic model with optimal control and stability analysis. Int J Appl Comput Math 8(1):Paper No. 28, 25. 10.1007/s40819-021-01224-x
Matar MM, Abbas MI, Alzabut J, et al (2021) Investigation of the \(p\)-Laplacian nonperiodic nonlinear boundary value problem via generalized Caputo fractional derivatives. Adv Difference Equ pp Paper No. 68, 18. 10.1186/s13662-021-03228-9
Matignon D (1996) Stability results for fractional differential equations with applications to control processing. In: Computational engineering in systems applications, Citeseer, pp 963–968
McCaffery K, Waller J, Nazroo J et al (2006) Social and psychological impact of hpv testing in cervical screening: a qualitative study. Sex Transm Infect 82(2):169–174. https://doi.org/10.1136/sti.2005.016436
Mohammadi H, Kumar S, Rezapour S et al (2021) A theoretical study of the Caputo-Fabrizio fractional modeling for hearing loss due to Mumps virus with optimal control. Chaos Solitons Fractals 144:110668. https://doi.org/10.1016/j.chaos.2021.110668
Mori S, Kusumoto-Matsuo R, Ishii Y et al (2014) Replication interference between human papillomavirus types 16 and 18 mediated by heterologous E1 helicases. Virol J 11(1):1–12. https://doi.org/10.1186/1743-422X-11-11
Murtono M, Ndii MZ, Sugiyanto S (2019) Mathematical model of cervical cancer treatment using chemotherapy drug. Biol med natural prod 8(1):11–15. 10.14421/biomedich.2019.81.11-15
Naik PA, Zu J, Owolabi KM (2020) Global dynamics of a fractional order model for the transmission of HIV epidemic with optimal control. Chaos, Solitons Fractals 138(109826):24. https://doi.org/10.1016/j.chaos.2020.109826
Odibat ZM, Shawagfeh NT (2007) Generalized Taylor’s formula. Appl Math Comput 186(1):286–293. https://doi.org/10.1016/j.amc.2006.07.102
Podlubny I (1999) Fractional differential equations, Mathematics in Science and Engineering, vol 198. Academic Press Inc, San Diego, CA
Rajan PK, Kuppusamy M, Egbelowo OF (2023) A mathematical model for human papillomavirus and its impact on cervical cancer in India. J Appl Math Comput 69(1):753–770. https://doi.org/10.1007/s12190-022-01767-2
Ribassin-Majed L, Lounes R, Clemençon S (2014) Deterministic modelling for transmission of human papillomavirus 6/11: impact of vaccination. Math Med Biol 31(2):125–149. https://doi.org/10.1093/imammb/dqt001
Sadki M, Danane J, Allali K (2023) Hepatitis C virus fractional-order model: mathematical analysis. Model Earth Syst Environ 9:1695–1707. https://doi.org/10.1007/s40808-022-01582-5
Saldaña F, Camacho-Gutiérrez JA, Villavicencio-Pulido G et al (2022) Modeling the transmission dynamics and vaccination strategies for human papillomavirus infection: An optimal control approach. Appl Math Model 112:767–785. https://doi.org/10.1016/j.apm.2022.08.017
Sales Teodoro G, Tenreiro Machado JA, Capelas de Oliveira E (2019) A review of definitions of fractional derivatives and other operators. J Comput Phys 388:195–208. https://doi.org/10.1016/j.jcp.2019.03.008
Samko SG, Kilbas AA, Marichev OI (1993) Fractional integrals and derivatives: Theory and Applications. Gordon and Breach Science Publishers, Yverdon
Sarkar K, Khajanchi S, Nieto JJ (2020) Modeling and forecasting the COVID-19 pandemic in India. Chaos, Solitons Fractals 139(110049):16. https://doi.org/10.1016/j.chaos.2020.110049
Simelane S, Dlamini P (2021) A fractional order differential equation model for hepatitis B virus with saturated incidence. Results in Physics 24:104114. https://doi.org/10.1016/j.rinp.2021.104114
Stelzle D, Tanaka LF, Lee KK et al (2021) Estimates of the global burden of cervical cancer associated with HIV. Lancet Glob Health 9(2):e161–e169. https://doi.org/10.1016/S2214-109X(20)30459-9
Sung H, Ferlay J, Siegel RL, et al (2021) Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA: a cancer journal for clinicians 71(3):209–249. 10.3322/caac.21660
Tuan NH, Mohammadi H, Rezapour S (2020) A mathematical model for COVID-19 transmission by using the Caputo fractional derivative. Chaos, Solitons Fractals 140(110107):11. https://doi.org/10.1016/j.chaos.2020.110107
Tyagi S, Martha SC, Abbas S et al (2021) Mathematical modeling and analysis for controlling the spread of infectious diseases. Chaos Solitons Fractals 144:110707. https://doi.org/10.1016/j.chaos.2021.110707
Vargas-De-León C (2015) Volterra-type Lyapunov functions for fractional-order epidemic systems. Commun Nonlinear Sci Numer Simul 24(1–3):75–85. https://doi.org/10.1016/j.cnsns.2014.12.013
Wang JL, Li HF (2011) Surpassing the fractional derivative: concept of the memory-dependent derivative. Comput Math Appl 62(3):1562–1567. https://doi.org/10.1016/j.camwa.2011.04.028
Wang JL, Li HF (2021) Memory-dependent derivative versus fractional derivative (I): Difference in temporal modeling. J Comput Appl Math 384:Paper No. 112923, 10. 10.1016/j.cam.2020.112923
WHO (2019) United nations, department of economic and social affairs, population division. world population prospects 2019, online edition. rev. 1. https://population.un.org/wpp/Download/Standard/Population/
WHO (2020) Global strategy to accelerate the elimination of cervical cancer as a public health problem. https://www.who.int/publications/i/item/9789240014107
Zhao D, Luo M (2019) Representations of acting processes and memory effects: general fractional derivative and its application to theory of heat conduction with finite wave speeds. Appl Math Comput 346:531–544. https://doi.org/10.1016/j.amc.2018.10.037
Ziyadi N (2016) A male-female mathematical model of human papillomavirus (HPV) in African American population. Mathematical Biosciences & Engineering 14(1):339–358. https://doi.org/10.3934/mbe.2017022
Acknowledgements
INSPIRE Fellowship (IF180053) under the Department of Science and Technology, Government of India, supports this research work to the first author, Mr. R. Praveen Kumar. We would like to express our gratitude to the reviewers for their detailed review and valuable feedback, which significantly contributed to the refinement of this manuscript.
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Praveen Kumar Rajan: Writing-Original draft preparation, Conceptualization, Software, Methodology, Formal analysis, Writing-Reviewing and Editing. Murugesan Kuppusamy: Supervision, Writing-Reviewing and Editing, Methodology. Abdullahi Yusuf: Software, Formal analysis and Methodology.
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Rajan, P.K., Kuppusamy, M. & Yusuf, A. A fractional-order modeling of human papillomavirus transmission and cervical cancer. Model. Earth Syst. Environ. 10, 1337–1357 (2024). https://doi.org/10.1007/s40808-023-01843-x
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DOI: https://doi.org/10.1007/s40808-023-01843-x
Keywords
- Human papillomavirus with cervical cancer
- Caputo fractional derivative
- Banach fixed point theory
- Adams–Bashforth–Moulton method