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Role of immunotherapy in tumor-immune interaction: Perspectives from fractional-order modelling and sensitivity analysis

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  • Ndenda, J.P.
  • Njagarah, J.B.H.
  • Shaw, S.

Abstract

Immunotherapy plays a vital role in strengthening the immune system and enhancing its ability to fight cancer during the tumor-immune interaction. This interaction is a complex process and biological studies are still ongoing to explore the tumor microenvironment with the action of the immune system. The limitations associated with ethical consideration and the costs associated with the biological experiments on human samples, motivate researchers to use other available means, including mathematical modelling to find possible solutions to the problems. In this study, we use a fractional model for tumor-immune interaction incorporating the treatment of cytokine interleukin-2 (IL-2) to boost the immune system to fight cancer. The basic properties of the model such as positivity of the solutions and local stability analysis of the tumor free equilibrium are studied and the conditions for tumor removal highlighted. Furthermore, the existence and uniqueness of solution of the model is proved using the fixed point theory. Given the uncertainty in the selection of model parameters, sensitivity analysis was performed using the Latin Hypercube Sampling scheme to determine model parameters which describe the processes that significantly influence the changes in the model state variables. The model was numerically solved for different orders of the fractional derivative using the Adams–Bashforth–Moulton Method. Our results suggest that, satisfactory stable tumor control can be achieved by adoptive cellular immunotherapy (ACI) alone, or through a combination of ACI and IL-2. We further observed that, the processes affecting the tumor-immune system interaction influence the dynamics variably at different stages of the disease. This observation is vital in informing researchers about the essential processes of emphasis when implementing drug targeting intervention measures aimed at curtailing the progression of cancer.

Suggested Citation

  • Ndenda, J.P. & Njagarah, J.B.H. & Shaw, S., 2021. "Role of immunotherapy in tumor-immune interaction: Perspectives from fractional-order modelling and sensitivity analysis," Chaos, Solitons & Fractals, Elsevier, vol. 148(C).
  • Handle: RePEc:eee:chsofr:v:148:y:2021:i:c:s0960077921003908
    DOI: 10.1016/j.chaos.2021.111036
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    References listed on IDEAS

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    1. Njagarah, J.B.H. & Tabi, C.B., 2018. "Spatial synchrony in fractional order metapopulation cholera transmission," Chaos, Solitons & Fractals, Elsevier, vol. 117(C), pages 37-49.
    2. Shah, Kamal & Alqudah, Manar A. & Jarad, Fahd & Abdeljawad, Thabet, 2020. "Semi-analytical study of Pine Wilt Disease model with convex rate under Caputo–Febrizio fractional order derivative," Chaos, Solitons & Fractals, Elsevier, vol. 135(C).
    3. Rihan, F.A. & Velmurugan, G., 2020. "Dynamics of fractional-order delay differential model for tumor-immune system," Chaos, Solitons & Fractals, Elsevier, vol. 132(C).
    4. Fathalla A. Rihan, 2013. "Numerical Modeling of Fractional-Order Biological Systems," Abstract and Applied Analysis, Hindawi, vol. 2013, pages 1-11, August.
    5. Ahmad, Shabir & Ullah, Aman & Arfan, Muhammad & Shah, Kamal, 2020. "On analysis of the fractional mathematical model of rotavirus epidemic with the effects of breastfeeding and vaccination under Atangana-Baleanu (AB) derivative," Chaos, Solitons & Fractals, Elsevier, vol. 140(C).
    6. Qureshi, Sania & Yusuf, Abdullahi, 2019. "Modeling chickenpox disease with fractional derivatives: From caputo to atangana-baleanu," Chaos, Solitons & Fractals, Elsevier, vol. 122(C), pages 111-118.
    7. Xiaoyi Tang & Ting Liu & Xuefeng Zang & Hao Liu & Danhong Wang & Hu Chen & Bin Zhang, 2013. "Adoptive Cellular Immunotherapy in Metastatic Renal Cell Carcinoma: A Systematic Review and Meta-Analysis," PLOS ONE, Public Library of Science, vol. 8(5), pages 1-6, May.
    8. Kassa, Semu M. & Njagarah, John B.H. & Terefe, Yibeltal A., 2020. "Analysis of the mitigation strategies for COVID-19: From mathematical modelling perspective," Chaos, Solitons & Fractals, Elsevier, vol. 138(C).
    9. Balcı, Ercan & Öztürk, İlhan & Kartal, Senol, 2019. "Dynamical behaviour of fractional order tumor model with Caputo and conformable fractional derivative," Chaos, Solitons & Fractals, Elsevier, vol. 123(C), pages 43-51.
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