Trudy Instituta Matematiki i Mekhaniki UrO RAN
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive
Impact factor

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS



Trudy Inst. Mat. i Mekh. UrO RAN:
Year:
Volume:
Issue:
Page:
Find






Personal entry:
Login:
Password:
Save password
Enter
Forgotten password?
Register


Trudy Instituta Matematiki i Mekhaniki UrO RAN, 2021, Volume 27, Number 3, Pages 43–58
DOI: https://doi.org/10.21538/0134-4889-2021-27-3-43-58
(Mi timm1837)
 

This article is cited in 1 scientific paper (total in 1 paper)

Optimal strategies of CAR T-Cell therapy in the treatment of leukemia within the Lotka-Volterra predator-prey model

N. L. Grigorenkoa, E. N. Khailova, E. V. Grigorievab, A. D. Klimenkovaa

a Lomonosov Moscow State University, Faculty of Computational Mathematics and Cybernetics
b Texas Woman's University, Denton
Full-text PDF (364 kB) Citations (1)
References:
Abstract: A controlled mathematical model of leukemia treatment is considered. The model is based on the three-dimensional Lotka–Volterra predator–prey model, which describes a recently developed leukemia treatment technology called Chimeric Antigen Receptor (CAR) T-cell therapy, and is given on a fixed time interval by a system of four differential equations. The equations describe the interaction between populations of healthy and cancer cells, CAR T-cells, and cytokines. The CAR T-cells act as predators, while healthy and cancer cells act as prey. The CAR T-cell therapy leads to serious side-effects associated with the rapid growth of cytokines, and therefore their dynamics is also included in the model. The model also contains two bounded control functions reflecting the intensity of the therapy (the first control) and the intensity of administration of drugs that suppress the activity of the immune system (the second control). We study the problem of minimizing the objective function related to the number of cancer and healthy cells, as well as cytokines, both at the final moment of a given time interval and during this entire interval. The Pontryagin maximum principle is applied for the analysis of the problem; it is used to establish the bang-bang nature of an optimal first control and to estimate the number of its switchings. It is shown that an optimal second control is a constant function on the entire time interval. The BOCOP-2.2.1 environment is used for the numerical analysis of the problem. The results of numerical calculations are presented, demonstrating various types of optimal protocols for CAR-T therapy.
Keywords: leukemia, nonlinear control system, optimal control, Pontryagin maximum principle, bang-bang control, switching function, generalized Rolle theorem.
Received: 25.03.2021
Revised: 17.05.2021
Accepted: 21.06.2021
Bibliographic databases:
Document Type: Article
UDC: 517.977.1
MSC: 49J15, 58E25, 92D25
Language: Russian
Citation: N. L. Grigorenko, E. N. Khailov, E. V. Grigorieva, A. D. Klimenkova, “Optimal strategies of CAR T-Cell therapy in the treatment of leukemia within the Lotka-Volterra predator-prey model”, Trudy Inst. Mat. i Mekh. UrO RAN, 27, no. 3, 2021, 43–58
Citation in format AMSBIB
\Bibitem{GriKhaGri21}
\by N.~L.~Grigorenko, E.~N.~Khailov, E.~V.~Grigorieva, A.~D.~Klimenkova
\paper Optimal strategies of CAR T-Cell therapy in the treatment of leukemia within the Lotka-Volterra predator-prey model
\serial Trudy Inst. Mat. i Mekh. UrO RAN
\yr 2021
\vol 27
\issue 3
\pages 43--58
\mathnet{http://mi.mathnet.ru/timm1837}
\crossref{https://doi.org/10.21538/0134-4889-2021-27-3-43-58}
\elib{https://elibrary.ru/item.asp?id=46502689}
Linking options:
  • https://www.mathnet.ru/eng/timm1837
  • https://www.mathnet.ru/eng/timm/v27/i3/p43
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Trudy Instituta Matematiki i Mekhaniki UrO RAN
     
      Contact us:
     Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024