Optimal control model of immunotherapy for autoimmune diseases

Detalhes bibliográficos
Autor(a) principal: Costa, M. Fernanda P.
Data de Publicação: 2021
Outros Autores: Ramos, M. P. Machado, Ribeiro, Carolina, Soares, A. J.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/1822/89497
Resumo: In this work, we develop a new mathematical model to evaluate the impact of drug therapies on autoimmunity disease. We describe the immune system interactions at the cellular level, using the kinetic theory approach, by considering self-antigen presenting cells, self-reactive T cells, immunosuppressive cells and Interleukin-2 (IL-2) cytokines. The drug therapy consists of an intake of Interleukin-2 cytokines which boosts the effect of immunosuppressive cells on the autoimmune reaction. We also derive the macroscopic model relative to the kinetic system and study the wellposedness of the Cauchy problem for the corresponding system of equations. We formulate an optimal control problem relative to the model so that the quantity of both the self-reactive T cells that are produced in the body and the Interleukin-2 cytokines that are administrated is simultaneously minimized. Moreover, we perform some numerical tests in view of investigating optimal treatment strategies and the results reveal that the optimal control approach provides good-quality approximate solutions and shows to be a valuable procedure in identifying optimal treatment strategies.
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spelling Optimal control model of immunotherapy for autoimmune diseasesMathematical biologyMathematical ModellingKinetic theoryAutoimmune diseasesCellular interactionsNon-linear ODE’sOptimal controlgeneral biology and biomathematicsnon&#8208linear ODEsCiências Naturais::MatemáticasScience & TechnologyIn this work, we develop a new mathematical model to evaluate the impact of drug therapies on autoimmunity disease. We describe the immune system interactions at the cellular level, using the kinetic theory approach, by considering self-antigen presenting cells, self-reactive T cells, immunosuppressive cells and Interleukin-2 (IL-2) cytokines. The drug therapy consists of an intake of Interleukin-2 cytokines which boosts the effect of immunosuppressive cells on the autoimmune reaction. We also derive the macroscopic model relative to the kinetic system and study the wellposedness of the Cauchy problem for the corresponding system of equations. We formulate an optimal control problem relative to the model so that the quantity of both the self-reactive T cells that are produced in the body and the Interleukin-2 cytokines that are administrated is simultaneously minimized. Moreover, we perform some numerical tests in view of investigating optimal treatment strategies and the results reveal that the optimal control approach provides good-quality approximate solutions and shows to be a valuable procedure in identifying optimal treatment strategies.This work is partially supported by the Portuguese FCT Projects UIDB/00013/2020 and UIDP/00013/2020 of CMAT-UMWileyUniversidade do MinhoCosta, M. Fernanda P.Ramos, M. P. MachadoRibeiro, CarolinaSoares, A. J.20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/1822/89497eng0170-42141099-147610.1002/mma.7318https://onlinelibrary.wiley.com/doi/epdf/10.1002/mma.7318info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-16T01:22:59Zoai:repositorium.sdum.uminho.pt:1822/89497Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T04:01:14.894805Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Optimal control model of immunotherapy for autoimmune diseases
title Optimal control model of immunotherapy for autoimmune diseases
spellingShingle Optimal control model of immunotherapy for autoimmune diseases
Costa, M. Fernanda P.
Mathematical biology
Mathematical Modelling
Kinetic theory
Autoimmune diseases
Cellular interactions
Non-linear ODE’s
Optimal control
general biology and biomathematics
non&#8208
linear ODEs
Ciências Naturais::Matemáticas
Science & Technology
title_short Optimal control model of immunotherapy for autoimmune diseases
title_full Optimal control model of immunotherapy for autoimmune diseases
title_fullStr Optimal control model of immunotherapy for autoimmune diseases
title_full_unstemmed Optimal control model of immunotherapy for autoimmune diseases
title_sort Optimal control model of immunotherapy for autoimmune diseases
author Costa, M. Fernanda P.
author_facet Costa, M. Fernanda P.
Ramos, M. P. Machado
Ribeiro, Carolina
Soares, A. J.
author_role author
author2 Ramos, M. P. Machado
Ribeiro, Carolina
Soares, A. J.
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Costa, M. Fernanda P.
Ramos, M. P. Machado
Ribeiro, Carolina
Soares, A. J.
dc.subject.por.fl_str_mv Mathematical biology
Mathematical Modelling
Kinetic theory
Autoimmune diseases
Cellular interactions
Non-linear ODE’s
Optimal control
general biology and biomathematics
non&#8208
linear ODEs
Ciências Naturais::Matemáticas
Science & Technology
topic Mathematical biology
Mathematical Modelling
Kinetic theory
Autoimmune diseases
Cellular interactions
Non-linear ODE’s
Optimal control
general biology and biomathematics
non&#8208
linear ODEs
Ciências Naturais::Matemáticas
Science & Technology
description In this work, we develop a new mathematical model to evaluate the impact of drug therapies on autoimmunity disease. We describe the immune system interactions at the cellular level, using the kinetic theory approach, by considering self-antigen presenting cells, self-reactive T cells, immunosuppressive cells and Interleukin-2 (IL-2) cytokines. The drug therapy consists of an intake of Interleukin-2 cytokines which boosts the effect of immunosuppressive cells on the autoimmune reaction. We also derive the macroscopic model relative to the kinetic system and study the wellposedness of the Cauchy problem for the corresponding system of equations. We formulate an optimal control problem relative to the model so that the quantity of both the self-reactive T cells that are produced in the body and the Interleukin-2 cytokines that are administrated is simultaneously minimized. Moreover, we perform some numerical tests in view of investigating optimal treatment strategies and the results reveal that the optimal control approach provides good-quality approximate solutions and shows to be a valuable procedure in identifying optimal treatment strategies.
publishDate 2021
dc.date.none.fl_str_mv 2021
2021-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/1822/89497
url https://hdl.handle.net/1822/89497
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0170-4214
1099-1476
10.1002/mma.7318
https://onlinelibrary.wiley.com/doi/epdf/10.1002/mma.7318
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Wiley
publisher.none.fl_str_mv Wiley
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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