Optimal control model of immunotherapy for autoimmune diseases
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , |
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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Optimal control model of immunotherapy for autoimmune diseasesMathematical biologyMathematical ModellingKinetic theoryAutoimmune diseasesCellular interactionsNon-linear ODE’sOptimal controlgeneral biology and biomathematicsnon‐linear 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‐ 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‐ 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‐ 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 |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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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 |
repository.mail.fl_str_mv |
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1799138186681647104 |