Cargando…
Reparameterized multiobjective control of BCG immunotherapy
Bladder cancer is a cancerous disease that mainly affects elder men and women. The immunotherapy that uses Bacillus of Calmette and Guerin (BCG) effectively treats bladder cancer by stimulating the immune response of patients. The therapeutic performance of BCG relies on drug dosing, and the design...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10682440/ https://www.ncbi.nlm.nih.gov/pubmed/38012252 http://dx.doi.org/10.1038/s41598-023-47406-z |
_version_ | 1785150975660523520 |
---|---|
author | Yue, Rongting Dutta, Abhishek |
author_facet | Yue, Rongting Dutta, Abhishek |
author_sort | Yue, Rongting |
collection | PubMed |
description | Bladder cancer is a cancerous disease that mainly affects elder men and women. The immunotherapy that uses Bacillus of Calmette and Guerin (BCG) effectively treats bladder cancer by stimulating the immune response of patients. The therapeutic performance of BCG relies on drug dosing, and the design of an optimal BCG regimen is an open question. In this study, we propose the reparameterized multiobjective control (RMC) approach for seeking an optimal drug dosing regimen and apply it to the design of BCG treatment. This approach utilizes constrained optimization based on a nonlinear bladder cancer model with impulsive drug instillation. We compare the performance of RMC with Koopman model predictive control (MPC) and validate the efficacy of optimal BCG dosing regimens through numerical simulations, demonstrating the efficient elimination of cancerous cells. The proposed control framework holds the potential for generalization to other model-based treatment designs. |
format | Online Article Text |
id | pubmed-10682440 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106824402023-11-30 Reparameterized multiobjective control of BCG immunotherapy Yue, Rongting Dutta, Abhishek Sci Rep Article Bladder cancer is a cancerous disease that mainly affects elder men and women. The immunotherapy that uses Bacillus of Calmette and Guerin (BCG) effectively treats bladder cancer by stimulating the immune response of patients. The therapeutic performance of BCG relies on drug dosing, and the design of an optimal BCG regimen is an open question. In this study, we propose the reparameterized multiobjective control (RMC) approach for seeking an optimal drug dosing regimen and apply it to the design of BCG treatment. This approach utilizes constrained optimization based on a nonlinear bladder cancer model with impulsive drug instillation. We compare the performance of RMC with Koopman model predictive control (MPC) and validate the efficacy of optimal BCG dosing regimens through numerical simulations, demonstrating the efficient elimination of cancerous cells. The proposed control framework holds the potential for generalization to other model-based treatment designs. Nature Publishing Group UK 2023-11-27 /pmc/articles/PMC10682440/ /pubmed/38012252 http://dx.doi.org/10.1038/s41598-023-47406-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Yue, Rongting Dutta, Abhishek Reparameterized multiobjective control of BCG immunotherapy |
title | Reparameterized multiobjective control of BCG immunotherapy |
title_full | Reparameterized multiobjective control of BCG immunotherapy |
title_fullStr | Reparameterized multiobjective control of BCG immunotherapy |
title_full_unstemmed | Reparameterized multiobjective control of BCG immunotherapy |
title_short | Reparameterized multiobjective control of BCG immunotherapy |
title_sort | reparameterized multiobjective control of bcg immunotherapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10682440/ https://www.ncbi.nlm.nih.gov/pubmed/38012252 http://dx.doi.org/10.1038/s41598-023-47406-z |
work_keys_str_mv | AT yuerongting reparameterizedmultiobjectivecontrolofbcgimmunotherapy AT duttaabhishek reparameterizedmultiobjectivecontrolofbcgimmunotherapy |