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Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations
Fractional calculus has recently been applied to the mathematical modelling of tumour growth, but its use introduces complexities that may not be warranted. Mathematical modelling with differential equations is a standard approach to study and predict treatment outcomes for population-level and pati...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10127975/ https://www.ncbi.nlm.nih.gov/pubmed/37186175 http://dx.doi.org/10.1007/s11538-023-01139-2 |
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author | Wilson, Nicole Drapaca, Corina S. Enderling, Heiko Caudell, Jimmy J. Wilkie, Kathleen P. |
author_facet | Wilson, Nicole Drapaca, Corina S. Enderling, Heiko Caudell, Jimmy J. Wilkie, Kathleen P. |
author_sort | Wilson, Nicole |
collection | PubMed |
description | Fractional calculus has recently been applied to the mathematical modelling of tumour growth, but its use introduces complexities that may not be warranted. Mathematical modelling with differential equations is a standard approach to study and predict treatment outcomes for population-level and patient-specific responses. Here, we use patient data of radiation-treated tumours to discuss the benefits and limitations of introducing fractional derivatives into three standard models of tumour growth. The fractional derivative introduces a history-dependence into the growth function, which requires a continuous death-rate term for radiation treatment. This newly proposed radiation-induced death-rate term improves computational efficiency in both ordinary and fractional derivative models. This computational speed-up will benefit common simulation tasks such as model parameterization and the construction and running of virtual clinical trials. |
format | Online Article Text |
id | pubmed-10127975 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-101279752023-04-27 Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations Wilson, Nicole Drapaca, Corina S. Enderling, Heiko Caudell, Jimmy J. Wilkie, Kathleen P. Bull Math Biol Original Article Fractional calculus has recently been applied to the mathematical modelling of tumour growth, but its use introduces complexities that may not be warranted. Mathematical modelling with differential equations is a standard approach to study and predict treatment outcomes for population-level and patient-specific responses. Here, we use patient data of radiation-treated tumours to discuss the benefits and limitations of introducing fractional derivatives into three standard models of tumour growth. The fractional derivative introduces a history-dependence into the growth function, which requires a continuous death-rate term for radiation treatment. This newly proposed radiation-induced death-rate term improves computational efficiency in both ordinary and fractional derivative models. This computational speed-up will benefit common simulation tasks such as model parameterization and the construction and running of virtual clinical trials. Springer US 2023-04-25 2023 /pmc/articles/PMC10127975/ /pubmed/37186175 http://dx.doi.org/10.1007/s11538-023-01139-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 | Original Article Wilson, Nicole Drapaca, Corina S. Enderling, Heiko Caudell, Jimmy J. Wilkie, Kathleen P. Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations |
title | Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations |
title_full | Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations |
title_fullStr | Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations |
title_full_unstemmed | Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations |
title_short | Modelling Radiation Cancer Treatment with a Death-Rate Term in Ordinary and Fractional Differential Equations |
title_sort | modelling radiation cancer treatment with a death-rate term in ordinary and fractional differential equations |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10127975/ https://www.ncbi.nlm.nih.gov/pubmed/37186175 http://dx.doi.org/10.1007/s11538-023-01139-2 |
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