Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wilson, Nicole, Drapaca, Corina S., Enderling, Heiko, Caudell, Jimmy J., Wilkie, Kathleen P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
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
_version_ 1785030514791415808
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
work_keys_str_mv AT wilsonnicole modellingradiationcancertreatmentwithadeathrateterminordinaryandfractionaldifferentialequations
AT drapacacorinas modellingradiationcancertreatmentwithadeathrateterminordinaryandfractionaldifferentialequations
AT enderlingheiko modellingradiationcancertreatmentwithadeathrateterminordinaryandfractionaldifferentialequations
AT caudelljimmyj modellingradiationcancertreatmentwithadeathrateterminordinaryandfractionaldifferentialequations
AT wilkiekathleenp modellingradiationcancertreatmentwithadeathrateterminordinaryandfractionaldifferentialequations