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A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors

Increasing knowledge of intertumor heterogeneity, intratumor heterogeneity, and cancer evolution has improved the understanding of anticancer treatment resistance. A better characterization of cancer evolution and subsequent use of this knowledge for personalized treatment would increase the chance...

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Detalles Bibliográficos
Autores principales: Yin, Anyue, Moes, Dirk Jan A.R., van Hasselt, Johan G.C., Swen, Jesse J., Guchelaar, Henk‐Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6813171/
https://www.ncbi.nlm.nih.gov/pubmed/31250989
http://dx.doi.org/10.1002/psp4.12450
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author Yin, Anyue
Moes, Dirk Jan A.R.
van Hasselt, Johan G.C.
Swen, Jesse J.
Guchelaar, Henk‐Jan
author_facet Yin, Anyue
Moes, Dirk Jan A.R.
van Hasselt, Johan G.C.
Swen, Jesse J.
Guchelaar, Henk‐Jan
author_sort Yin, Anyue
collection PubMed
description Increasing knowledge of intertumor heterogeneity, intratumor heterogeneity, and cancer evolution has improved the understanding of anticancer treatment resistance. A better characterization of cancer evolution and subsequent use of this knowledge for personalized treatment would increase the chance to overcome cancer treatment resistance. Model‐based approaches may help achieve this goal. In this review, we comprehensively summarized mathematical models of tumor dynamics for solid tumors and of drug resistance evolution. Models displayed by ordinary differential equations, algebraic equations, and partial differential equations for characterizing tumor burden dynamics are introduced and discussed. As for tumor resistance evolution, stochastic and deterministic models are introduced and discussed. The results may facilitate a novel model‐based analysis on anticancer treatment response and the occurrence of resistance, which incorporates both tumor dynamics and resistance evolution. The opportunities of a model‐based approach as discussed in this review can be of great benefit for future optimizing and personalizing anticancer treatment.
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spelling pubmed-68131712019-10-30 A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors Yin, Anyue Moes, Dirk Jan A.R. van Hasselt, Johan G.C. Swen, Jesse J. Guchelaar, Henk‐Jan CPT Pharmacometrics Syst Pharmacol Reviews Increasing knowledge of intertumor heterogeneity, intratumor heterogeneity, and cancer evolution has improved the understanding of anticancer treatment resistance. A better characterization of cancer evolution and subsequent use of this knowledge for personalized treatment would increase the chance to overcome cancer treatment resistance. Model‐based approaches may help achieve this goal. In this review, we comprehensively summarized mathematical models of tumor dynamics for solid tumors and of drug resistance evolution. Models displayed by ordinary differential equations, algebraic equations, and partial differential equations for characterizing tumor burden dynamics are introduced and discussed. As for tumor resistance evolution, stochastic and deterministic models are introduced and discussed. The results may facilitate a novel model‐based analysis on anticancer treatment response and the occurrence of resistance, which incorporates both tumor dynamics and resistance evolution. The opportunities of a model‐based approach as discussed in this review can be of great benefit for future optimizing and personalizing anticancer treatment. John Wiley and Sons Inc. 2019-08-09 2019-10 /pmc/articles/PMC6813171/ /pubmed/31250989 http://dx.doi.org/10.1002/psp4.12450 Text en © 2019 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of the American Society for Clinical Pharmacology and Therapeutics. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Reviews
Yin, Anyue
Moes, Dirk Jan A.R.
van Hasselt, Johan G.C.
Swen, Jesse J.
Guchelaar, Henk‐Jan
A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors
title A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors
title_full A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors
title_fullStr A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors
title_full_unstemmed A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors
title_short A Review of Mathematical Models for Tumor Dynamics and Treatment Resistance Evolution of Solid Tumors
title_sort review of mathematical models for tumor dynamics and treatment resistance evolution of solid tumors
topic Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6813171/
https://www.ncbi.nlm.nih.gov/pubmed/31250989
http://dx.doi.org/10.1002/psp4.12450
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