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Dosage strategies for delaying resistance emergence in heterogeneous tumors
Drug resistance in cancer treatments is a frequent problem that, when it arises, leads to failure in therapeutic efforts. Tumor heterogeneity is the primary reason for resistance emergence and a precise treatment design that takes heterogeneity into account is required to postpone the rise of resist...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8091820/ https://www.ncbi.nlm.nih.gov/pubmed/33638275 http://dx.doi.org/10.1002/2211-5463.13129 |
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author | Vakil, Vahideh Trappe, Wade |
author_facet | Vakil, Vahideh Trappe, Wade |
author_sort | Vakil, Vahideh |
collection | PubMed |
description | Drug resistance in cancer treatments is a frequent problem that, when it arises, leads to failure in therapeutic efforts. Tumor heterogeneity is the primary reason for resistance emergence and a precise treatment design that takes heterogeneity into account is required to postpone the rise of resistant subpopulations in the tumor environment. In this paper, we present a mathematical framework involving clonal evolution modeling of drug‐sensitive and drug‐resistant clones. Using our framework, we examine delaying the rise of resistance in heterogeneous tumors during control phase of therapy in a containment treatment approach. We apply pharmacokinetic/pharmacodynamic (PKPD) modeling and show that dosage strategies can be designed to control the resistant subpopulation. Our results show that the drug dosage and schedule determine the relative dynamics of sensitive and resistant clones. We present an optimal control problem that finds the dosing strategy that maximizes the delay in resistance emergence for a given period of containment treatment. |
format | Online Article Text |
id | pubmed-8091820 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80918202021-05-10 Dosage strategies for delaying resistance emergence in heterogeneous tumors Vakil, Vahideh Trappe, Wade FEBS Open Bio Research Articles Drug resistance in cancer treatments is a frequent problem that, when it arises, leads to failure in therapeutic efforts. Tumor heterogeneity is the primary reason for resistance emergence and a precise treatment design that takes heterogeneity into account is required to postpone the rise of resistant subpopulations in the tumor environment. In this paper, we present a mathematical framework involving clonal evolution modeling of drug‐sensitive and drug‐resistant clones. Using our framework, we examine delaying the rise of resistance in heterogeneous tumors during control phase of therapy in a containment treatment approach. We apply pharmacokinetic/pharmacodynamic (PKPD) modeling and show that dosage strategies can be designed to control the resistant subpopulation. Our results show that the drug dosage and schedule determine the relative dynamics of sensitive and resistant clones. We present an optimal control problem that finds the dosing strategy that maximizes the delay in resistance emergence for a given period of containment treatment. John Wiley and Sons Inc. 2021-03-30 /pmc/articles/PMC8091820/ /pubmed/33638275 http://dx.doi.org/10.1002/2211-5463.13129 Text en © 2021 The Authors. FEBS Open Bio published by John Wiley & Sons Ltd on behalf of Federation of European Biochemical Societies. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Vakil, Vahideh Trappe, Wade Dosage strategies for delaying resistance emergence in heterogeneous tumors |
title | Dosage strategies for delaying resistance emergence in heterogeneous tumors |
title_full | Dosage strategies for delaying resistance emergence in heterogeneous tumors |
title_fullStr | Dosage strategies for delaying resistance emergence in heterogeneous tumors |
title_full_unstemmed | Dosage strategies for delaying resistance emergence in heterogeneous tumors |
title_short | Dosage strategies for delaying resistance emergence in heterogeneous tumors |
title_sort | dosage strategies for delaying resistance emergence in heterogeneous tumors |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8091820/ https://www.ncbi.nlm.nih.gov/pubmed/33638275 http://dx.doi.org/10.1002/2211-5463.13129 |
work_keys_str_mv | AT vakilvahideh dosagestrategiesfordelayingresistanceemergenceinheterogeneoustumors AT trappewade dosagestrategiesfordelayingresistanceemergenceinheterogeneoustumors |