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Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?

OBJECTIVE: The treatment plans designed with the guidance of the mathematical model and adaptive strategy can trap tumor subpopulations in a periodic and controllable loop. But this process requires detailed information about the tumor system, which is difficult to obtain. Therefore, we wondered whe...

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Autores principales: Wang, Jiali, Zhang, Yixuan, Liu, Xiaoquan, Liu, Haochen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8643150/
https://www.ncbi.nlm.nih.gov/pubmed/34876854
http://dx.doi.org/10.2147/CMAR.S339787
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author Wang, Jiali
Zhang, Yixuan
Liu, Xiaoquan
Liu, Haochen
author_facet Wang, Jiali
Zhang, Yixuan
Liu, Xiaoquan
Liu, Haochen
author_sort Wang, Jiali
collection PubMed
description OBJECTIVE: The treatment plans designed with the guidance of the mathematical model and adaptive strategy can trap tumor subpopulations in a periodic and controllable loop. But this process requires detailed information about the tumor system, which is difficult to obtain. Therefore, we wondered whether the fixed periodic treatment plans designed with the typical values of population parameters could be applied to a similar tumor system without complete information. METHODS: A binary tumor system constructed by an EGFR-mutant and a KRAS-mutant cell line was used to explore the applicability of the fixed periodic treatment plans. The dynamics of this system were described by combining the Lotka-Volterra model with the framework of the nonlinear mixed-effects model. The typical values of population parameters were used to design the plans, and the robust plans were screened through parameter variation. These screened plans were examined their applicability in animal experiments and simulations. RESULTS: In animal experiments where system parameters vary from −30% to 30%, the “osimertinib administration, withdrawal, FK866 administration and withdrawal” plan can trap subpopulations of the system in periodic cycles. In simulation, when there was an unknown resistant subpopulation, the screened fixed periodic treatment plans can still delay the evolution of resistance. The median outcomes of screened plans were better than conventional sequential treatment in most cases. There was no significant difference between the outcomes of the screened plan with median stability and the optimal therapy. The evolutionary trajectories of these two plans were similar. CONCLUSION: According to the results, these fixed periodic plans should be tried in treatment even the information of the tumor system was incomplete.
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spelling pubmed-86431502021-12-06 Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information? Wang, Jiali Zhang, Yixuan Liu, Xiaoquan Liu, Haochen Cancer Manag Res Original Research OBJECTIVE: The treatment plans designed with the guidance of the mathematical model and adaptive strategy can trap tumor subpopulations in a periodic and controllable loop. But this process requires detailed information about the tumor system, which is difficult to obtain. Therefore, we wondered whether the fixed periodic treatment plans designed with the typical values of population parameters could be applied to a similar tumor system without complete information. METHODS: A binary tumor system constructed by an EGFR-mutant and a KRAS-mutant cell line was used to explore the applicability of the fixed periodic treatment plans. The dynamics of this system were described by combining the Lotka-Volterra model with the framework of the nonlinear mixed-effects model. The typical values of population parameters were used to design the plans, and the robust plans were screened through parameter variation. These screened plans were examined their applicability in animal experiments and simulations. RESULTS: In animal experiments where system parameters vary from −30% to 30%, the “osimertinib administration, withdrawal, FK866 administration and withdrawal” plan can trap subpopulations of the system in periodic cycles. In simulation, when there was an unknown resistant subpopulation, the screened fixed periodic treatment plans can still delay the evolution of resistance. The median outcomes of screened plans were better than conventional sequential treatment in most cases. There was no significant difference between the outcomes of the screened plan with median stability and the optimal therapy. The evolutionary trajectories of these two plans were similar. CONCLUSION: According to the results, these fixed periodic plans should be tried in treatment even the information of the tumor system was incomplete. Dove 2021-11-30 /pmc/articles/PMC8643150/ /pubmed/34876854 http://dx.doi.org/10.2147/CMAR.S339787 Text en © 2021 Wang et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php).
spellingShingle Original Research
Wang, Jiali
Zhang, Yixuan
Liu, Xiaoquan
Liu, Haochen
Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?
title Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?
title_full Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?
title_fullStr Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?
title_full_unstemmed Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?
title_short Is the Fixed Periodic Treatment Effective for the Tumor System without Complete Information?
title_sort is the fixed periodic treatment effective for the tumor system without complete information?
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8643150/
https://www.ncbi.nlm.nih.gov/pubmed/34876854
http://dx.doi.org/10.2147/CMAR.S339787
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