Discrete and Continuous Dynamical Systems - B · 2019 · 11 citations · 8 references
MedicineOncologyCancer PharmacologyChemotherapyOptimizationChemotherapy ResistanceControl TheoryDrug ResistanceOptimal ControlTherapeutic ResistanceGradient Method OptimizationOptimal Control FormulationOptimal Control ModelsOptimal Control Of Nonlinear SystemsPenalty MechanismsPenalty MitigationSingular ControlTherapeutic Drug Resistance
This study investigates how optimal control theory may be used to delay the onset of chemotherapy resistance in tumours. An optimal control problem with simple tumour dynamics and an objective functional explicitly penalising drug resistant tumour phenotype is formulated. It is shown that for biologically relevant parameters the system has a single globally attracting positive steady state. The existence of singular arc is then investigated analytically under a very general form of the resistance penalty in the objective functional. It is shown that the singular controls are of order one and that they satisfy Legendre-Clebsch condition in a subset of the domain. A gradient method for solving the proposed optimal control problem is then used to find the control minimising the objective. The optimal control is found to consist of three intervals: full dose, singular and full dose. The singular part of the control is essential in delaying the onset of drug resistance.
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Chemotherapeutic drugs—more really is not better
Isaiah J. Fidler, Lee M. Ellis · Nature Medicine · 2000 · 120 citations
The Role of Cell Density and Intratumoral Heterogeneity in Multidrug Resistance
Orit Lavi, James M. Greene, Doron Levy et al. · Cancer Research · 2013 · 70 citations · Full text
Medicine, Cancer Biology, Oncology +16