Literature DB >> 30853393

Optimal control of acute myeloid leukaemia.

Jesse A Sharp1, Alexander P Browning1, Tarunendu Mapder1, Kevin Burrage2, Matthew J Simpson3.   

Abstract

Acute myeloid leukaemia (AML) is a blood cancer affecting haematopoietic stem cells. AML is routinely treated with chemotherapy, and so it is of great interest to develop optimal chemotherapy treatment strategies. In this work, we incorporate an immune response into a stem cell model of AML, since we find that previous models lacking an immune response are inappropriate for deriving optimal control strategies. Using optimal control theory, we produce continuous controls and bang-bang controls, corresponding to a range of objectives and parameter choices. Through example calculations, we provide a practical approach to applying optimal control using Pontryagin's Maximum Principle. In particular, we describe and explore factors that have a profound influence on numerical convergence. We find that the convergence behaviour is sensitive to the method of control updating, the nature of the control, and to the relative weighting of terms in the objective function. All codes we use to implement optimal control are made available.
Copyright © 2019 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Immune response; Leukaemia; Optimal treatment; Stem cells

Mesh:

Year:  2019        PMID: 30853393     DOI: 10.1016/j.jtbi.2019.03.006

Source DB:  PubMed          Journal:  J Theor Biol        ISSN: 0022-5193            Impact factor:   2.691


  4 in total

1.  Persistence as an Optimal Hedging Strategy.

Authors:  Alexander P Browning; Jesse A Sharp; Tarunendu Mapder; Christopher M Baker; Kevin Burrage; Matthew J Simpson
Journal:  Biophys J       Date:  2020-11-28       Impact factor: 4.033

2.  Administration of Defective Virus Inhibits Dengue Transmission into Mosquitoes.

Authors:  Tarunendu Mapder; John Aaskov; Kevin Burrage
Journal:  Viruses       Date:  2020-05-18       Impact factor: 5.048

Review 3.  Optimal Control Theory for Personalized Therapeutic Regimens in Oncology: Background, History, Challenges, and Opportunities.

Authors:  Angela M Jarrett; Danial Faghihi; David A Hormuth Ii; Ernesto A B F Lima; John Virostko; George Biros; Debra Patt; Thomas E Yankeelov
Journal:  J Clin Med       Date:  2020-05-02       Impact factor: 4.241

4.  Optimal control for colistin dosage selection.

Authors:  Aline Vidal Lacerda Gontijo; André V G Cavalieri
Journal:  J Pharmacokinet Pharmacodyn       Date:  2021-06-22       Impact factor: 2.745

  4 in total

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