Literature DB >> 25833239

Optimal control strategies of eradicating invisible glioblastoma cells after conventional surgery.

Aurelio A de Los Reyes V1, Eunok Jung2, Yangjin Kim3.   

Abstract

Glioblastoma, the most aggressive type of brain cancer, has median survival time of 1 year after diagnosis. It is characterized by alternating modes of rapid proliferation and aggressive invasion in response to metabolic stress in the microenvironment. A particular microRNA, miR-451, and its downstream signalling molecules, AMPK complex, are known to be key determinants in switching cell fate. These components form a core control system determining a balance between cell growth and migration which is regulated by fluctuating glucose levels in the microenvironment. An important factor from the treatment point of view is that low levels of glucose affect metabolism and activate cell migration through the miR-451-AMPK control system, creating 'invisible' migratory cells and making them inaccessible by conventional surgery. In this work, we apply optimal control theory to deal with the problem of maintaining upregulated miR-451 levels that prevent cell infiltration to surrounding brain tissue and thus induce localization of these cancer cells at the surgical site. The model also considers the effect of a drug that blocks inhibitive pathways of miR-451 from AMPK complex. Glucose infusion control and drug infusion control are chosen to represent dose rates of glucose and drug intravenous administrations, respectively. The characteristics of optimal control lead us to investigate the structure of optimal intravenous infusion regimen under various circumstances and predict best clinical outcomes with minimum expense possible.
© 2015 The Author(s) Published by the Royal Society. All rights reserved.

Entities:  

Keywords:  cell proliferation and invasion; drug intravenous infusion; glioblastoma multiforme; glucose intravenous infusion; optimal control theory

Mesh:

Substances:

Year:  2015        PMID: 25833239      PMCID: PMC4424672          DOI: 10.1098/rsif.2014.1392

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


  43 in total

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3.  MicroRNA-451 regulates LKB1/AMPK signaling and allows adaptation to metabolic stress in glioma cells.

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Journal:  Mol Cell       Date:  2010-03-12       Impact factor: 17.970

Review 4.  Why do cancers have high aerobic glycolysis?

Authors:  Robert A Gatenby; Robert J Gillies
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Review 5.  AMP-activated/SNF1 protein kinases: conserved guardians of cellular energy.

Authors:  D Grahame Hardie
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Review 6.  Tumor suppressors and cell metabolism: a recipe for cancer growth.

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7.  Association between hyperglycemia and survival in patients with newly diagnosed glioblastoma.

Authors:  Rachel L Derr; Xiaobu Ye; Melissa U Islas; Serena Desideri; Christopher D Saudek; Stuart A Grossman
Journal:  J Clin Oncol       Date:  2009-01-12       Impact factor: 44.544

8.  Regulation of Aerobic Glycolysis by microRNAs in Cancer.

Authors:  Pankaj K Singh; Kamiya Mehla; Michael A Hollingsworth; Keith R Johnson
Journal:  Mol Cell Pharmacol       Date:  2011

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Authors:  Gibin G Powathil; Kirsty E Gordon; Lydia A Hill; Mark A J Chaplain
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10.  miR451 and AMPK mutual antagonism in glioma cell migration and proliferation: a mathematical model.

Authors:  Yangjin Kim; Soyeon Roh; Sean Lawler; Avner Friedman
Journal:  PLoS One       Date:  2011-12-20       Impact factor: 3.240

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  10 in total

1.  Collective invasion of glioma cells through OCT1 signalling and interaction with reactive astrocytes after surgery.

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2.  Radiation protraction schedules for low-grade gliomas: a comparison between different mathematical models.

Authors:  I Budia; A Alvarez-Arenas; T E Woolley; G F Calvo; J Belmonte-Beitia
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3.  The role of myosin II in glioma invasion: A mathematical model.

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4.  MicroRNA-451 Inhibits Migration of Glioblastoma while Making It More Susceptible to Conventional Therapy.

Authors:  Daisuke Ogawa; Khairul Ansari; Michal O Nowicki; Elżbieta Salińska; Agnieszka Bronisz; Jakub Godlewski
Journal:  Noncoding RNA       Date:  2019-03-15

5.  Strategies in regulating glioblastoma signaling pathways and anti-invasion therapy.

Authors:  Eunok Jung; Aurelio A de Los Reyes V; Kurt Jan A Pumares; Yangjin Kim
Journal:  PLoS One       Date:  2019-04-22       Impact factor: 3.240

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7.  Atorvastatin-mediated rescue of cancer-related cognitive changes in combined anticancer therapies.

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8.  Optimal regulation of tumour-associated neutrophils in cancer progression.

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Journal:  R Soc Open Sci       Date:  2022-02-02       Impact factor: 2.963

9.  Role of extracellular matrix and microenvironment in regulation of tumor growth and LAR-mediated invasion in glioblastoma.

Authors:  Yangjin Kim; Hyunji Kang; Gibin Powathil; Hyeongi Kim; Dumitru Trucu; Wanho Lee; Sean Lawler; Mark Chaplain
Journal:  PLoS One       Date:  2018-10-04       Impact factor: 3.240

Review 10.  Glioblastoma and MiRNAs.

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Journal:  Cancers (Basel)       Date:  2021-03-30       Impact factor: 6.639

  10 in total

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