Cargando…

Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control

The cellular dispersion and therapeutic control of glioblastoma, the most aggressive type of primary brain cancer, depends critically on the migration patterns after surgery and intracellular responses of the individual cancer cells in response to external biochemical and biomechanical cues in the m...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Yangjin, Powathil, Gibin, Kang, Hyunji, Trucu, Dumitru, Kim, Hyeongi, Lawler, Sean, Chaplain, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4309536/
https://www.ncbi.nlm.nih.gov/pubmed/25629604
http://dx.doi.org/10.1371/journal.pone.0114370
_version_ 1782354715111063552
author Kim, Yangjin
Powathil, Gibin
Kang, Hyunji
Trucu, Dumitru
Kim, Hyeongi
Lawler, Sean
Chaplain, Mark
author_facet Kim, Yangjin
Powathil, Gibin
Kang, Hyunji
Trucu, Dumitru
Kim, Hyeongi
Lawler, Sean
Chaplain, Mark
author_sort Kim, Yangjin
collection PubMed
description The cellular dispersion and therapeutic control of glioblastoma, the most aggressive type of primary brain cancer, depends critically on the migration patterns after surgery and intracellular responses of the individual cancer cells in response to external biochemical and biomechanical cues in the microenvironment. Recent studies have shown that a particular microRNA, miR-451, regulates downstream molecules including AMPK and mTOR to determine the balance between rapid proliferation and invasion in response to metabolic stress in the harsh tumor microenvironment. Surgical removal of main tumor is inevitably followed by recurrence of the tumor due to inaccessibility of dispersed tumor cells in normal brain tissue. In order to address this multi-scale nature of glioblastoma proliferation and invasion and its response to conventional treatment, we propose a hybrid model of glioblastoma that analyses spatio-temporal dynamics at the cellular level, linking individual tumor cells with the macroscopic behaviour of cell organization and the microenvironment, and with the intracellular dynamics of miR-451-AMPK-mTOR signaling within a tumour cell. The model identifies a key mechanism underlying the molecular switches between proliferative phase and migratory phase in response to metabolic stress and biophysical interaction between cells in response to fluctuating glucose levels in the presence of blood vessels (BVs). The model predicts that cell migration, therefore efficacy of the treatment, not only depends on oxygen and glucose availability but also on the relative balance between random motility and strength of chemoattractants. Effective control of growing cells near BV sites in addition to relocalization of invisible migratory cells back to the resection site was suggested as a way of eradicating these migratory cells.
format Online
Article
Text
id pubmed-4309536
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-43095362015-02-06 Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control Kim, Yangjin Powathil, Gibin Kang, Hyunji Trucu, Dumitru Kim, Hyeongi Lawler, Sean Chaplain, Mark PLoS One Research Article The cellular dispersion and therapeutic control of glioblastoma, the most aggressive type of primary brain cancer, depends critically on the migration patterns after surgery and intracellular responses of the individual cancer cells in response to external biochemical and biomechanical cues in the microenvironment. Recent studies have shown that a particular microRNA, miR-451, regulates downstream molecules including AMPK and mTOR to determine the balance between rapid proliferation and invasion in response to metabolic stress in the harsh tumor microenvironment. Surgical removal of main tumor is inevitably followed by recurrence of the tumor due to inaccessibility of dispersed tumor cells in normal brain tissue. In order to address this multi-scale nature of glioblastoma proliferation and invasion and its response to conventional treatment, we propose a hybrid model of glioblastoma that analyses spatio-temporal dynamics at the cellular level, linking individual tumor cells with the macroscopic behaviour of cell organization and the microenvironment, and with the intracellular dynamics of miR-451-AMPK-mTOR signaling within a tumour cell. The model identifies a key mechanism underlying the molecular switches between proliferative phase and migratory phase in response to metabolic stress and biophysical interaction between cells in response to fluctuating glucose levels in the presence of blood vessels (BVs). The model predicts that cell migration, therefore efficacy of the treatment, not only depends on oxygen and glucose availability but also on the relative balance between random motility and strength of chemoattractants. Effective control of growing cells near BV sites in addition to relocalization of invisible migratory cells back to the resection site was suggested as a way of eradicating these migratory cells. Public Library of Science 2015-01-28 /pmc/articles/PMC4309536/ /pubmed/25629604 http://dx.doi.org/10.1371/journal.pone.0114370 Text en © 2015 Kim et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kim, Yangjin
Powathil, Gibin
Kang, Hyunji
Trucu, Dumitru
Kim, Hyeongi
Lawler, Sean
Chaplain, Mark
Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control
title Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control
title_full Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control
title_fullStr Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control
title_full_unstemmed Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control
title_short Strategies of Eradicating Glioma Cells: A Multi-Scale Mathematical Model with MiR-451-AMPK-mTOR Control
title_sort strategies of eradicating glioma cells: a multi-scale mathematical model with mir-451-ampk-mtor control
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4309536/
https://www.ncbi.nlm.nih.gov/pubmed/25629604
http://dx.doi.org/10.1371/journal.pone.0114370
work_keys_str_mv AT kimyangjin strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol
AT powathilgibin strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol
AT kanghyunji strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol
AT trucudumitru strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol
AT kimhyeongi strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol
AT lawlersean strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol
AT chaplainmark strategiesoferadicatinggliomacellsamultiscalemathematicalmodelwithmir451ampkmtorcontrol