Literature DB >> 35224676

A multi-layered hybrid model for cancer cell invasion.

Sounak Sadhukhan1, P K Mishra2.   

Abstract

In this article, a hybrid model is developed based on multi-scale concept for solid  tumour cell invasion into a healthy tissue. Our aim is to study the tumour heterogeneity due to the geometry of a growing tumour caused by the phenotypic transformations of cells. In this context, an early vascular growth is considered after angiogenesis. Hence, the microenvironment of the solid tumour is rich of oxygen and nutrients. It is also considered that epidermal growth factor (EGF) is distributed into the surrounding extracellular matrix (ECM) of the tumour. The developed multi-layered model consists of three layers: intracellular or subcellular, cellular, and extracellular or tissue layer. The model integrates the events that occur simultaneously in these three layers to identify the underlying diversity. Here, every cell is represented as an agent. Characteristics of an agent are controlled by its intracellular protein expressions and its surrounding microenvironment. A mature proliferative or migratory or hybrid cell agent spawn two indistinguishable children unless it may convert into other phenotype due to influence of the microenvironment. Further, a simple cell cycle model is adapted which is influenced by EGF-EGFR signalling pathway and the external oxygen and nutrients. Moreover, migratory and hybrid cells secrete several matrix degrading enzymes (MDEs) which remodel the ECM for tumour invasion locally. Several biomechanical forces are considered that simultaneously act on the cancer cells. The outcome of the model is very similar to the results reported in earlier studies. The model shows the characteristics of cancer invasion that include sustainable proliferation by ignoring growth suppressor signals and reproduction of cancer cells at abnormal proportion, restrict apoptosis, and invade into the surrounding tissue. As the simulation parameters get modified due to different biochemical and biophysical processes, the robustness of the model is determined. It is found that only a number of proliferative cells are moderately sensitive to the parameters and others are less-sensitive.
© 2022. International Federation for Medical and Biological Engineering.

Entities:  

Keywords:  Agent-based model; Cancer cell invasion; EGF-EGFR signalling pathway; Multi-scale model

Mesh:

Year:  2022        PMID: 35224676     DOI: 10.1007/s11517-022-02514-2

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  39 in total

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Authors:  F A Brightman; D A Fell
Journal:  FEBS Lett       Date:  2000-10-06       Impact factor: 4.124

2.  Mathematical modelling of cancer invasion: implications of cell adhesion variability for tumour infiltrative growth patterns.

Authors:  Pia Domschke; Dumitru Trucu; Alf Gerisch; Mark A J Chaplain
Journal:  J Theor Biol       Date:  2014-07-24       Impact factor: 2.691

Review 3.  Angiogenesis in cancer and other diseases.

Authors:  P Carmeliet; R K Jain
Journal:  Nature       Date:  2000-09-14       Impact factor: 49.962

Review 4.  Remodelling the extracellular matrix in development and disease.

Authors:  Caroline Bonnans; Jonathan Chou; Zena Werb
Journal:  Nat Rev Mol Cell Biol       Date:  2014-12       Impact factor: 94.444

5.  Simulating the impact of a molecular 'decision-process' on cellular phenotype and multicellular patterns in brain tumors.

Authors:  Chaitanya Athale; Yuri Mansury; Thomas S Deisboeck
Journal:  J Theor Biol       Date:  2004-11-30       Impact factor: 2.691

Review 6.  Plasticity of cell migration: a multiscale tuning model.

Authors:  Peter Friedl; Katarina Wolf
Journal:  J Cell Biol       Date:  2009-12-01       Impact factor: 10.539

7.  A mathematical model of the effects of hypoxia on the cell-cycle of normal and cancer cells.

Authors:  T Alarcón; H M Byrne; P K Maini
Journal:  J Theor Biol       Date:  2004-08-07       Impact factor: 2.691

8.  Variable apoptotic response of NSCLC cells to inhibition of the MEK/ERK pathway by small molecules or dominant negative mutants.

Authors:  J Brognard; P A Dennis
Journal:  Cell Death Differ       Date:  2002-09       Impact factor: 15.828

Review 9.  New insights into the mechanisms of epithelial-mesenchymal transition and implications for cancer.

Authors:  Anushka Dongre; Robert A Weinberg
Journal:  Nat Rev Mol Cell Biol       Date:  2019-02       Impact factor: 94.444

10.  Mathematical modeling of cancer invasion: the role of membrane-bound matrix metalloproteinases.

Authors:  Niall E Deakin; Mark A J Chaplain
Journal:  Front Oncol       Date:  2013-04-03       Impact factor: 6.244

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