TY - UNPB
T1 - A Hybrid Multiscale Model for Cancer Invasion of the Extracellular Matrix
AU - Sfakianakis, Nikolaos
AU - Madzvamuse, Anotida
AU - Chaplain, Mark A. J.
PY - 2018/5/1
Y1 - 2018/5/1
N2 - The ability to locally degrade the extracellular matrix (ECM) and
interact with the tumour microenvironment is a key process
distinguishing cancer from normal cells, and is a critical step in the
metastatic spread of the tumour. The invasion of the surrounding tissue
involves the coordinated action between cancer cells, the ECM, the
matrix degrading enzymes, and the epithelial-to-mesenchymal transition
(EMT). This is a regulatory process through which epithelial cells (ECs)
acquire mesenchymal characteristics and transform to mesenchymal-like
cells (MCs). In this paper, we present a new mathematical model which
describes the transition from a collective invasion strategy for the ECs
to an individual invasion strategy for the MCs. We achieve this by
formulating a coupled hybrid system consisting of partial and stochastic
differential equations that describe the evolution of the ECs and the
MCs, respectively. This approach allows one to reproduce in a very
natural way fundamental qualitative features of the current biomedical
understanding of cancer invasion that are not easily captured by
classical modelling approaches, for example, the invasion of the ECM by
self-generated gradients and the appearance of EC invasion islands
outside of the main body of the tumour.
AB - The ability to locally degrade the extracellular matrix (ECM) and
interact with the tumour microenvironment is a key process
distinguishing cancer from normal cells, and is a critical step in the
metastatic spread of the tumour. The invasion of the surrounding tissue
involves the coordinated action between cancer cells, the ECM, the
matrix degrading enzymes, and the epithelial-to-mesenchymal transition
(EMT). This is a regulatory process through which epithelial cells (ECs)
acquire mesenchymal characteristics and transform to mesenchymal-like
cells (MCs). In this paper, we present a new mathematical model which
describes the transition from a collective invasion strategy for the ECs
to an individual invasion strategy for the MCs. We achieve this by
formulating a coupled hybrid system consisting of partial and stochastic
differential equations that describe the evolution of the ECs and the
MCs, respectively. This approach allows one to reproduce in a very
natural way fundamental qualitative features of the current biomedical
understanding of cancer invasion that are not easily captured by
classical modelling approaches, for example, the invasion of the ECM by
self-generated gradients and the appearance of EC invasion islands
outside of the main body of the tumour.
KW - Quantitative Biology - Cell Behavior
KW - Mathematics - Dynamical Systems
M3 - Working paper
BT - A Hybrid Multiscale Model for Cancer Invasion of the Extracellular Matrix
ER -