A hybrid computational model to explore the topological characteristics of epithelial tissues
Authored by Ismael Gonzalez-Valverde, Garcia-Aznar Jose Manuel
Date Published: 2017
DOI: 10.1002/cnm.2877
Sponsors:
Spanish Ministry of Science and Innovation (MICINN)
European Research Council (ERC)
Platforms:
C++
Model Documentation:
Other Narrative
Flow charts
Mathematical description
Model Code URLs:
Model code not found
Abstract
Epithelial tissues show a particular topology where cells resemble a
polygon-like shape, but some biological processes can alter this tissue
topology. During cell proliferation, mitotic cell dilation deforms the
tissue and modifies the tissue topology. Additionally, cells are
reorganized in the epithelial layer and these rearrangements also alter
the polygon distribution. We present here a computer-based hybrid
framework focused on the simulation of epithelial layer dynamics that
combines discrete and continuum numerical models. In this framework, we
consider topological and mechanical aspects of the epithelial tissue.
Individual cells in the tissue are simulated by an off-lattice
agent-based model, which keeps the information of each cell. In
addition, we model the cell-cell interaction forces and the cell cycle.
Otherwise, we simulate the passive mechanical behaviour of the cell
monolayer using a material that approximates the mechanical properties
of the cell. This continuum approach is solved by the finite element
method, which uses a dynamic mesh generated by the triangulation of cell
polygons. Forces generated by cell-cell interaction in the agent-based
model are also applied on the finite element mesh. Cell movement in the
agent-based model is driven by the displacements obtained from the
deformed finite element mesh of the continuum mechanical approach. We
successfully compare the results of our simulations with some
experiments about the topology of proliferating epithelial tissues in
Drosophila. Our framework is able to model the emergent behaviour of the
cell monolayer that is due to local cell-cell interactions, which have a
direct influence on the dynamics of the epithelial tissue.
Tags
Agent-based model
hybrid modelling
Plane
Shape
Cell mechanics
Cell cycle and cell proliferation
Cell-cell
interaction
Emergent simulation of cell monolayers
Finite element
simulation
Geometric order