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Ordinary differential equation models
Coupled ODE lattice: Lateral signaling
Introduction
This example model cell fate decisions during early patterning of the pancreas (de Back et al., 2012). The simple gene regulatory network of each cell is coupled to adjacent cells by lateral (juxtacrine) signaling.
Model description
The model defines a lattice of cells with a simplified hexagonal epithelial packing. This is specified in Space
using a hexagonal
lattice structure of size $(x,y,z)=(20,20,0)$ with periodic boundary conditions. The lattice is filled by seeding it with a Population
of $400$ cells.
Each cell has two basic Properties
X and Y representing the expression levels of Ngn3 and Ptf1a that are coupled in a System
of DiffEqn
s.
The NeighborsReporter
plugin is used to couple the cells to their directly adjacent neighbors. This plugin checks the values of X in neighboring cells and outputs its mean value in Property
Xn.
This model uses a number of Analysis
plugins:
Gnuplotter
visualizes the values of Y with aColorMap
that maps values to colors. It outputs to screen (interactive mode) or to PNG (local mode).Logger
records the values of X and Y expression to file and, at the end of simulation, shows a time plot.- The first
HistogramLogger
records and plots the distribution of X and Y expression cells over time. - The second
HistogramLogger
records and, after simulation, plots the distribution of $\tau$, the time to cell fate decision (see reference).
Model
h LateralSignaling.xml |h
extern>http://imc.zih.tu-dresden.de/morpheus/examples/ODE/LateralSignaling.xml
In Morpheus-GUI:
Examples → ODE → LateralSignaling.xml
.
Things to try
- Change the lattice structure from hexagonal to square. See
Space/Lattice
. - Change the strength of lateral stabilization
b
and observe the pattern. SeeCellTypes/CellType/System
. - Change the noise amplitude and observe time to cell fate decision ($\tau$).
Reference
W de Back, J X Zhou, L Brusch, On the Role of Lateral Stabilization during Early Patterning in the Pancreas, Journal of the Royal Society Interface, 10:79, 2013.