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examples:differential_equations

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Ordinary differential equation models

Coupled ODE lattice: Lateral signaling

Patterning as a result of lateral inhibition and lateral stabilization.

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 DiffEqns.

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 a ColorMap 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. See CellTypes/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.

examples/differential_equations.1629207555.txt.gz · Last modified: 15:39 17.08.2021 by Diego Jahn

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