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--- examples:differential_equations [15:36 17.08.2021] – Moved to GitLab Pages Diego Jahn
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-~~NOTOC~~
-===== Ordinary differential equation models =====
-==== Delay differential equations: Cell cycle ====
-[{{ examples:cellcycledelay.png?direct&200|Time plots of ODE model of //Xenopus// embryonic cell cycle, modeled with delay  differential equations}}]
-=== Introduction ===
-This model is a two-species version of the //Xenopus// embryonic cell cycle shown above that uses delay differential equations ([[http://dx.doi.org/10.1016/j.cell.2011.03.006|Ferrell et al., 2011]]). It exhibits sustained limit cycle oscillations.
-=== Model description ===
-This model uses two ''Properties'' (CDK1 and APC) and two ''DelayProperties'' (CDK1_d and APC_d) with delay $\tau$. The latter are properties that return the value that has been assigned at time $t-\tau$.
-The updated values of CDK1 and APC are assigned to (the back of) CDK1_d and APC_d using ''Equations''. When these properties used in the ''DiffEqn'', they return the value assigned in the past.
-The two variables are logged and both a time plot and a phase plot are drawn.
-=== Things to try ===
-  * Explore the effect of delays by altering the ''DelayProperty/delay''.
-=== Model ===
-<code xml |h CellCycleDelay.xml |h>
-extern>http://imc.zih.tu-dresden.de/morpheus/examples/ODE/CellCycleDelay.xml
-</code>
-\\
-In Morpheus GUI: \\
-''Examples -> ODE -> CellCycleDelay.xml''.
-=== Reference ===
-Ferrell JE Jr, Tsai TY, Yang Q. [[http://dx.doi.org/10.1016/j.cell.2011.03.006|Modeling the cell cycle: why do certain circuits oscillate?]] //Cell//, 18:144(6), 2011.
-----
-\\
-==== Coupled ODE lattice: Lateral signaling ====
-[{{ :examples:lateral_signaling.png?direct&200|Patterning as a result of lateral inhibition and lateral stabilization.}}]
-{{vimeo>47171576 ?small}}
-=== 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 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 ===
-<code xml |h LateralSignaling.xml |h>
-extern>http://imc.zih.tu-dresden.de/morpheus/examples/ODE/LateralSignaling.xml
-</code>
-\\
-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, [[http://dx.doi.org/10.1098/rsif.2012.0766|On the Role of Lateral Stabilization during Early Patterning in the Pancreas]], //Journal of the Royal Society Interface//, 10:79, 2013.