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Parameter degeneracy in the vertex model for tissues.
Paulo C Godolphim1,2, Leonardo G Brunnet2, Rodrigo Soto1
1Universidad de Chile, Departamento de Física, FCFM, Santiago, Chile.
The heterogeneous vertex model exhibits parameter degeneracy, making average target area and stiffness irrelevant. Methods are presented to resolve this degeneracy and ensure physical relevance of tissue model observables.
Area of Science:
- Quantitative Biology
- Biophysics
- Computational Biology
Background:
- The vertex model is a key tool for simulating biological tissues.
- Homogeneous vertex models show parameter degeneracy, where dynamics are independent of target area.
- This degeneracy complicates the physical interpretation of model parameters.
Purpose of the Study:
- To investigate parameter degeneracy in heterogeneous vertex models.
- To identify the specific parameters rendered dynamically irrelevant in heterogeneous models.
- To develop methods for resolving degeneracy and ensuring physical relevance of observables.
Main Methods:
- Analysis of the heterogeneous vertex model with varying cell size and stiffness.
- Identification of the average product of target areas and stiffness as a dynamically irrelevant quantity.
- Development of symmetry transformations for cell target areas to fix gauge pressure.
- Investigation of degeneracy under different boundary conditions and approximations.
Main Results:
- Parameter degeneracy is present in heterogeneous vertex models.
- The average product of target area and stiffness is dynamically irrelevant.
- Degeneracy undermines the physical relevance of observables like cell shape index and pressure.
- Methods to resolve degeneracy and set gauge pressure were successfully developed.
- Degeneracy is removed by specific boundary conditions and partially by planar approximations.
Conclusions:
- Parameter degeneracy in heterogeneous vertex models requires careful treatment.
- The developed methods allow for physically relevant parameter estimation in tissue models.
- The findings have implications for fitting vertex model parameters to experimental data.
- The framework can be extended to assess degeneracy in other physical models.
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