Piece-wise linear models of biological systems-Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module.
other · Level V
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- Record sourced from PubMed, PMID 33326446.
- Also identified by DOI 10.1371/journal.pone.0243823 and PMC identifier 7743982.
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Abstract
In this paper, we propose to use a linear system with switching methodology for description and analysis of complex biological systems. We show advantages of the proposed approach over the one usually used, which is based on ODE. We propose the detailed methodology of a full analysis of developed models, including analytical determination of the location and type of equilibrium points, finding an analytical solution, stability and bifurcation analysis. We illustrate the above with the example of the well-known p53 signalling pathway comparing the results with the results of a nonlinear, ODE-based version of the proposed model. The complex methodology proposed by us, especially due to the definition of model structure, which is easy to understand for biologists and medics, may be a bridge for closer cooperation between them and engineers in the future.
Medical subject headings
- Gene Regulatory Networks
- Linear Models
- Nonlinear Dynamics
- Tumor Suppressor Protein p53