Generalization of the construction method for multistability-equivalent gene regulatory networks to systems with multi-input multi-output loopbreaking
Abstract
The problem of equivalence in terms of multistability properties between gene regulatory network models of different dimensionality has been recently addressed by Schittler et al. (2013). The authors in that work proposed construction rules for a high-dimensional dynamical system, when given a low-dimensional dynamical system and the high-dimensional network structure. However, the proof therein was restricted to the class of systems for which all internal feedback loops can be broken by a loopbreaking approach yielding a single-input single-output (SISO) system. In this report, we present the generalization of the proof to systems with any number of internal feedback loops, which will be broken by a generalized loopbreaking approach resulting in a multi-input multi-output (MIMO) system. This generalization of the method renders the construction method applicable to a broad class of gene regulatory network models, thus promoting the transfer of results from core motif models to more realistic, high-dimensional models of gene regulation. We demonstrate the potential and value of our method by applying it to an example of a gene regulatory network in mesenchymal stem cell differentiation.
Keywords
Cite
@article{arxiv.1312.7250,
title = {Generalization of the construction method for multistability-equivalent gene regulatory networks to systems with multi-input multi-output loopbreaking},
author = {Daniella Schittler and Taouba Jouini and Frank Allgöwer and Steffen Waldherr},
journal= {arXiv preprint arXiv:1312.7250},
year = {2014}
}
Comments
19 pages, 5 figures; Parts of the results here have been presented in a preliminary version, Multistability equivalence between gene regulatory networks of different dimensionality, which appeared in the Proceedings of the 12th European Control Conference (ECC)