Literature DB >> 30502409

Modeling the dynamic behavior of biochemical regulatory networks.

John J Tyson1, Teeraphan Laomettachit2, Pavel Kraikivski3.   

Abstract

Strategies for modeling the complex dynamical behavior of gene/protein regulatory networks have evolved over the last 50 years as both the knowledge of these molecular control systems and the power of computing resources have increased. Here, we review a number of common modeling approaches, including Boolean (logical) models, systems of piecewise-linear or fully non-linear ordinary differential equations, and stochastic models (including hybrid deterministic/stochastic approaches). We discuss the pro's and con's of each approach, to help novice modelers choose a modeling strategy suitable to their problem, based on the type and bounty of available experimental information. We illustrate different modeling strategies in terms of some abstract network motifs, and in the specific context of cell cycle regulation.
Copyright © 2018 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Bifurcation theory; Dynamic models; Logical models; Molecular regulatory networks; Piecewise-linear odes; Signaling motifs; Stochastic models

Mesh:

Year:  2018        PMID: 30502409      PMCID: PMC6369921          DOI: 10.1016/j.jtbi.2018.11.034

Source DB:  PubMed          Journal:  J Theor Biol        ISSN: 0022-5193            Impact factor:   2.691


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