Literature DB >> 23142247

Boolean modeling of biological regulatory networks: a methodology tutorial.

Assieh Saadatpour1, Réka Albert.   

Abstract

Given the complexity and interactive nature of biological systems, constructing informative and coherent network models of these systems and subsequently developing efficient approaches to analyze the assembled networks is of immense importance. The integration of network analysis and dynamic modeling enables one to investigate the behavior of the underlying system as a whole and to make experimentally testable predictions about less-understood aspects of the processes involved. In this paper, we present a tutorial on the fundamental steps of Boolean modeling of biological regulatory networks. We demonstrate how to infer a Boolean network model from the available experimental data, analyze the network using graph-theoretical measures, and convert it into a predictive dynamic model. For each step, the pitfalls one may encounter and possible ways to circumvent them are also discussed. We illustrate these steps on a toy network as well as in the context of the Drosophila melanogaster segment polarity gene network.
Copyright © 2012 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Biological regulatory networks; Boolean models; Drosophila segment polarity gene network; Dynamic analysis; Structural analysis

Mesh:

Substances:

Year:  2012        PMID: 23142247     DOI: 10.1016/j.ymeth.2012.10.012

Source DB:  PubMed          Journal:  Methods        ISSN: 1046-2023            Impact factor:   3.608


  38 in total

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