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PMID: 11911796 Published · ppublish English Journal Article Review

Modeling and simulation of genetic regulatory systems: a literature review.

de Jong H

Abstract

In order to understand the functioning of organisms on the molecular level, we need to know which genes are expressed, when and where in the organism, and to which extent. The regulation of gene expression is achieved through genetic regulatory systems structured by networks of interactions between DNA, RNA, proteins, and small molecules. As most genetic regulatory networks of interest involve many components connected through interlocking positive and negative feedback loops, an intuitive understanding of their dynamics is hard to obtain. As a consequence, formal methods and computer tools for the modeling and simulation of genetic regulatory networks will be indispensable. This paper reviews formalisms that have been employed in mathematical biology and bioinformatics to describe genetic regulatory systems, in particular directed graphs, Bayesian networks, Boolean networks and their generalizations, ordinary and partial differential equations, qualitative differential equations, stochastic equations, and rule-based formalisms. In addition, the paper discusses how these formalisms have been used in the simulation of the behavior of actual regulatory systems.

MeSH Terms
Computer Simulation Gene Expression Regulation/physiology Genes, Regulator/physiology Homeostasis Humans Macromolecular Substances Models, Genetic
Chemicals
Macromolecular Substances
Authors & Affiliations
1 authors, click to expand affiliations / ORCID
de Jong Hidde
Institut National de Recherche en Informatique et en Automatique (INRIA), Unité de Recherche Rhône-Alpes, 655 avenue de l'Europe, Montbonnot, 38334 Saint Ismier CEDEX, France. [email protected]
Article Info
Journal
Journal of computational biology : a journal of computational molecular cell biology
Abbr.
J Comput Biol
ISSN
1066-5277
Published
2002-00-00
Pages
67-103
Language
English
Region
United States
NLM ID
9433358
Subset
IM
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