DocumentCode :
2916637
Title :
Integrating network motifs into a genetic network: A case of study based on the Phop/PhoQ two-component system
Author :
Harari, Oscar ; Del Val, Coral ; Zwir, Igor
Author_Institution :
Dept. Comput. Sci. & Artificial Intell., Univ. of Granada, Granada, Spain
fYear :
2011
fDate :
22-24 Nov. 2011
Firstpage :
1371
Lastpage :
1376
Abstract :
Genetic and genomic approaches have been successfully employed to assign genes to distinct regulatory networks. The strength of the connections in these networks must be specified to define the kinetics of a group of genes, but the uncertainty concerning the connections between genes, the ambiguity inherent to the biological processes, and the impossibility of experimentally determining the underlying biological properties only allow a rough prediction of gene interaction. Here we describe a framework that examines promoter sequences and identifies those cis-acting features that define transcriptional network motifs. Then, we employ an iterative process, based on Ordinary Differential Equations, to learn a network architecture that appropriately integrates these motifs into a full structure. The application of this method to the two component systems PhoP/PhoQ and the PmrA/PmrB in Salmonella enterica uncovered novel mechanisms that enable the inter-connection of these networks. The predictions were experimentally verified.
Keywords :
biology computing; differential equations; genetics; genomics; iterative methods; microorganisms; Phop/PhoQ two-component system; PmrA/PmrB; Salmonella enterica; cis-acting feature; genetic network; genomic approach; iterative process; network architecture; network motif; ordinary differential equation; Bioinformatics; Decision support systems; Genomics; Intelligent systems; Polymers; Proteins; RNA;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2011 11th International Conference on
Conference_Location :
Cordoba
ISSN :
2164-7143
Print_ISBN :
978-1-4577-1676-8
Type :
conf
DOI :
10.1109/ISDA.2011.6121851
Filename :
6121851
Link To Document :
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