• 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