• DocumentCode
    3134888
  • Title

    Correlated Discretized Expression Score: A Method for Identifying Gene Interaction Networks from Time Course Microarray Expression Data

  • Author

    Larsen, Peter ; Almasri, Eyad ; Chen, Guanrao ; Dai, Yang

  • Author_Institution
    Core Genomics Lab., Illinois Univ., Chicago, IL
  • fYear
    2006
  • fDate
    Aug. 30 2006-Sept. 3 2006
  • Firstpage
    5842
  • Lastpage
    5845
  • Abstract
    One of the goals of genomic expression analysis is to construct gene interaction networks from microarray data. Time course microarray data is a common place to seek causal relationships between the expression of a regulator and its effect on the expression of its targets. By proposing gene expression patterns of regulator and target genes based on biological expectation of regulatory interactions, it is possible to propose a system to identify these patterns. This system is based on the correlated discretized expression (CDE) score calculated from microarray time course data. The CDE-score is derived by discretizing microarray data to identify significant gene expression changes. The usefulness of this method is demonstrated using a set of hypothetical gene expression data and the analysis of S. cerevisiae cell cycle microarray data
  • Keywords
    biology computing; cellular biophysics; genetics; molecular biophysics; pattern recognition; time series; S. cerevisiae cell cycle microarray data; correlated discretized expression score; gene expression patterns; gene interaction networks; regulatory interactions; time course microarray data; time series; Bayesian methods; Biological processes; Biological system modeling; Cities and towns; Fungi; Gene expression; Inspection; Least squares methods; Regulators; USA Councils;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
  • Conference_Location
    New York, NY
  • ISSN
    1557-170X
  • Print_ISBN
    1-4244-0032-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2006.259256
  • Filename
    4463136