• DocumentCode
    2736073
  • Title

    Linking molecular function and biological process terms in the ontology for gene expression data analysis

  • Author

    DeJongh, Matthew ; Van Dort, Pamela ; Ramsay, Benjamin

  • Author_Institution
    Dept. of Comput. Sci., Hope Coll., Holland, MI, USA
  • Volume
    2
  • fYear
    2004
  • fDate
    1-5 Sept. 2004
  • Firstpage
    2984
  • Lastpage
    2986
  • Abstract
    The gene ontology (GO) contains three hierarchies that represent gene function based on categories of molecular function, biological process, and cellular component. However, additional knowledge about the mechanisms underlying gene function is buried in the GO term definitions and is not computationally accessible. We describe a process for adding new links to the GO between molecular function terms and the biological process terms that those molecular functions are involved in. These new links enable inference engines to reason about relationships between genes that have disparate molecular functions but participate in the same biological process. In particular, we demonstrate how these new links enable more effective automated analysis of gene expression data.
  • Keywords
    biochemistry; biology computing; cellular biophysics; genetics; knowledge representation; learning (artificial intelligence); molecular biophysics; biological process; cellular component; gene expression data analysis; gene ontology; knowledge representation; machine learning; molecular function; Biochemistry; Biological processes; Computer science; Data analysis; Degradation; Electric breakdown; Gene expression; Joining processes; Ontologies; Radio access networks; Gene Expression Analysis; Gene Ontology; Knowledge Representation; Machine Learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    0-7803-8439-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2004.1403846
  • Filename
    1403846