• DocumentCode
    950341
  • Title

    Qualitative models of molecular function: linking genetic polymorphisms of tRNA to their functional sequelae

  • Author

    Peleg, Mor ; Gabashvili, Irene S. ; Altman, Russ Biagio

  • Author_Institution
    Stanford Med. Informatics, Stanford Univ., CA, USA
  • Volume
    90
  • Issue
    12
  • fYear
    2002
  • fDate
    12/1/2002 12:00:00 AM
  • Firstpage
    1875
  • Lastpage
    1886
  • Abstract
    The exponential growth in the volume of biological information available makes it difficult for researchers to assemble the details into coherent models. Although an accurate model is ideal, full details are not generally available and are gained only incrementally. Therefore, as a first step toward integration of information, we propose a knowledge model for the qualitative representation of the relationships between mutations in genes and their effects at molecular cellular and clinical phenotypic levels. Our framework combines and extends two components: 1) a workflow model that allows hierarchical process and participant specifications; 2) Transparent Access to Multiple Bioinformatics Information Sources and the Unified Medical Language System, which serve as controlled biological and medical terminologies. By mapping our framework to Petri nets, we can perform qualitative simulations to validate models, and aid in predicting system behavior in the presence of dysfunctional components. This can be a step toward accurate quantitative models. Our application domain is the role of transfer ribonucleic acid molecules in protein translation-related disease. As an initial evaluation, we show that Petri nets derived from the historic and current views of the translation process yield different dynamic behavior. Our model is available at http://smi.stanford.edu/projects/helix/pubs/process-model/.
  • Keywords
    Petri nets; biology computing; cellular biophysics; diseases; genetics; molecular biophysics; physiological models; biological process; clinical phenotypic level; dynamic behavior; dysfunctional components; gene mutations; knowledge model; model validation; molecular cellular level; multiple bioinformatics information sources; protein translation-related disease; qualitative molecular function models; qualitative simulations; system behavior prediction; transfer ribonucleic acid molecules; unified medical language system; Assembly; Bioinformatics; Biological control systems; Biological system modeling; Genetic mutations; Joining processes; Medical control systems; Petri nets; Predictive models; Terminology;
  • fLanguage
    English
  • Journal_Title
    Proceedings of the IEEE
  • Publisher
    ieee
  • ISSN
    0018-9219
  • Type

    jour

  • DOI
    10.1109/JPROC.2002.805304
  • Filename
    1058232