• DocumentCode
    1767199
  • Title

    Visual interpretation of class C GPCR subtype overlapping from the nonlinear mapping of transformed primary sequences

  • Author

    Cardenas, Martha-Ivon ; Vellido, Alfredo ; Giraldo, Jairo

  • Author_Institution
    Dept. de Llenguatges i Sist. Inf., Univ. Politec. de Catalunya, Barcelona, Spain
  • fYear
    2014
  • fDate
    1-4 June 2014
  • Firstpage
    764
  • Lastpage
    767
  • Abstract
    This brief paper addresses the problem of visually assessing the natural discriminability of the different subtypes that characterize class C G-Protein-Coupled Receptors, which are membrane proteins of interest in pharmacology, from diverse transformations of their primary amino acid sequences. Visualization, achieved using nonlinear dimensionality reduction techniques, is used as an exploratory tool to increase the interpretability of the data subtype structure. Combined with a quantitative estimation of subtype overlapping, this approach should be of help to experts in proteomics.
  • Keywords
    bioinformatics; data reduction; knowledge engineering; macromolecules; molecular configurations; proteomics; class C GPCR subtype; class C g-protein-coupled receptors; data subtype structure interpretability; membrane proteins; natural discriminability; nonlinear dimensionality reduction techniques; nonlinear mapping; pharmacology; primary amino acid sequences; proteomics; transformed primary sequences; visual interpretation; Bioinformatics; Calcium; Data visualization; Entropy; Proteins; Sensors; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical and Health Informatics (BHI), 2014 IEEE-EMBS International Conference on
  • Conference_Location
    Valencia
  • Type

    conf

  • DOI
    10.1109/BHI.2014.6864476
  • Filename
    6864476