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
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;
Conference_Titel :
Biomedical and Health Informatics (BHI), 2014 IEEE-EMBS International Conference on
Conference_Location :
Valencia
DOI :
10.1109/BHI.2014.6864476