• DocumentCode
    1825338
  • Title

    Classification of Transmembrane Segments in Human Proteins Using Wavelet-based Energy

  • Author

    Kitsas, I.K. ; Hadjileontiadis, L.J. ; Panas, S.M.

  • Author_Institution
    Aristotle Univ. of Thessaloniki, Thessaloniki
  • fYear
    2007
  • fDate
    22-26 Aug. 2007
  • Firstpage
    1225
  • Lastpage
    1228
  • Abstract
    The special features of transmembrane segments (TMs) as well as the number of TMs within a protein sequence are often associated with properties related to the function or structure of the protein. A classification scheme for the TMs of human proteins is proposed in this work, by defining specific patterns of the total energy of each transmembrane segment after applying the continuous wavelet transform (CWT) to the hydrophobic sequence of the protein. The scheme was applied to proteins of known structure extracted by public available databases and statistical analysis followed in order to reveal possible patterns in the sequence of TMs within a protein. The results show some kind of selectivity in the occurrence of TMs with respect to the proposed types, thus allowing further analysis for the extraction of biological information of the proteins based on the proposed classification.
  • Keywords
    biology computing; biomembranes; feature extraction; molecular biophysics; pattern classification; proteins; wavelet transforms; biological information extraction; classification scheme; continuous wavelet transform; human proteins; hydrophobic sequence; protein sequence; protein structure; statistical analysis; transmembrane segments; wavelet-based energy; Amino acids; Biomembranes; Continuous wavelet transforms; Data mining; Databases; Hidden Markov models; Humans; Protein engineering; Statistical analysis; Wavelet transforms; Transmembrane segments; classification; continuous wavelet transform; proteins; Algorithms; Amino Acid Sequence; Cell Membrane; Computer Simulation; Humans; Membrane Proteins; Models, Chemical; Molecular Sequence Data; Protein Structure, Tertiary; Sequence Alignment; Sequence Analysis, Protein;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
  • Conference_Location
    Lyon
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-0787-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2007.4352518
  • Filename
    4352518