• DocumentCode
    1930415
  • Title

    Computational Predictions for Functional Proteins Working after Cleaved in Apoptotic Pathway

  • Author

    Miyakawa, Chigusa ; Sugii, Manabu ; Matsuno, Hiroshi ; Miyano, Satoru

  • Author_Institution
    PFU Ltd., Kahoku
  • fYear
    2009
  • fDate
    16-19 March 2009
  • Firstpage
    807
  • Lastpage
    812
  • Abstract
    Protein cleavage by a caspase enzyme is observed in many pathways including apoptosis pathway, which induces protein modifications such as N-myristoylation. By exhaustive search of NCBI GenBank database based on the information in PeptideCutter website, we have identified a protein very likely to control apoptosis after N-myristoylation which is caused by the cleavage by caspase-8. To find more rules for sequences cleaved by caspase enzymes, we conducted computational experiments using the machine learning system BONSAI, and extracted some characteristic sequences involving serine-threonine kinase motif. This suggests the new possibility that the machine learning technique finds the significant sequence such as the recognition site of the enzyme.
  • Keywords
    biology computing; learning (artificial intelligence); proteins; N-myristoylation; apoptosis pathway; apoptotic pathway; caspase enzyme; computational predictions; functional proteins; machine learning system; protein cleavage; protein modification; serine-threonine kinase motif; Biochemistry; Competitive intelligence; Computational intelligence; Databases; Humans; Learning systems; Protein engineering; Proteomics; Sequences; Signal processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Complex, Intelligent and Software Intensive Systems, 2009. CISIS '09. International Conference on
  • Conference_Location
    Fukuoka
  • Print_ISBN
    978-1-4244-3569-2
  • Electronic_ISBN
    978-0-7695-3575-3
  • Type

    conf

  • DOI
    10.1109/CISIS.2009.197
  • Filename
    5066882