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
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;
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
DOI :
10.1109/CISIS.2009.197