Yan Xu 1 , Zu Wang 1 , Chunhui Li 2 , Kuo-Chen Chou 3 . Show Affiliations »
Abstract
BACKGROUND: Occurring at the cysteine residue in the C-terminal of a protein, prenylation is a special kind of post-translational modification (PTM), which may play a key role for statin in altering immune function. Therefore, knowledge of the prenylation sites in proteins is important for drug development as well as for in-depth understanding the biological process concerned. OBJECTIVE: Given a query protein whose C-terminal contains some cysteine residues, which one can be of prenylation or none of them can be prenylated? METHODS: To address this problem, we have developed a new predictor, called "iPreny-PseAAC", by incorporating two tiers of sequence pair coupling effects into the general form of PseAAC (pseudo amino acid composition). RESULTS: It has been observed by four different cross-validation approaches that all the important indexes in reflecting its prediction quality are quite high and fully consistent to each other. CONCLUSION: It is anticipated that the iPreny-PseAAC predictor holds very high potential to become a useful high throughput tool in identifying protein C-terminal cysteine prenylation sites and the other relevant areas. To maximize the convenience for most experimental biologists, the webserver for the new predictor has been established at http://app.aporc.org/iPreny-PseAAC/, by which users can easily get their desired results without needing to go through the mathematical details involved in this paper. Copyright© Bentham Science Publishers; For any queries, please email at epub@benthamscience.org.
BACKGROUND: Occurring at the cysteine residue in the C-terminal of a protein, prenylation is a special kind of post-translational modification (PTM), which may play a key role for statin in altering immune function. Therefore, knowledge of the prenylation sites in proteins is important for drug development as well as for in-depth understanding the biological process concerned. OBJECTIVE: Given a query protein whose C-terminal contains some cysteine residues, which one can be of prenylation or none of them can be prenylated? METHODS: To address this problem, we have developed a new predictor, called "iPreny-PseAAC" , by incorporating two tiers of sequence pair coupling effects into the general form of PseAAC (pseudo amino acid composition). RESULTS: It has been observed by four different cross-validation approaches that all the important indexes in reflecting its prediction quality are quite high and fully consistent to each other. CONCLUSION: It is anticipated that the iPreny-PseAAC predictor holds very high potential to become a useful high throughput tool in identifying protein C-terminal cysteine prenylation sites and the other relevant areas. To maximize the convenience for most experimental biologists, the webserver for the new predictor has been established at http://app.aporc.org/iPreny-PseAAC/, by which users can easily get their desired results without needing to go through the mathematical details involved in this paper. Copyright© Bentham Science Publishers; For any queries, please email at epub@benthamscience.org.
Entities: Chemical
Keywords:
Autoimmune disease; PseAAC; SVM; cysteine prenylation; protein C-terminal; web-server
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Year: 2017
PMID: 28425870 DOI: 10.2174/1573406413666170419150052
Source DB: PubMed Journal: Med Chem ISSN: 1573-4064 Impact factor: 2.745