SPalmitoylC-PseAAC: A sequence-based model developed via Chou's 5-steps rule and general PseAAC for identifying S-palmitoylation sites in proteins

2019 
Abstract S -Palmitoylation is a uniquely reversible and biologically important post-translational modification as it plays an essential role in a variety of cellular processes including signal transduction, protein-membrane interactions, neuronal development, lipid raft targeting, subcellular localization and apoptosis. Due to its association with the neuronal development, it plays a pivotal role in a variety of neurodegenerative diseases, mainly Alzheimer's, Schizophrenia and Huntington's disease. It is also essential for developmental life cycles and pathogenesis of Toxoplasma gondii and Plasmodium falciparum , known to cause toxoplasmosis and malaria, respectively. This depicts the strong biological significance of S -Palmitoylation, thus, the timely and accurate identification of S -palmitoylation sites is crucial. Herein, we propose a predictor for S -Palmitoylation sites in proteins namely SPalmitoylC-PseAAC by integrating the Chou's Pseudo Amino Acid Composition (PseAAC) and relative/absolute position-based features. Self-consistency testing and 10-fold cross-validation are performed to evaluate the performance of SPalmitoylC-PseAAC, using accuracy metrics. For self-consistency testing, 99.79% Acc , 99.77% Sp , 99.80% Sn and 1.00 MCC was observed, whereas, for 10-fold cross validation 97.22% Acc , 98.85% Sp , 95.80% Sn and 0.94 MCC was observed. Thus the proposed predictor can help in predicting the palmitoylation sites in an efficient and accurate way. The SPalmitoylC-PseAAC is available at ( biopred.org/palm) .
    • Correction
    • Source
    • Cite
    • Save
    • Machine Reading By IdeaReader
    144
    References
    71
    Citations
    NaN
    KQI
    []