Department of Computer Science, School of Systems and Technology, University of Management and Technology, Lahore, Pakistan.
Department of Computer Science, School of Systems and Technology, University of Management and Technology, Lahore, Pakistan.
Anal Biochem. 2019 Mar 1;568:14-23. doi: 10.1016/j.ab.2018.12.019. Epub 2018 Dec 26.
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).
S-棕榈酰化是一种独特的可逆转和重要的翻译后修饰,因为它在多种细胞过程中发挥着重要作用,包括信号转导、蛋白质-膜相互作用、神经元发育、脂筏靶向、亚细胞定位和细胞凋亡。由于其与神经元发育的关联,它在多种神经退行性疾病中起着关键作用,主要是阿尔茨海默病、精神分裂症和亨廷顿病。它对刚地弓形虫和恶性疟原虫的发育生命周期和发病机制也是必不可少的,分别导致弓形体病和疟疾。这描绘了 S-棕榈酰化的强大生物学意义,因此,及时准确地识别 S-棕榈酰化位点至关重要。在此,我们提出了一种用于蛋白质 S-棕榈酰化位点的预测器,即 SPalmitoylC-PseAAC,该预测器通过整合 Chou 的伪氨基酸组成(PseAAC)和相对/绝对位置特征。通过准确性指标,使用自我一致性测试和 10 折交叉验证来评估 SPalmitoylC-PseAAC 的性能。对于自我一致性测试,观察到 99.79%的 Acc、99.77%的 Sp、99.80%的 Sn 和 1.00 MCC,而对于 10 折交叉验证,观察到 97.22%的 Acc、98.85%的 Sp、95.80%的 Sn 和 0.94 MCC。因此,该预测器可以帮助以高效准确的方式预测棕榈酰化位点。SPalmitoylC-PseAAC 可在(biopred.org/palm)获得。