Latex allergies stretch beyond rubber gloves.

نویسندگان

  • Yung-Hao Wong
  • Tzong-Yi Lee
  • Han-Kuen Liang
  • Chia-Mao Huang
  • Ting-Yuan Wang
  • Yi-Huan Yang
  • Chia-Huei Chu
  • Hsien-Da Huang
  • Ming-Tat Ko
  • Jenn-Kang Hwang
چکیده

Due to the importance of protein phosphorylation in cellular control, many researches are undertaken to predict the kinase-specific phosphorylation sites. Referred to our previous work, KinasePhos 1.0, incorporated profile hidden Markov model (HMM) with flanking residues of the kinase-specific phosphorylation sites. Herein, a new web server, KinasePhos 2.0, incorporates support vector machines (SVM) with the protein sequence profile and protein coupling pattern, which is a novel feature used for identifying phosphorylation sites. The coupling pattern [XdZ] denotes the amino acid coupling-pattern of amino acid types X and Z that are separated by d amino acids. The differences or quotients of coupling strength CXdZ between the positive set of phosphorylation sites and the background set of whole protein sequences from Swiss-Prot are computed to determine the number of coupling patterns for training SVM models. After the evaluation based on k-fold cross-validation and Jackknife cross-validation, the average predictive accuracy of phosphorylated serine, threonine, tyrosine and histidine are 90, 93, 88 and 93%, respectively. KinasePhos 2.0 performs better than other tools previously developed. The proposed web server is freely available at http:// KinasePhos2.mbc.nctu.edu.tw/.

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عنوان ژورنال:
  • Environmental Health Perspectives

دوره 104  شماره 

صفحات  -

تاریخ انتشار 1996