KinasePhos 2.0: a web server for identifying protein kinase-specific phosphorylation sites based on sequences and coupling patterns.

KinasePhos 2.0: a web server for identifying protein kinase-specific phosphorylation sites based on sequences and coupling patterns.
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DOI:
10.1093/nar/gkm322
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发表时间:
2007-07
影响因子:
14.9
通讯作者:
Hwang JK
Hwang JK
中科院分区:
生物学2区
文献类型:
--
作者:
Wong YH;Lee TY;Liang HK;Huang CM;Wang TY;Yang YH;Chu CH;Huang HD;Ko MT;Hwang JK

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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/.
DOI: 10.1002/jcc.20235
发表时间: 2005-07-30
影响因子: 3
作者:
Huang, HD;Lee, TY;Huang, KT
通讯作者: Huang, KT
DOI: 10.1002/prot.20605
发表时间: 2006-01-01
影响因子: 2.9
作者:
Lin, HH;Han, LY;Chen, YZ
通讯作者: Chen, YZ
DOI: 10.1002/prot.20386
发表时间: 2005-04-01
影响因子: 2.9
作者:
Liang, HK;Huang, CM;Hwang, JK
通讯作者: Hwang, JK
Kinasephos:用于识别蛋白激酶特异性磷酸化位点的Web工具。
DOI: 10.1093/nar/gki471
发表时间: 2005-07-01
影响因子: 14.9
作者:
Huang, HD;Lee, TY;Tzeng, SW;Horng, JT
通讯作者: Horng, JT
DOI: 10.1093/nar/gkg584
发表时间: 2003-07-01
影响因子: 14.9
作者:
Obenauer, JC;Cantley, LC;Yaffe, MB
通讯作者: Yaffe, MB