TY - JOUR
T1 - RISP: A web-based server for prediction of RNA-binding sites in proteins
AU - Tong, Jing
AU - Jiang, P.
AU - Lu, Zu-hong
PY - 2008/5/1
Y1 - 2008/5/1
N2 - Protein-RNA interactions play significant roles in a number of biological activities, such as protein synthesis, regulation of gene expression. Here we propose a hybrid RISP (RNA-interaction site prediction) method, using support vector machine (SVM) in conjunction with evolutionary information of amino acid sequences in terms of their position-specific scoring matrices (PSSMs) for prediction of RNA-binding sites. The results show that our RISP method has 72.2% net prediction (NP) (61.0% sensitivity and 83.3% specificity). When compared with previous studies, this novel method appears more accurate and better generalization abilities. RISP is freely available at http://grc.seu.edu.cn/RISP. Given a protein sequence, RISP decides whether residue in the protein is RNA-binding or not (optimal prediction), and gives the confidence value, 'high specificity' prediction and 'high sensitivity' prediction. © 2007 Elsevier Ireland Ltd. All rights reserved.
AB - Protein-RNA interactions play significant roles in a number of biological activities, such as protein synthesis, regulation of gene expression. Here we propose a hybrid RISP (RNA-interaction site prediction) method, using support vector machine (SVM) in conjunction with evolutionary information of amino acid sequences in terms of their position-specific scoring matrices (PSSMs) for prediction of RNA-binding sites. The results show that our RISP method has 72.2% net prediction (NP) (61.0% sensitivity and 83.3% specificity). When compared with previous studies, this novel method appears more accurate and better generalization abilities. RISP is freely available at http://grc.seu.edu.cn/RISP. Given a protein sequence, RISP decides whether residue in the protein is RNA-binding or not (optimal prediction), and gives the confidence value, 'high specificity' prediction and 'high sensitivity' prediction. © 2007 Elsevier Ireland Ltd. All rights reserved.
KW - Position-specific scoring matrix
KW - Protein RNA-binding site
KW - RISP
KW - Support vector machine
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U2 - 10.1016/j.cmpb.2007.12.003
DO - 10.1016/j.cmpb.2007.12.003
M3 - Article
C2 - 18261823
SN - 0169-2607
VL - 90
SP - 148
EP - 153
JO - Computer Methods and Programs in Biomedicine
JF - Computer Methods and Programs in Biomedicine
IS - 2
ER -