repRNA: a web server for generating various feature vectors of RNA sequences

Bin Liu*, Fule Liu, Longyun Fang, Xiaolong Wang, Kuo Chen Chou

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

147 Citations (Scopus)

Abstract

With the rapid growth of RNA sequences generated in the postgenomic age, it is highly desired to develop a flexible method that can generate various kinds of vectors to represent these sequences by focusing on their different features. This is because nearly all the existing machine-learning methods, such as SVM (support vector machine) and KNN (k-nearest neighbor), can only handle vectors but not sequences. To meet the increasing demands and speed up the genome analyses, we have developed a new web server, called “representations of RNA sequences” (repRNA). Compared with the existing methods, repRNA is much more comprehensive, flexible and powerful, as reflected by the following facts: (1) it can generate 11 different modes of feature vectors for users to choose according to their investigation purposes; (2) it allows users to select the features from 22 built-in physicochemical properties and even those defined by users’ own; (3) the resultant feature vectors and the secondary structures of the corresponding RNA sequences can be visualized. The repRNA web server is freely accessible to the public at http://bioinformatics.hitsz.edu.cn/repRNA/.

Original languageEnglish
Pages (from-to)473-481
Number of pages9
JournalMolecular Genetics and Genomics
Volume291
Issue number1
DOIs
Publication statusPublished - 1 Feb 2016
Externally publishedYes

Keywords

  • Physicochemical properties
  • PseAAC
  • PseKNC
  • Secondary structure of RNA
  • User-defined properties
  • repDNA
  • repRNA

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