DocumentCode :
1018536
Title :
Discovery of Structural and Functional Features in RNA Pseudoknots
Author :
Chen, Qingfeng ; Chen, Yi-Ping Phoebe
Author_Institution :
Fac. of Sci. & Technol., Deakin Univ., VIC
Volume :
21
Issue :
7
fYear :
2009
fDate :
7/1/2009 12:00:00 AM
Firstpage :
974
Lastpage :
984
Abstract :
An RNA pseudoknot consists of nonnested double-stranded stems connected by single-stranded loops. There is increasing recognition that RNA pseudoknots are one of the most prevalent RNA structures and fulfill a diverse set of biological roles within cells, and there is an expanding rate of studies into RNA pseudoknotted structures as well as increasing allocation of function. These not only produce valuable structural data but also facilitate an understanding of structural and functional characteristics in RNA molecules. PseudoBase is a database providing structural, functional, and sequence data related to RNA pseudoknots. To capture the features of RNA pseudoknots, we present a novel framework using quantitative association rule mining to analyze the pseudoknot data. The derived rules are classified into specified association groups regarding structure, function, and category of RNA pseudoknots. The discovered association rules assist biologists in filtering out significant knowledge of structure-function and structure-category relationships. A brief biological interpretation to the relationships is presented, and their potential correlations with each other are highlighted.
Keywords :
biocomputing; data mining; macromolecules; RNA molecules; RNA pseudoknotted structures; association rules; nonnested double-stranded stems; single-stranded loops; structure-category relationships; structure-function relationships; H-pseudoknot; Life and Medical Sciences; Pattern Recognition; PseudoBase; RNA pseudoknots; association rule mining; function; loop; partition.; stem; structure;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/TKDE.2008.231
Filename :
4695830
Link To Document :
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