Title :
New Heuristic Algorithm of RNA Secondary Structure Prediction with Pseudoknots
Author :
Liu, Zhendong ; Zhang, Zhijun ; Liu, Zaixue ; Zhu, Daming
Author_Institution :
Sch. of Comput. Sci. & Technol., Shandong Jianzhu Univ., Jinan, China
Abstract :
Based on the relative stability of the n-stems in RNA molecules, Minimum free energy method is adopted widely to predict RNA secondary structure, a heuristic algorithm is presented to predict RNA pseudoknotted structure, the algorithm takes O(n3) time and O(n2) space. This algorithm not only reduces the time complexity to O(n3), but also widens the maximum length of the sequence. The preliminary experimental test on the RNA sub-sequences in PseudoBase confirm that the algorithm outperforms other known algorithms in predicting accuracy, sensitivity and specificity.
Keywords :
RNA; biological techniques; biology computing; computational complexity; iterative methods; minimisation; molecular configurations; PseudoBase; RNA n-stem stability; RNA pseudoknotted structure; RNA secondary structure prediction; heuristic algorithm; minimum free energy method; time complexity; Accuracy; Algorithm design and analysis; Complexity theory; Heuristic algorithms; Prediction algorithms; RNA; Sensitivity; Pseudoknots; RNA Secondary structure; n-Stem Heuristic algorithm;
Conference_Titel :
Computational Intelligence and Security (CIS), 2011 Seventh International Conference on
Conference_Location :
Hainan
Print_ISBN :
978-1-4577-2008-6
DOI :
10.1109/CIS.2011.32