Pseudoknots Prediction on RNA Secondary Structure Using Term Rewriting

The presences of Pseudoknots generate computational complexities during RNA (Ribonucleic Acid) secondary structure analysis. It is a well known NP hard problem in computational system. It is very essential to have an automated algorithm based system to predict the Pseudoknots from billions of data set. RNA plays a vital role in meditation of cellular information transfer from genes to functional proteins. Pseudoknots are seldom repeated forms that produce misleading computational cost and memory. Memory reducing under bloom filter proposes a memory efficient algorithm for prediction Pseudoknot of RNA secondary structure. RNA Pseudoknot structure prediction based on bloom filter rather than dynamic programming and context free grammar. At first, Structure Rewriting (SR) technique is used to represent secondary structure. Secondary structure is represented in dot bracket representation. Represented secondary structure is separated into two portions to reduce structural complexity. Dot bracket is placed into bloom filter for finding Pseudoknot. In bloom filter, hashing table is used to occupy the RNA based nucleotide. Our proposed algorithm experiences on 105 Pseudoknots in pseudobase and achieves accuracy 66.159% to determine structure.

[1]  Alan Bundy,et al.  Constructing Induction Rules for Deductive Synthesis Proofs , 2006, CLASE.

[2]  Batey,et al.  Tertiary Motifs in RNA Structure and Folding. , 1999, Angewandte Chemie.

[3]  Robert Giegerich,et al.  Pure multiple RNA secondary structure alignments: a progressive profile approach , 2004, IEEE/ACM Transactions on Computational Biology and Bioinformatics.

[4]  Peter F Stadler,et al.  Fast and reliable prediction of noncoding RNAs , 2005, Proc. Natl. Acad. Sci. USA.

[5]  Gary D. Stormo,et al.  An RNA folding method capable of identifying pseudoknots and base triples , 1998, Bioinform..

[6]  Peter F. Stadler,et al.  Alignment of RNA base pairing probability matrices , 2004, Bioinform..

[7]  Bjarne Knudsen,et al.  Pfold: RNA Secondary Structure Prediction Using Stochastic Context-Free Grammars , 2003 .

[8]  Burton H. Bloom,et al.  Space/time trade-offs in hash coding with allowable errors , 1970, CACM.

[9]  Elena Rivas,et al.  Secondary structure alone is generally not statistically significant for the detection of noncoding RNAs , 2000, Bioinform..

[10]  Kyungsook Han,et al.  Prediction of RNA Pseudoknots-Comparative Study of Genetic Algorithms , 2002 .

[11]  J. Thompson,et al.  CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. , 1994, Nucleic acids research.

[12]  D. Sankoff Simultaneous Solution of the RNA Folding, Alignment and Protosequence Problems , 1985 .

[13]  Sean R. Eddy,et al.  Rfam: an RNA family database , 2003, Nucleic Acids Res..

[14]  Tao Liu,et al.  NONCODE v2.0: decoding the non-coding , 2007, Nucleic Acids Res..

[15]  Jan Gorodkin,et al.  Multiple structural alignment and clustering of RNA sequences , 2007, Bioinform..

[16]  Michael Zuker,et al.  Mfold web server for nucleic acid folding and hybridization prediction , 2003, Nucleic Acids Res..

[17]  Siu-Ming Yiu,et al.  Memory Efficient Algorithms for Structural Alignment of RNAs with Pseudoknots , 2012, IEEE/ACM Transactions on Computational Biology and Bioinformatics.

[18]  Steven Eker Fast matching in combinations of regular equational theories , 1996, WRLA.

[19]  I. Rouzina,et al.  Heat capacity effects on the melting of DNA. 2. Analysis of nearest-neighbor base pair effects. , 1999, Biophysical journal.

[20]  J. McCaskill The equilibrium partition function and base pair binding probabilities for RNA secondary structure , 1990, Biopolymers.

[21]  Weixiong Zhang,et al.  An Iterated loop matching approach to the prediction of RNA secondary structures with pseudoknots , 2004, Bioinform..

[22]  K. Flaherty,et al.  Three-dimensional structure of a hammerhead ribozyme , 1994, Nature.

[23]  Ian Holmes,et al.  Stem Stem Stem Stem Loop Loop Loop LoopLoop Loop Loop Loop Loop Loop Loop , 2005 .

[24]  Sean R. Eddy,et al.  Efficient pairwise RNA structure prediction and alignment using sequence alignment constraints , 2006, BMC Bioinformatics.

[25]  D. W. Staple,et al.  Open access, freely available online Primer Pseudoknots: RNA Structures with Diverse Functions , 2022 .

[26]  Hélène Touzet,et al.  CARNAC: folding families of related RNAs , 2004, Nucleic Acids Res..

[27]  D. Haussler,et al.  Aligning multiple genomic sequences with the threaded blockset aligner. , 2004, Genome research.