DocumentCode :
1092765
Title :
Compression of Annotated Nucleotide Sequences
Author :
Korodi, Gergely ; Tabus, Ioan
Author_Institution :
Tampere Univ. of Technol., Tampere
Volume :
4
Issue :
3
fYear :
2007
Firstpage :
447
Lastpage :
457
Abstract :
This paper introduces an algorithm for the lossless compression of DNA files which contain annotation text besides the nucleotide sequence. First, a grammar is specifically designed to capture the regularities of the annotation text. A revertible transformation uses the grammar rules in order to equivalently represent the original file as a collection of parsed segments and a sequence of decisions made by the grammar parser. This decomposition enables the efficient use of state-of-the-art encoders for processing the parsed segments. The output size of the decision-making process of the grammar is optimized by extending the states to account for high-order Markovian dependencies. The practical implementation of the algorithm achieves a significant improvement when compared to the general-purpose methods currently used for DNA files.
Keywords :
DNA; biology computing; decision making; molecular biophysics; DNA files; Markovian dependencies; annotated nucleotide sequences; decision-making; grammar parser; Bioinformatics; Biological cells; DNA; Decision making; Feature extraction; Genomics; Humans; Organisms; Planets; Sequences; 4 [Data]: Coding and Information Theory | Data compaction and compression; Annotation; Compression; F.4 [Theory of Computation]: Mathematical Logic and Formal Languages | Formal languages; Formal Grammars; G.3 [Mathematics of Computing]: Probability and Statistics | Markov processes; J.3 [Computer Applications]: Life and Medical Sciences | Biology and genetics; Nucleotide sequences; Algorithms; Base Sequence; DNA; Data Compression; Databases, Genetic; Documentation; Molecular Sequence Data; Natural Language Processing; Sequence Analysis, DNA;
fLanguage :
English
Journal_Title :
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
Publisher :
ieee
ISSN :
1545-5963
Type :
jour
DOI :
10.1109/tcbb.2007.1017
Filename :
4288070
Link To Document :
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