Title :
Spectral analysis of numerical exon and intron sequences
Author :
Kwan, Jennifer Yin Yee ; Kwan, Benjamin Yin Ming ; Kwan, Hon Keung
Author_Institution :
Dept. of Lab. Med. & Pathobiology, Univ. of Toronto, Toronto, ON, Canada
Abstract :
Analysis of DNA sequences requires conversion of a base sequence to a numerical sequence. The choice of the numerical mapping of a DNA sequence affects how well its biological properties can be reflected in the numerical domain for the detection of regions of interest. This paper presents twelve one-sequence numerical representation methods and a discrete Fourier transform (DFT) based approach to extract the period-3 value of DNA sequences for classifying exon and intron sequences. Simulations are carried out using short sequences of the human genome; the results obtained indicate that the threshold value determined and consequently the classification performance is a function of the adopted numerical representation method and its window length.
Keywords :
DNA; biology computing; discrete Fourier transforms; genomics; sequences; spectral analysis; DFT; DNA sequences; base sequence; discrete Fourier transform; human genome; numerical exon sequences; numerical intron sequences; numerical mapping; numerical sequence; period-3 value; spectral analysis; DNA sequences; exon and intron classificaton; numerical representation; spectral analysis;
Conference_Titel :
Bioinformatics and Biomedicine Workshops (BIBMW), 2010 IEEE International Conference on
Conference_Location :
Hong, Kong
Print_ISBN :
978-1-4244-8303-7
Electronic_ISBN :
978-1-4244-8304-4
DOI :
10.1109/BIBMW.2010.5703954