Title :
Boosting approach to exon detection in DNA sequences
Author :
Gunawan, T.S. ; Epps, J. ; Ambikairajah, E.
Author_Institution :
Sch. of Electr. Eng. & Telecommun., New South Wales Univ., Sydney, NSW
Abstract :
A technique for increasing the discrimination between coding and non-coding regions of a DNA sequence during exon prediction is presented, based upon the boosting method employed in speech enhancement. The proposed method improves the likelihood of correctly identifying coding regions compared with existing genomic signal processing techniques, such as the DFT, IIR anti-notch filter, and multi-stage filters. Evaluations using receiver operating characteristic curves on 78 sequences from the HMR195 dataset show that the proposed method outperforms other methods by more than 3 to 13%.
Keywords :
DNA; IIR filters; discrete Fourier transforms; medical signal processing; sensitivity analysis; DFT; DNA sequence; IIR anti-notch filter; boosting approach; boosting method; discrete Fourier transform; exon detection; genomic signal processing techniques; multi-stage filters; noncoding region; receiver operating characteristic curve;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:20082343