Title :
Detection of copy number variation using scale space filtering
Author :
Lee, Jongkeun ; Kim, Baeksop ; Yoon, Jeehee ; Lee, Unjoo
Author_Institution :
Dept. of Comput. Eng., Hallym Univ., Chuncheon, South Korea
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
This study proposes a novel CNV detection algorithm based on scale space filtering. It uses Gaussian filter for the convolution with a scale parameter. The range of the scale parameter is adjusted according to the coverage level of read data. The position of a CNV region is determined through a coarse and a fine searches over the scales. The results showed low dependency of the performance of the proposed method on the coverage level compared to the conventional methods. The results also showed that the proposed method outperforms the conventional methods by 63.29 ~ 73.57 %.
Keywords :
DNA; biology computing; convolution; filtering theory; genomics; molecular biophysics; CNV detection algorithm; DNA sequence; Gaussian filter; convolution; copy number variation; human genome; scale parameter; scale space filtering; Bioinformatics; Convolution; Databases; Error analysis; Filtering; Genomics; Humans; Algorithms; Base Sequence; DNA Copy Number Variations; DNA Mutational Analysis; Gene Dosage; Molecular Sequence Data; Sequence Analysis, DNA;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091417