TY - GEN
T1 - Denoising of array-based DNA copy number data using the dual-tree complex wavelet transform
AU - Nguyen, Nha
AU - Huang, Heng
AU - Oraintara, Soontorn
AU - Wang, Yuhang
PY - 2007/12/1
Y1 - 2007/12/1
N2 - Array-based comparative genomic hybridization (array CGH) is a highly efficient technique, allowing the simultaneous measurement of genomic DNA copy number at hundreds or thousands of loci and the reliable detection of local one-copy-level variations. Characterization of these DNA copy number changes is important for both the basic understanding of cancer and its diagnosis. In order to develop effective methods to identify aberration regions from array CGH data, many recent research works focus on both smoothing-based and segmentation-based data processing. In this paper, we propose to use the dual-tree complex wavelet transform to smooth the array CGH data. We demonstrate the effectiveness of our approach through theoretic and experimental exploration of a set of array CGH data, including both synthetic data and real data. The comparison results show that our method outperforms the previous approaches.
AB - Array-based comparative genomic hybridization (array CGH) is a highly efficient technique, allowing the simultaneous measurement of genomic DNA copy number at hundreds or thousands of loci and the reliable detection of local one-copy-level variations. Characterization of these DNA copy number changes is important for both the basic understanding of cancer and its diagnosis. In order to develop effective methods to identify aberration regions from array CGH data, many recent research works focus on both smoothing-based and segmentation-based data processing. In this paper, we propose to use the dual-tree complex wavelet transform to smooth the array CGH data. We demonstrate the effectiveness of our approach through theoretic and experimental exploration of a set of array CGH data, including both synthetic data and real data. The comparison results show that our method outperforms the previous approaches.
UR - http://www.scopus.com/inward/record.url?scp=47649117569&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=47649117569&partnerID=8YFLogxK
U2 - 10.1109/BIBE.2007.4375556
DO - 10.1109/BIBE.2007.4375556
M3 - Conference contribution
AN - SCOPUS:47649117569
SN - 1424415098
SN - 9781424415090
T3 - Proceedings of the 7th IEEE International Conference on Bioinformatics and Bioengineering, BIBE
SP - 137
EP - 144
BT - Proceedings of the 7th IEEE International Conference on Bioinformatics and Bioengineering, BIBE
T2 - 7th IEEE International Conference on Bioinformatics and Bioengineering, BIBE
Y2 - 14 January 2007 through 17 January 2007
ER -