DocumentCode
2220183
Title
K6. Circular binary segmentation modeling of array CGH data on hepatocellular carcinoma
Author
Hashem, Esraa M. ; Mabrouk, Mai S. ; Sharawy, Amr
Author_Institution
Fac. of Eng., MUST Univ., 6th of October City, Egypt
fYear
2012
fDate
10-12 April 2012
Firstpage
667
Lastpage
674
Abstract
Hepatocellular carcinoma (HCC) is a malignant tumor derived from hepatocytes that belong to primary malignant epithelial tumors of the liver. The outcome of HCC patients still remains dismal due to the difficulty in detecting the disease at its early stage. We propose a new approach aiming to identify new biomarkers for early diagnosis of HCC. Genomic DNA copy number alterations (CNAs) are associated with complex diseases like HCC. Array-based Comparative Genomic Hybridization (a-CGH) is a technique used to identify copy number changes in genomic DNA. We use a statistical model based on a circular binary segmentation (CBS) algorithm. Our approach makes use of a median absolute deviation model to separate outliers from their surrounding segments. We tested 35 samples of HCC patients on specific chromosome regions, then applied CBS algorithm to detect genomic DNA alternations in copy number. Our results show that a gain of 1q was detected in 63% and a gain of 20q was detected in 26% of HCC cases. Also, a loss of 4q was detected in 3%, a loss of 13q was detected in 29%, loss in 16q was detected in 9%, and loss of 17q was detected in 3% of HCC cases.
Keywords
DNA; cellular biophysics; diseases; genomics; liver; patient diagnosis; statistical analysis; tumours; CNA; HCC patients; a-CGH; array CGH data; array-based comparative genomic hybridization; chromosome regions; circular binary segmentation modeling; disease detection; genomic DNA copy number alterations; hepatocellular carcinoma; hepatocytes; liver; malignant tumor; median absolute deviation model; primary malignant epithelial tumors; statistical model; Arrays; Bioinformatics; Biological cells; DNA; Diseases; Educational institutions; Genomics; Hepatocellular carcinoma; circular binary segmentation and Array-comparative Genomic hybridization; copy number alternation;
fLanguage
English
Publisher
ieee
Conference_Titel
Radio Science Conference (NRSC), 2012 29th National
Conference_Location
Cairo
Print_ISBN
978-1-4673-1884-6
Type
conf
DOI
10.1109/NRSC.2012.6208580
Filename
6208580
Link To Document