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
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;
Conference_Titel :
Radio Science Conference (NRSC), 2012 29th National
Conference_Location :
Cairo
Print_ISBN :
978-1-4673-1884-6
DOI :
10.1109/NRSC.2012.6208580