An integrated analysis of genome-wide DNA methylation and gene expression data in hepatocellular carcinoma

被引:39
作者
Sun, Xiang-Jun [1 ]
Wang, Ming-Chun [1 ]
Zhang, Feng-Hua [1 ]
Kong, Xiao [1 ]
机构
[1] Linyi Peoples Hosp, Linyi, Shandong, Peoples R China
关键词
DNA methylation; gene expression; hepatocellular carcinoma; TRIPLE-HELIX REPEAT; MESENCHYMAL TRANSITION; CTHRC1; PROLIFERATION; KNOCKDOWN; ISLANDS; ZIC4; TOOL;
D O I
10.1002/2211-5463.12433
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Despite progress in the treatment of hepatocellular carcinoma (HCC), 5-year survival rates remain low. Thus, a more comprehensive approach to explore the mechanism of HCC is needed to provide new leads for targeted therapy. We performed an integrated analysis to discover the relationship between DNA methylation and gene expression in hepatocellular carcinoma (HCC). DNA methylation and gene expression data for HCC were downloaded from The Cancer Genome Atlas (TCGA) database, and differential analysis was performed. Correlation analysis between DNA methylation and gene expression data was then performed in R language. Finally, we selected several crucial genes and evaluated their potential use as diagnostic biomarkers for HCC. In total, 1135 differentially DNA-methylated CpG sites (DMCs), 377 differentially methylated regions (DMRs), and 1194 differentially expressed genes (DEGs) were identified in HCC. Among the DEGs, 14 genes (ALX3, B4GALNT1, CTHRC1, DLX5, EMX1, IRX3, OTX1, SIX2, TLX1, VASH2, ZIC2, ZIC4, ZIC5, and ZNF695) exhibited changes in DNA methylation in terms of CpG sites or CpG island (CGI) level, of which TLX1 and ZIC4 had the most DMCs (12 and 13, respectively). Further analysis of CTHRC1, ZIC4, SIX2, VASH2, IL17D, TLX1, OTX1, and LART, examining alterations in both DNA methylation and gene expression level in HCC, showed their potential diagnostic value for HCC was better at the gene expression level than that the DNA methylation level. The DNA methylation status of CTHRC1, VASH2, and IL7D was significantly associated with HCC overall survival (P-value <0.05). This systemic analysis identified a group of novel gene signatures (CTHRC1, ZIC4, and OTX1) that may be regulated by DNA hypermethylation, which may be closely associated with HCC.
引用
收藏
页码:1093 / 1103
页数:11
相关论文
共 35 条
[1]   Comprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma [J].
Ally, Adrian ;
Balasundaram, Miruna ;
Carlsen, Rebecca ;
Chuah, Eric ;
Clarke, Amanda ;
Dhalla, Noreen ;
Holt, Robert A. ;
Jones, Steven J. M. ;
Lee, Darlene ;
Ma, Yussanne ;
Marra, Marco A. ;
Mayo, Michael ;
Moore, Richard A. ;
Mungall, Andrew J. ;
Schein, Jacqueline E. ;
Sipahimalani, Payal ;
Tam, Angela ;
Thiessen, Nina ;
Cheung, Dorothy ;
Wong, Tina ;
Brooks, Denise ;
Robertson, A. Gordon ;
Bowlby, Reanne ;
Mungall, Karen ;
Sadeghi, Sara ;
Xi, Liu ;
Covington, Kyle ;
Shinbrot, Eve ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Donehower, Lawrence A. ;
Wang, Linghua ;
Bowen, Jay ;
Gastier-Foster, Julie M. ;
Gerken, Mark ;
Helsel, Carmen ;
Leraas, Kristen M. ;
Lichtenberg, Tara M. ;
Ramirez, Nilsa C. ;
Wise, Lisa ;
Zmuda, Erik ;
Gabriel, Stacey B. ;
Meyerson, Matthew ;
Cibulskis, Carrie ;
Murray, Bradley A. ;
Shih, Juliann ;
Beroukhim, Rameen ;
Cherniack, Andrew D. ;
Schumacher, Steven E. ;
Saksena, Gordon .
CELL, 2017, 169 (07) :1327-+
[2]   Genome-wide DNA methylation profiles in liver tissue at the precancerous stage and in hepatocellular carcinoma [J].
Arai, Eri ;
Ushijima, Saori ;
Gotoh, Masahiro ;
Ojima, Hidenori ;
Kosuge, Tomoo ;
Hosoda, Fumie ;
Shibata, Tatsuhiro ;
Kondo, Tadashi ;
Yokoi, Sana ;
Imoto, Issei ;
Inazawa, Johji ;
Hirohashi, Setsuo ;
Kanai, Yae .
INTERNATIONAL JOURNAL OF CANCER, 2009, 125 (12) :2854-2862
[3]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]   Treatment of cholestatic fibrosis by altering gene expression of Cthrc1: Implications for autoimmune and non-autoimmune liver disease [J].
Bian, Zhaolian ;
Miao, Qi ;
Zhong, Wei ;
Zhang, Haiyan ;
Wang, Qixia ;
Peng, Yanshen ;
Chen, Xiaoyu ;
Guo, Canjie ;
Shen, Li ;
Yang, Fan ;
Xu, Jie ;
Qiu, Dekai ;
Fang, Jingyuan ;
Friedman, Scott ;
Tang, Ruqi ;
Gershwin, M. Eric ;
Ma, Xiong .
JOURNAL OF AUTOIMMUNITY, 2015, 63 :76-87
[6]   CPG-RICH ISLANDS AND THE FUNCTION OF DNA METHYLATION [J].
BIRD, AP .
NATURE, 1986, 321 (6067) :209-213
[7]   EFEMP1 binds the EGF receptor and activates MAPK and Akt pathways in pancreatic carcinoma cells [J].
Camaj, Peter ;
Seeliger, Hendrik ;
Ischenko, Ivan ;
Krebs, Stefan ;
Blum, Helmut ;
De Toni, Enrico N. ;
Faktorova, Dagmar ;
Jauch, Karl-Walter ;
Bruns, Christiane J. .
BIOLOGICAL CHEMISTRY, 2009, 390 (12) :1293-1302
[8]   Aberrant DNA methylation as a cancer-inducing mechanism [J].
Esteller, M .
ANNUAL REVIEW OF PHARMACOLOGY AND TOXICOLOGY, 2005, 45 :629-656
[9]   Estimates of worldwide burden of cancer in 2008: GLOBOCAN 2008 [J].
Ferlay, Jacques ;
Shin, Hai-Rim ;
Bray, Freddie ;
Forman, David ;
Mathers, Colin ;
Parkin, Donald Maxwell .
INTERNATIONAL JOURNAL OF CANCER, 2010, 127 (12) :2893-2917
[10]   Gene body-specific methylation on the active X chromosome [J].
Hellman, Asaf ;
Chess, Andrew .
SCIENCE, 2007, 315 (5815) :1141-1143