Genome-wide DNA methylation profiles in hepatocellular carcinoma
Open accessAbstract
Alterations in DNA methylation frequently occur in hepatocellular cancer (HCC). We have previously demonstrated that hypermethylation in candidate genes can be detected in plasma DNA before HCC diagnosis. To identify, with a genome-wide approach, additional genes hypermethylated in HCC that could be used for more accurate analysis of plasma DNA for early diagnosis, we analyzed tumor and adjacent nontumor tissues from 62 Taiwanese HCC cases using Illumina methylation arrays (Illumina, Inc., San Diego, CA) that screen 26,486 autosomal CpG sites. After Bonferroni adjustment, a total of 2,324 CpG sites significantly differed in methylation level, with 684 CpG sites significantly hypermethylated and 1,640 hypomethylated in tumor, compared to nontumor tissues. Array data were validated with pyrosequencing in a subset of five of these genes; correlation coefficients ranged from 0.92 to 0.97. Analysis of plasma DNA from 38 cases demonstrated that 37%-63% of cases had detectable hypermethylated DNA (≥5% methylation) for these five genes individually. At least one of these genes was hypermethylated in 87% of the cases, suggesting that measurement of DNA methylation in plasma samples is feasible. Conclusion: The panel of methylated genes indentified in the current study will be further tested in a large cohort of prospectively collected samples to determine their utility as early biomarkers of HCC.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The role of epigenetic dysregulation in driving the aberrant activity of CREs and retrotransposons in HCC remains incompletely understood.
“the role of epigenetic dysregulation in driving the aberrant activity of CREs and retrotransposons in HCC remains incompletely understood50–52,93.”
From Multi-omic analysis of hepatocellular carcinoma reveals aberrant cis-regulatory changes and dysregulated retrotransposons with prognostic potential (2025) · cites this paper as [52]
The Introduction links genetic and epigenetic aberrations to HCC, and the Results describe altered DNA methylation in HCC tissue. The paper does not address whether epigenetic dysregulation drives aberrant activity of cis-regulatory elements or retrotransposons, or whether that role remains incompletely understood (searched for CREs, enhancers, and retrotransposons). (LLM, conf=0.78)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
No references could be resolved yet.
Research works printed but not linked: 37
- [1]Imbeaud S Ladeiro Y Zucman-Rossi J Identification of novel oncogenes and tumor suppressors in hepatocellular carcinoma Semin Liver Dis 2010 30 75 86 20175035
- [2]Woo HG Park ES Thorgeirsson SS Kim YJ Exploring genomic profiles of hepatocellular carcinoma Mol Carcinog 2011 50 235 43 21465573 PMC3496176
- [3]Tischoff I Tannapfe A DNA methylation in hepatocellular carcinoma World J Gastroenterol 2008 14 1741 8 18350605 PMC2695914
- [4]Nomoto S Kinoshita T Kato K Otani S Kasuya H Takeda S Hypermethylation of multiple genes as clonal markers in multicentric hepatocellular carcinoma Br J Cancer 2007 97 1260 5 17968429 PMC2360457
- [5]Kondo Y Shen L Suzuki S Kurokawa T Masuko K Tanaka Y Alterations of DNA methylation and histone modifications contribute to gene silencing in hepatocellular carcinomas Hepatol Res 2007 37 974 83 17584191
- [6]Harder J Opitz OG Brabender J Olschewski M Blum HE Nomoto S Quantitative promoter methylation analysis of hepatocellular carcinoma, cirrhotic and normal liver Int J Cancer 2008 122 2800 4 18351580
- [7]Su H Zhao J Xiong Y Xu T Zhou F Yuan Y Large-scale analysis of the genetic and epigenetic alterations in hepatocellular carcinoma from Southeast China Mutat Res 2008 641 27 35 18358501
- [8]Su PF Lee TC Lin PJ Lee PH Jeng YM Chen CH Differential DNA methylation associated with hepatitis B virus infection in hepatocellular carcinoma Int J Cancer 2007 121 1257 64 17534893
- [9]Nishida N Nagasaka T Nishimura T Ikai I Boland CR Goel A Aberrant methylation of multiple tumor suppressor genes in aging liver, chronic hepatitis, and hepatocellular carcinoma Hepatology 2008 47 908 18 18161048 PMC2865182
- [10]Shen L Ahuja N Shen Y Habib NA Toyota M Rashid A DNA methylation and environmental exposures in human hepatocellular carcinoma Journal of the National Cancer Institute 2002 94 755 61 12011226
- [11]Zhang C Guo X Jiang G Zhang L Yang Y Shen F CpG island methylator phenotype association with upregulated telomerase activity in hepatocellular carcinoma Int J Cancer 2008 123 998 1004 18546260
- [12]Calvisi DF Ladu S Gorden A Farina M Lee JS Conner EA Mechanistic and prognostic significance of aberrant methylation in the molecular pathogenesis of human hepatocellular carcinoma J Clin Invest 2007 117 2713 22 17717605 PMC1950459
- [13]Hui AM Sakamoto M Kanai Y Ino Y Gotoh M Yokota J Inctivation of p16INK4 in hepatocellular carcinoma Hepatol 1996 24 575 9 8781327
- [14]Matsuda Y Ichida T Matsuzawa J Sugimura K Asakura H p16(INK4) is inactivated by extensive CpG methylation in human hepatocellular carcinoma Gastroenterology 1999 116 394 400 9922321
- [15]Zhang YJ Ahsan H Chen Y Lunn RM Wang LY Chen SY High frequency of promoter hypermethylation of the RASSF1A and p16 genes and its relationship to aflatoxin B1-DNA adducts level in human hepatocellular carcinoma Mol Carcinogenesis 2002 35 85 92 12325038
- [16]Zhang YJ Rossner P Chen Y Agrawal M Wang Q Wang L Aflatoxin B1 and polycyclic aromatic hydrocarbon adducts, p53 mutations and p16 methylation in liver tissue and plasma of hepatocellular carcinoma patients International Journal of Cancer 2006 119 985 91 16570275
- [17]Yeo W Wong N Wong WL Lai PB Zhong S Johnson PJ High frequency of promoter hypermethylation of RASSF1A in tumor and plasma of patients with hepatocellular carcinoma Liver Int 2005 25 266 72 15780049
- [18]Zhang YJ Chen Y Ahsan H Lunn RM Chen SY Lee PH Silencing of glutathione S-transferase P1 by promoter hypermethylation and its relationship to environmental chemical carcinogens in hepatocellular carcinoma Cancer Lett 2005 221 135 43 15808399
- [19]Zhong S Tang MW Yeo W Liu C Lo YM Johnson PJ Silencing of GSTP1 gene by CpG island DNA hypermethylation in HBV-associated hepatocellular carcinomas Clin Cancer Res 2002 8 1087 92 11948118
- [20]Yang B Guo M Herman JG Clark DP Aberrant promoter methylation profiles of tumor suppressor genes in hepatocellular carcinoma American Journal of Pathology 2003 163 1101 7 12937151 PMC1868243
- [21]Zhang YJ Chen Y Ahsan H Lunn RM Lee PH Chen CJ Inactivation of the DNA repair gene O6-methylguanine-DNA methyltransferase by promoter hypermethylation and its relationship to aflatoxin B1-DNA adducts and p53 mutations in hepatocellular carcinoma Int J Cancer 2003 103 440 4 12478658
- [22]Zhang YJ Wu HC Shen J Ahsan H Tsai WY Yang HI Predicting hepatocellular carcinoma by detection of aberrant promoter methylation in serum DNA Clin Cancer Res 2007 13 2378 84 17438096
- [23]Lo YM Tein MS Lau TK Haines CJ Leung TN Poon PM Quantitative analysis of fetal DNA in maternal plasma and serum: implications for noninvasive prenatal diagnosis Am J Hum Genet 1998 62 768 75 9529358 PMC1377040
- [24]Hernandez-Vargas H Lambert MP Calvez-Kelm F Gouysse G McKay-Chopin S Tavtigian SV Hepatocellular carcinoma displays distinct DNA methylation signatures with potential as clinical predictors PLoS ONE 2010 5 e9749 20305825 PMC2840036
- [25]Shin SH Kim BH Jang JJ Suh KS Kang GH Identification of novel methylation markers in hepatocellular carcinoma using a methylation array J Korean Med Sci 2010 25 1152 9 20676325 PMC2908783
- [26]Ammerpohl O Pratschke J Schafmayer C Haake A Faber W von Kampen O Distinct DNA methylation patterns in cirrhotic liver and hepatocellular carcinoma Int J Cancer 2011 21500188
- [27]Gao W Kondo Y Shen L Shimizu Y Sano T Yamao K Variable DNA methylation patterns associated with progression of disease in hepatocellular carcinomas Carcinogenesis 2008 18632756
- [28]Kim YH Lee HC Kim SY Yeom YI Ryu KJ Min BH Epigenomic analysis of aberrantly methylated genes in colorectal cancer identifies genes commonly affected by epigenetic alterations Ann Surg Oncol 2011 18 2338 47 21298349 PMC3393129
- [29]Mikeska T Felsberg J Hewitt CA Dobrovic A Analysing DNA methylation using bisulphite pyrosequencing Methods Mol Biol 2011 791 33 53 21913070
- [30]Bibikova M Lin Z Zhou L Chudin E Garcia EW Wu B High-throughput DNA methylation profiling using universal bead arrays Genome Res 2006 16 383 93 16449502 PMC1415217
- [31]Kibriya MG Raza M Jasmine F Roy S Paul-Brutus R Rahaman R A Genome-wide DNA Methylation Study in Colorectal Carcinoma BMC Med Genomics 2011 4 50 21699707 PMC3135506
- [32]Lee JS Heo J Libbrecht L Chu IS Kaposi-Novak P Calvisi DF A novel prognostic subtype of human hepatocellular carcinoma derived from hepatic progenitor cells Nat Med 2006 12 410 6 16532004
- [33]Mi H Dong Q Muruganujan A Gaudet P Lewis S Thomas PD PANTHER version 7: improved phylogenetic trees, orthologs and collaboration with the Gene Ontology Consortium Nucleic Acids Res 2010 38 D204 D210 20015972 PMC2808919
- [34]Lunn RM Zhang YJ Wang LY Chen CJ Lee PH Lee CS p53 Mutations, chronic hepatitis B virus infection, and aflatoxin exposure in hepatocellular carcinoma in Taiwan Cancer Res 1997 57 3471 7 9270015
- [35]Zhang YJ Chen CJ Lee CS Haghighi B Yang GY Wang LW Aflatoxin B1-DNA adducts and hepatitis B virus antigens in hepatocellular carcinoma and non-tumorous liver tissue Carcinogenesis 1991 12 2247 52 1721008
- [36]Rajendram R Ferreira JC Grafodatskaya D Choufani S Chiang T Pu S Assessment of methylation level prediction accuracy in methyl-DNA immunoprecipitation and sodium bisulfite based microarray platforms Epigenetics 2011 6 410 5 21343703
- [37]Yuen RK Penaherrera MS von Dadelszen P McFadden DE Robinson WP DNA methylation profiling of human placentas reveals promoter hypomethylation of multiple genes in early-onset preeclampsia Eur J Hum Genet 2010 18 1006 12 20442742 PMC2987406
Cited by
Sorted by citations
DNA methylation age of human tissues and cell types
Horvath, S. (2013) · Genome Biology · doi:10.1186/gb-2013-14-10-r115 · Cited by 7,075 · see citing works
Mann, D. A. (2014) · Hepatology · doi:10.1002/hep.27131 · Cited by 153 · see citing works
STAT3 in hepatocellular carcinoma: new perspectives
Svinka, J., Mikulits, W., & Eferl, R. (2014) · Hepatic Oncology · doi:10.2217/hep.13.7 · Cited by 63 · see citing works
Genome-Wide Methylation Analyses in Glioblastoma Multiforme
Lai, R. K., Chen, Y., Guan, X., Nousome, D., Sharma, C., Canoll, P., Bruce, J., Sloan, A. E., Cortes, E., Vonsattel, J.-P., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089376 · Cited by 54 · see citing works
Self-citationCheng, C. C. Y., Cheung, M. F., Lee, A. Y., Wu, Q., Chow, S. H.-C., Ang, J. Y. J., Riquelme Medina, I., Lo, G., Wu, H., Yang, W., et al. (2025) · Communications Biology · doi:10.1038/s42003-025-09154-w · Cited by 3 · see citing works
Self-citation
- Authors
- Shen, J., Wang, S., Zhang, Y.-J., Kappil, M., Wu, H.-C., Kibriya, M. G., Wang, Q., Jasmine, F., Ahsan, H., Lee, P.-H., Yu, M.-W., Chen, C.-J., & Santella, R. M.
- Affiliations
- Columbia University (US)
- University of Chicago (US)
- National Taiwan University (TW)
- Corresponding author
- Santella, Regina M.
- ORCID
- Venue
- Hepatology
- Published
- 2012-06
- Volume
- 55
- Issue
- 6
- Pages
- 1799-1808
- ISSN
- 0270-9139 (ISSN-L)
- PMC
- PMC3330167
- OpenAlex
- W2031842191
- Cited by
- 196
- References
- 0
- Citations by year
- 2026: 4 · 2025: 10 · 2024: 6 · 2023: 7 · 2022: 8 · 2021: 11 · 2020: 12 · 2019: 13 · 2018: 16 · 2017: 15 · 2016: 29 · 2015: 15 · 2014: 24 · 2013: 14 · 2012: 11
- FWCI
- 8.22
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Hepatology (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (CA013696, ES009089)
- National Cancer Institute (R03CA150140, P30CA013696)
- National Institute of Environmental Health Sciences (R01ES005116, P30ES009089)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Health Sciences › Medicine › Hepatology › Hepatocellular Carcinoma Treatment and Prognosis
- Keywords
- hepatocellular carcinoma, DNA methylation, hypermethylation, hypomethylation, CpG sites, plasma DNA, early diagnosis, tumor markers
- MeSH terms
- Adult, Aged, Female, Carcinoma, Hepatocellular, Humans, Liver Neoplasms, Male, Middle Aged, CpG Islands, DNA Methylation, Genome-Wide Association Study
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review