DNA methylation-based prognosis and epidrivers in hepatocellular carcinoma

被引:344
作者
Villanueva, Augusto [1 ,2 ,3 ]
Portela, Anna [4 ]
Sayols, Sergi [4 ,5 ]
Battiston, Carlo [6 ]
Hoshida, Yujin [1 ]
Mendez-Gonzalez, Jesus [4 ]
Imbeaud, Sandrine [7 ,8 ,9 ]
Letouze, Eric [10 ]
Hernandez-Gea, Virginia [3 ]
Cornella, Helena [3 ]
Pinyol, Roser [3 ]
Sole, Manel [3 ]
Fuster, Josep [3 ]
Zucman-Rossi, Jessica [7 ,8 ,9 ]
Mazzaferro, Vincenzo [6 ]
Esteller, Manel [4 ,11 ,12 ]
Llovet, Josep M. [1 ,3 ,12 ]
机构
[1] Icahn Sch Med Mt Sinai, Dept Med, Tisch Canc Inst, Liver Canc Res Program,Div Liver Dis, New York, NY 10029 USA
[2] Icahn Sch Med Mt Sinai, Dept Med, Div Hematol & Med Oncol, New York, NY 10029 USA
[3] Univ Barcelona, Hosp Clin Barcelona, Pathol Dept,Surg Dept,IDIBAPS,Liver Canc Translat, Barcelona Clin,Liver Canc Grp,Liver Unit,CIBEREHD, E-08036 Barcelona, Spain
[4] Bellvitge Biomed Res Inst IDIBELL, Canc Epigenet & Biol Program, Barcelona, Spain
[5] Inst Mol Biol, Mainz, Germany
[6] Natl Canc Inst, Gastrointestinal Surg & Liver Transplantat Unit, Milan, Italy
[7] INSERM, Genom Fonct Tumeurs Solides, IUH, UMR 1162, Paris, France
[8] Univ Paris 05, Paris, France
[9] Univ Paris 13, Univ Paris Diderot, Sorbonne Paris Cite, Labex Immunooncol,Fac Med, Paris, France
[10] Ligue Natl Canc, Programme Cartes Identite Tumeurs, Paris, France
[11] Univ Barcelona, Sch Med, Dept Physiol Sci 2, E-08036 Barcelona, Spain
[12] Inst Catalana Recerca & Estudis Avancats, Barcelona, Spain
关键词
GENE-EXPRESSION; CANCER; NEUROBLASTOMA; SURVIVAL;
D O I
10.1002/hep.27732
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Epigenetic deregulation has emerged as a driver in human malignancies. There is no clear understanding of the epigenetic alterations in hepatocellular carcinoma (HCC) and of the potential role of DNA methylation markers as prognostic biomarkers. Analysis of tumor tissue from 304 patients with HCC treated with surgical resection allowed us to generate a methylation-based prognostic signature using a training-validation scheme. Methylome profiling was done with the Illumina HumanMethylation450 array (Illumina, Inc., San Diego, CA), which covers 96% of known cytosine-phosphate-guanine (CpG) islands and 485,000 CpG, and transcriptome profiling was performed with Affymetrix Human Genome U219 Plate (Affymetrix, Inc., Santa Clara, CA) and miRNA Chip 2.0. Random survival forests enabled us to generate a methylation signature based on 36 methylation probes. We computed a risk score of mortality for each individual that accurately discriminated patient survival both in the training (221 patients; 47% hepatitis C-related HCC) and validation sets (n=83; 47% alcohol-related HCC). This signature correlated with known predictors of poor outcome and retained independent prognostic capacity of survival along with multinodularity and platelet count. The subset of patients identified by this signature was enriched in the molecular subclass of proliferation with progenitor cell features. The study confirmed a high prevalence of genes known to be deregulated by aberrant methylation in HCC (e.g., Ras association [RalGDS/AF-6] domain family member 1, insulin-like growth factor 2, and adenomatous polyposis coli) and other solid tumors (e.g., NOTCH3) and describes potential candidate epidrivers (e.g., septin 9 and ephrin B2). Conclusions: A validated signature of 36 DNA methylation markers accurately predicts poor survival in patients with HCC. Patients with this methylation profile harbor messenger RNA-based signatures indicating tumors with progenitor cell features. (Hepatology 2015;61:1945-1956)
引用
收藏
页码:1945 / 1956
页数:12
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