Integrative analysis reveals novel driver genes and molecular subclasses of hepatocellular carcinoma

Aging (Albany NY). 2020 Nov 20;12(23):23849-23871. doi: 10.18632/aging.104047. Epub 2020 Nov 20.

Abstract

Hepatocellular carcinoma (HCC) is a heterogeneous disease with various genetic and epigenetic abnormalities. Previous studies of HCC driver genes were primarily based on frequency of mutations and copy number alterations. Here, we performed an integrative analysis of genomic and epigenomic data from 377 HCC patients to identify driver genes that regulate gene expression in HCC. This integrative approach has significant advantages over single-platform analyses for identifying cancer drivers. Using this approach, HCC tissues were divided into four subgroups, based on expression of the transcription factor E2F and the mutation status of TP53. HCC tissues with E2F overexpression and TP53 mutation had the highest cell cycle activity, indicating a synergistic effect of E2F and TP53. We found that overexpression of the identified driver genes, stratifin (SFN) and SPP1, correlates with tumor grade and poor survival in HCC and promotes HCC cell proliferation. These findings indicate SFN and SPP1 function as oncogenes in HCC and highlight the important role of enhancers in the regulation of gene expression in HCC.

Keywords: SPP1; epigenome; liver cancer; stratifin; systematic integration.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • 14-3-3 Proteins / genetics
  • Biomarkers, Tumor / genetics*
  • Carcinoma, Hepatocellular / genetics*
  • Carcinoma, Hepatocellular / mortality
  • Carcinoma, Hepatocellular / pathology
  • Carcinoma, Hepatocellular / therapy
  • Cell Line, Tumor
  • Cell Proliferation
  • Computational Biology*
  • DNA Copy Number Variations
  • DNA Methylation
  • Databases, Genetic
  • E2F Transcription Factors / genetics
  • Epigenesis, Genetic
  • Exoribonucleases / genetics
  • Gene Dosage
  • Gene Expression Regulation, Neoplastic
  • Gene Regulatory Networks
  • Genetic Predisposition to Disease
  • Genomics*
  • Humans
  • Liver Neoplasms / genetics*
  • Liver Neoplasms / pathology
  • Liver Neoplasms / therapy
  • Mutation
  • Neoplasm Grading
  • Osteopontin / genetics
  • Phenotype
  • Systems Integration*
  • Tumor Suppressor Protein p53 / genetics

Substances

  • 14-3-3 Proteins
  • Biomarkers, Tumor
  • E2F Transcription Factors
  • SPP1 protein, human
  • TP53 protein, human
  • Tumor Suppressor Protein p53
  • Osteopontin
  • Exoribonucleases
  • SFN protein, human