A blood-based three-gene signature for the non-invasive detection of early human hepatocellular carcinoma

Eur J Cancer. 2014 Mar;50(5):928-36. doi: 10.1016/j.ejca.2013.11.026. Epub 2013 Dec 11.

Abstract

Background: Identifying early stages of disease in high-risk individuals for the development of hepatocellular carcinoma (HCC) would greatly improve the clinical outcomes of these individuals. The aim of this study was to develop a blood-based gene set that could identify early-stage HCC.

Methods: Comprehensive gene expression profiling of purified RNA of peripheral blood mononuclear cells (PBMC) was performed using microarrays. Gene signatures were developed through bioinformatics-driven approaches and their diagnostic value was evaluated by custom-designed, quantitative, multiplex polymerase chain reaction (PCR) assays.

Results: Bioinformatics-driven analysis of microarray data derived from PBMC RNA samples of patients with HCC (N=10), pancreatic cancer (N=3), gastric cancer (N=3) and 10 normal individuals identified six genes that were differentially expressed in HCC. Subsequent multiplex-PCR validation and univariate analyses performed with an independent cohort of 114 HCC patients, 48 normal individuals and 14 patients with chronic hepatitis B (CHB) validated that three genes, namely Chemokine (C-X-C motif) receptor 2 (CXCR2), C-C chemokine receptor type 2 (CCR2) and E1A-Binding Protein P400 (EP400), were able to identify HCC individually with accuracies of 82.4%, 78.4% and 65%, respectively. In combination, these three genes gave an area under the curve (AUC) of 0.96 (95% confidence interval (CI), 0.93-0.99) using multivariate logistic regression and yielded a sensitivity of 93% and a specificity of 89%. When these three genes were used in combination with alpha-fetoprotein (AFP) to predict HCC, the accuracy of predicting HCC improved slightly with an AUC of 0.99 (95% CI, 0.98-1.0), sensitivity of 93% and specificity of 95%.

Conclusions: CXCR2, CCR2 and EP400 can provide a promising non-invasive multiplex PCR diagnostic assay to monitor high-risk individuals for the development of HCC.

Keywords: Alpha-fetoprotein (AFP); Blood-borne gene signature; Chemokine (C-X-C motif) receptor 2 (CXCR2); Chronic hepatitis B (CHB); C–C chemokine receptor type 2 (CCR2); E1A-Binding Protein P400 (EP400); Human hepatocellular carcinoma (HCC); Multivariate logistic regression; Peripheral blood mononuclear cells (PBMC).

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Carcinoma, Hepatocellular / blood
  • Carcinoma, Hepatocellular / diagnosis
  • Carcinoma, Hepatocellular / genetics*
  • Cluster Analysis
  • Cohort Studies
  • DNA Helicases / genetics*
  • DNA-Binding Proteins / genetics*
  • Early Diagnosis
  • Female
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Leukocytes, Mononuclear / metabolism
  • Liver Neoplasms / blood
  • Liver Neoplasms / diagnosis
  • Liver Neoplasms / genetics*
  • Logistic Models
  • Male
  • Middle Aged
  • Multivariate Analysis
  • Oligonucleotide Array Sequence Analysis
  • Pancreatic Neoplasms / blood
  • Pancreatic Neoplasms / diagnosis
  • Pancreatic Neoplasms / genetics
  • Receptors, CCR2 / genetics*
  • Receptors, Interleukin-8B / genetics*
  • Sensitivity and Specificity
  • Stomach Neoplasms / blood
  • Stomach Neoplasms / diagnosis
  • Stomach Neoplasms / genetics
  • Transcriptome*
  • Young Adult

Substances

  • CCR2 protein, human
  • DNA-Binding Proteins
  • Receptors, CCR2
  • Receptors, Interleukin-8B
  • DNA Helicases
  • EP400 protein, human

Associated data

  • GEO/GSE49515