A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics

Br J Cancer. 2016 Sep 27;115(7):848-57. doi: 10.1038/bjc.2016.243. Epub 2016 Aug 25.

Abstract

Background: Timely diagnosis and classification of colorectal cancer (CRC) are hindered by unsatisfactory clinical assays. Our aim was to construct a blood-based biomarker series using a single assay, suitable for CRC detection, prognostication and staging.

Methods: Serum metabolomic profiles of adenoma (N=31), various stages of CRC (N=320) and healthy matched controls (N=254) were analysed by gas chromatography-mass spectrometry (GC-MS). A diagnostic model for CRC was derived by orthogonal partial least squares-discriminant analysis (OPLS-DA) on a training set, and then validated on an independent data set. Metabolomic models suitable for identifying adenoma, poor prognosis stage II CRC and discriminating various stages were generated.

Results: A diagnostic signature for CRC with remarkable multivariate performance (R(2)Y=0.46, Q(2)Y=0.39) was constructed, and then validated (sensitivity 85%; specificity 86%). Area under the receiver-operating characteristic curve was 0.91 (95% CI, 0.87-0.96). Adenomas were also detectable (R(2)Y=0.35, Q(2)Y=0.26, internal AUROC=0.81, 95% CI, 0.70-0.92). Also of particular interest, we identified models that stratified stage II by prognosis, and classified cases by stage.

Conclusions: Using a single assay system, a suite of CRC biomarkers based on circulating metabolites enables early detection, prognostication and preliminary staging information. External population-based studies are required to evaluate the repeatability of our findings and to assess the clinical benefits of these biomarkers.

Publication types

  • Validation Study

MeSH terms

  • Adenocarcinoma / blood*
  • Adenocarcinoma / diagnosis
  • Adenocarcinoma / genetics
  • Adenocarcinoma / pathology
  • Adenoma / blood*
  • Adenoma / diagnosis
  • Adenoma / genetics
  • Adenoma / pathology
  • Aged
  • Aged, 80 and over
  • Biomarkers, Tumor / blood
  • Case-Control Studies
  • Colorectal Neoplasms / blood*
  • Colorectal Neoplasms / diagnosis
  • Colorectal Neoplasms / genetics
  • Colorectal Neoplasms / pathology
  • Disease Progression
  • Early Detection of Cancer
  • Female
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Least-Squares Analysis
  • Male
  • Metabolome*
  • Metabolomics*
  • Middle Aged
  • Neoplasm Proteins / biosynthesis
  • Neoplasm Proteins / genetics
  • Neoplasm Staging
  • Prognosis
  • Prospective Studies
  • ROC Curve
  • Sensitivity and Specificity
  • Transcriptome*

Substances

  • Biomarkers, Tumor
  • Neoplasm Proteins