Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue - a GC-TOFMS based metabolomics study

BMC Genomics. 2012 Jul 23:13:334. doi: 10.1186/1471-2164-13-334.

Abstract

Background: Changes in energy metabolism of the cells are common to many kinds of tumors and are considered a hallmark of cancer. Gas chromatography followed by time-of-flight mass spectrometry (GC-TOFMS) is a well-suited technique to investigate the small molecules in the central metabolic pathways. However, the metabolic changes between invasive carcinoma and normal breast tissues were not investigated in a large cohort of breast cancer samples so far.

Results: A cohort of 271 breast cancer and 98 normal tissue samples was investigated using GC-TOFMS-based metabolomics. A total number of 468 metabolite peaks could be detected; out of these 368 (79%) were significantly changed between cancer and normal tissues (p<0.05 in training and validation set). Furthermore, 13 tumor and 7 normal tissue markers were identified that separated cancer from normal tissues with a sensitivity and a specificity of >80%. Two-metabolite classifiers, constructed as ratios of the tumor and normal tissues markers, separated cancer from normal tissues with high sensitivity and specificity. Specifically, the cytidine-5-monophosphate / pentadecanoic acid metabolic ratio was the most significant discriminator between cancer and normal tissues and allowed detection of cancer with a sensitivity of 94.8% and a specificity of 93.9%.

Conclusions: For the first time, a comprehensive metabolic map of breast cancer was constructed by GC-TOF analysis of a large cohort of breast cancer and normal tissues. Furthermore, our results demonstrate that spectrometry-based approaches have the potential to contribute to the analysis of biopsies or clinical tissue samples complementary to histopathology.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Amino Acids / metabolism
  • Breast / cytology*
  • Breast / metabolism*
  • Breast / pathology
  • Breast Neoplasms / metabolism*
  • Breast Neoplasms / pathology*
  • Cluster Analysis
  • Energy Metabolism
  • Fatty Acids, Nonesterified / metabolism
  • Female
  • Gas Chromatography-Mass Spectrometry / methods*
  • Glycerophospholipids / metabolism
  • Humans
  • Metabolomics / methods*
  • Neoplasm Invasiveness
  • Nucleotides / metabolism
  • Principal Component Analysis

Substances

  • Amino Acids
  • Fatty Acids, Nonesterified
  • Glycerophospholipids
  • Nucleotides