Serum metabolomics differentiating pancreatic cancer from new-onset diabetes

Oncotarget. 2017 Apr 25;8(17):29116-29124. doi: 10.18632/oncotarget.16249.

Abstract

To establish a screening strategy for pancreatic cancer (PC) based on new-onset diabetic mellitus (NO-DM), serum metabolomics analysis and a search for the metabolic pathways associated with PC related DM were performed. Serum samples from patients with NO-DM (n = 30) and patients with pancreatic cancer and NO-DM were examined by liquid chromatography-mass spectrometry. Data were analyzed using principal components analysis (PCA) and orthogonal projection to latent structures (OPLS) of the most significant metabolites. The diagnostic model was constructed using logistic regression analysis. Metabolic pathways were analyzed using the web-based tool MetPA. PC patients with NO-DM were older and had a lower BMI and shorter duration of DM than those with NO-DM. The metabolomic profiles of patients with PC and NO-DM were significantly different from those of patients with NO-DM in the PCA and OPLS models. Sixty two differential metabolites were identified by the OPLS model. The logistic regression model using a panel of two metabolites including N_Succinyl_L_diaminopimelic_acid and PE (18:2) had high sensitivity (93.3%) and specificity (93.1%) for PC. The top three metabolic pathways associated with PC related DM were valine, leucine and isoleucine biosynthesis and degradation, primary bile acid biosynthesis, and sphingolipid metabolism. In conclusion, screening for PC based on NO-DM using serum metabolomics in combination with clinic characteristics and CA19-9 is a potential useful strategy. Several metabolic pathways differed between PC related DM and type 2 DM.

Keywords: metabolomics; new-onset diabetes; pancreatic cancer; serum.

Publication types

  • Comparative Study

MeSH terms

  • Adenocarcinoma / blood*
  • Adenocarcinoma / diagnosis
  • Adenocarcinoma / pathology
  • Adult
  • Age Factors
  • Aged
  • Biomarkers, Tumor / blood
  • Body Mass Index
  • CA-19-9 Antigen / blood
  • Carcinoma, Pancreatic Ductal / blood*
  • Carcinoma, Pancreatic Ductal / diagnosis
  • Carcinoma, Pancreatic Ductal / pathology
  • Chromatography, Liquid
  • Diabetes Mellitus, Type 2 / blood*
  • Diabetes Mellitus, Type 2 / diagnosis
  • Diagnosis, Differential
  • Early Detection of Cancer / methods
  • Feasibility Studies
  • Female
  • Humans
  • Isoleucine / metabolism
  • Leucine / metabolism
  • Lipid Metabolism
  • Male
  • Mass Spectrometry
  • Metabolic Networks and Pathways*
  • Metabolome
  • Metabolomics / methods*
  • Middle Aged
  • Neoplasm Staging
  • Pancreatic Neoplasms / blood*
  • Pancreatic Neoplasms / diagnosis
  • Pancreatic Neoplasms / pathology
  • Principal Component Analysis
  • Sensitivity and Specificity
  • Serologic Tests / methods
  • Valine / metabolism

Substances

  • Biomarkers, Tumor
  • CA-19-9 Antigen
  • Isoleucine
  • Leucine
  • Valine