Untargeted metabolomics analysis by gas chromatography/time-of-flight mass spectrometry of human serum from methamphetamine abusers

Addict Biol. 2021 Nov;26(6):e13062. doi: 10.1111/adb.13062. Epub 2021 Jun 10.

Abstract

Methamphetamine (METH) abuse has become a global public health problem. However, the potential mechanisms involving METH-induced metabolic disorders have thus far remained poorly understood. Metabolomics can provide a clue for the cause of apparent changes and consequently be used to investigate the METH-induced dysregulation of metabolite expression and the mechanism of metabolic disorder mechanism. This laboratory investigation included 80 METH abusers and 80 healthy people. The serum metabolites were detected and analysed by gas chromatography/time-of-flight mass spectrometry. Raw data were processed with the software MS DIAL, which includes deconvolution, peak alignment and compound identification. The data matrix was processed by univariate and multivariate analyses for significant metabolite screening with the criteria of variable importance in projection values > 1, fold change > 1.5 and the t test (p value < 0.05). Significant differences in 16 metabolites (deoxycholic acid, cholic acid, hydroxylamine, etc.) in serum were found between the METH abuse group and the control group. Energy metabolic pathways and several amino acid metabolic pathways (alanine, aspartic acid and glutamate metabolism and tryptophan metabolism) were primarily involved. Further analysis indicated that the area under the receiver operating characteristic curve (AUC) was 0.998 for these 16 metabolites. Among the metabolites, three carbohydrates (d-ribose, cellobiose and maltotriose) had an AUC of 0.975, which were determined as potential markers of abuse. We observed metabolic disturbances in METH abusers, particularly perturbation in energy metabolism and amino acid metabolism, which can provide new insights into the search for biomarkers and the mechanisms underlying the adverse effects of METH on human health.

Keywords: human serum; metabolomics; methamphetamine.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Amphetamine-Related Disorders / blood
  • Amphetamine-Related Disorders / physiopathology*
  • Biomarkers
  • Cross-Sectional Studies
  • Female
  • Gas Chromatography-Mass Spectrometry
  • Humans
  • Male
  • Metabolic Diseases / blood
  • Metabolic Diseases / chemically induced*
  • Metabolic Diseases / physiopathology
  • Metabolic Networks and Pathways / drug effects*
  • Metabolomics / methods*
  • Methamphetamine / adverse effects*
  • Middle Aged
  • ROC Curve

Substances

  • Biomarkers
  • Methamphetamine