Metabolic Profiling of CSF from People Suffering from Sporadic and LRRK2 Parkinson's Disease: A Pilot Study

Cells. 2020 Oct 31;9(11):2394. doi: 10.3390/cells9112394.

Abstract

CSF from unique groups of Parkinson's disease (PD) patients was biochemically profiled to identify previously unreported metabolic pathways linked to PD pathogenesis, and novel biochemical biomarkers of the disease were characterized. Utilizing both 1H NMR and DI-LC-MS/MS we quantitatively profiled CSF from patients with sporadic PD (n = 20) and those who are genetically predisposed (LRRK2) to the disease (n = 20), and compared those results with age and gender-matched controls (n = 20). Further, we systematically evaluated the utility of several machine learning techniques for the diagnosis of PD. 1H NMR and mass spectrometry-based metabolomics, in combination with bioinformatic analyses, provided useful information highlighting previously unreported biochemical pathways and CSF-based biomarkers associated with both sporadic PD (sPD) and LRRK2 PD. Results of this metabolomics study further support our group's previous findings identifying bile acid metabolism as one of the major aberrant biochemical pathways in PD patients. This study demonstrates that a combination of two complimentary techniques can provide a much more holistic view of the CSF metabolome, and by association, the brain metabolome. Future studies for the prediction of those at risk of developing PD should investigate the clinical utility of these CSF-based biomarkers in more accessible biomatrices. Further, it is essential that we determine whether the biochemical pathways highlighted here are recapitulated in the brains of PD patients with the aim of identifying potential therapeutic targets.

Keywords: 1H NMR; machine learning; metabolic pathways. Parkinson’s disease; metabolomics; targeted mass spectrometry.

MeSH terms

  • Aged
  • Bile Acids and Salts / metabolism
  • Cerebrospinal Fluid / metabolism*
  • Chromatography, Liquid
  • Female
  • Genetic Predisposition to Disease
  • Humans
  • Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 / genetics*
  • Machine Learning
  • Male
  • Metabolome*
  • Middle Aged
  • Mutation
  • Parkinson Disease / diagnosis
  • Parkinson Disease / metabolism*
  • Pilot Projects
  • Proton Magnetic Resonance Spectroscopy
  • Tandem Mass Spectrometry

Substances

  • Bile Acids and Salts
  • LRRK2 protein, human
  • Leucine-Rich Repeat Serine-Threonine Protein Kinase-2