Non-targeted metabolomics analyses by mass spectrometry to explore metabolic stress after six training weeks in high level swimmers

J Sports Sci. 2021 May;39(9):969-978. doi: 10.1080/02640414.2020.1851933. Epub 2020 Dec 15.

Abstract

The objective was to compare the metabolic responses of high-level national swimmers to threshold or polarised training. 22 swimmers (n = 12 males and 10 females) participated in a 28-week cross-over intervention study consisting of 2 × 6 period weeks of training. Swimmers were assigned randomly to either training group for the first period: polarised (POL) (81% in energetic zone 1: blood lactate [La]b ≤ 2 mmol.L-1; 4% in zone 2: 2 mmol.L-1 <[La]b ≤ 4 mmol.L-1; 15% in zone 3: [La]b > 4 mmol.L-1) or threshold (THR) (65%/25%/10%). Before and after each training period, urine samples were collected for non-targeted metabolomics analysis. Mixed model analysis was performed on metabolomics data including fatigue class factors and/or training and/or interaction. Ion intensities of 6-keto-decanoylcarnitine (+31%), pregnanediol-3-glucuronide (+81%), P-cresol sulphate (+18%) were higher in the threshold group (P < 0.05) indicating higher glycogenic depletion and inflammation without alteration of the neuroendocrine stress axis. 4-phenylbutanic acid sulphate was 200% higher in less fatigued swimmers (P < 0.01) linking the anti-inflammatory activity at the cell membrane level to the subjective perception of fatigue. This research suggests the importance of replenishing glycogen stores and reducing inflammation during high thresholds training loads.

Keywords: Swimming; metabolomics; periodization.

MeSH terms

  • Adolescent
  • Athletes*
  • Butyric Acid / urine
  • Carnitine / analogs & derivatives
  • Carnitine / urine
  • Cresols / urine
  • Cross-Over Studies
  • Fatigue / urine*
  • Female
  • Glycogen / metabolism
  • Humans
  • Inflammation / metabolism
  • Lactic Acid / blood
  • Male
  • Mass Spectrometry / methods*
  • Metabolomics
  • Osmolar Concentration
  • Pregnanediol / analogs & derivatives
  • Pregnanediol / urine
  • Random Allocation
  • Stress, Physiological*
  • Sulfuric Acid Esters / urine
  • Swimming*

Substances

  • Cresols
  • Sulfuric Acid Esters
  • Butyric Acid
  • decanoylcarnitine
  • pregnanediol-3 alpha-glucuronide
  • Lactic Acid
  • 4-cresol sulfate
  • Glycogen
  • Pregnanediol
  • Carnitine