Exercise & Training

Blood metabolic profiling associated with a short-term intensive training period in elite male water polo athletes: an exploratory metabolomics study.

TL;DR

Non-targeted LC-MS/MS metabolomics identified 33 differentially expressed serum metabolites in elite water polo athletes after one week of intensive training, with lysine degradation and vitamin B6 metabolism as key altered pathways and three potential biomarkers: decreased N6,N6,N6-trimethyl-L-lysine and 2-aminoadipic acid, and increased 4-pyridoxic acid.

Key Findings

A total of 363 metabolites were identified in serum samples, of which 33 were differentially expressed between pre- and post-training time points.

  • Sixteen elite male water polo athletes from the Chinese national team were recruited.
  • Blood samples were collected at 7:00 AM at two time points: before (E1) and immediately after (E2) one week of official training.
  • Athletes underwent a one-week complete break prior to E1 to establish a resting metabolic baseline.
  • Non-targeted LC-MS/MS was used for metabolic profiling, with data analyzed via XCMS, MetaboAnalyst 6.0, SPSS 21.0, and GraphPad Prism.

After one week of routine training, 11 metabolites were significantly up-regulated and 22 were significantly down-regulated.

  • All differential metabolites met a significance threshold of p < 0.01.
  • Up-regulated metabolites numbered 11 and down-regulated metabolites numbered 22 out of the 33 total differentially expressed metabolites.
  • The study design was a within-subject pre-post comparison with n = 16 athletes.

KEGG pathway analysis identified the top eight metabolic pathways altered by training, with lysine degradation and vitamin B6 metabolism highlighted as key pathways.

  • MetPA (Metabolite Pathway Analysis) was used to further highlight the key pathways.
  • Lysine degradation was significantly altered at p < 0.01.
  • Vitamin B6 metabolism was significantly altered at p < 0.05.
  • Overall findings pointed to adjustments in amino acid and lipid metabolism.

Three metabolites were identified as potential markers of training-week changes in water polo athletes.

  • N6,N6,N6-trimethyl-L-lysine was significantly decreased post-training (p < 0.01).
  • 2-aminoadipic acid was significantly decreased post-training (p < 0.01).
  • 4-pyridoxic acid was significantly increased post-training (p < 0.01).
  • These three metabolites were selected on the basis of significant alterations post-training.

Non-targeted LC-MS/MS metabolomics was identified as a valuable tool for monitoring metabolic adaptations at the molecular level in aquatic athletes.

  • The study was described as an exploratory pilot study.
  • Findings offer preliminary insights for guiding fitness and performance optimization in elite athletes.
  • The metabolic changes observed were associated with adjustments in amino acid and lipid metabolism following intensive training.

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Citation

Sun Z, Wang L. (2026). Blood metabolic profiling associated with a short-term intensive training period in elite male water polo athletes: an exploratory metabolomics study.. Journal of the International Society of Sports Nutrition. https://doi.org/10.1080/15502783.2026.2646628