Metabolomic profile of prostate cancer-specific survival among 1812 Finnish men

BMC Med. 2022 Oct 25;20(1):362. doi: 10.1186/s12916-022-02561-4.

Abstract

Background: Abnormal metabolism and perturbations in metabolic pathways play significant roles in the development and progression of prostate cancer; however, comprehensive metabolomic analyses of human data are lacking and needed to elucidate the interrelationships.

Methods: We examined the serum metabolome in relation to prostate cancer survival in a cohort of 1812 cases in the Alpha-Tocopherol, Beta-Carotene Cancer Prevention (ATBC) Study. Using an ultrahigh-performance LC-MS/MS platform, we identified 961 known metabolites in prospectively collected serum. Median survival time from diagnosis to prostate cancer-specific death (N=472) was 6.6 years (interquartile range=2.9-11.1 years). Cox proportional hazards regression models estimated hazard ratios and 95% confidence intervals of the associations between the serum metabolites (in quartiles) and prostate cancer death, adjusted for age at baseline and diagnosis, disease stage, and Gleason sum. In order to calculate risk scores, we first randomly divided the metabolomic data into a discovery set (70%) and validated in a replication set (30%).

Results: Overall, 49 metabolites were associated with prostate cancer survival after Bonferroni correction. Notably, higher levels of the phospholipid choline, amino acid glutamate, long-chain polyunsaturated fatty acid (n6) arachidonate (20:4n6), and glutamyl amino acids gamma-glutamylglutamate, gamma-glutamylglycine, and gamma-glutamylleucine were associated with increased risk of prostate cancer-specific mortality (fourth versus first quartile HRs=2.07-2.14; P-values <5.2×10-5). By contrast, the ascorbate/aldarate metabolite oxalate, xenobiotics S-carboxymethyl-L-cysteine, fibrinogen cleavage peptides ADpSGEGDFXAEGGGVR and fibrinopeptide B (1-12) were related to reduced disease-specific mortality (fourth versus first quartile HRs=0.82-0.84; P-value <5.2×10-5). Further adjustment for years from blood collection to cancer diagnosis, body mass index, smoking intensity and duration, and serum total and high-density lipoprotein cholesterol did not alter the results. Participants with a higher metabolic score based on the discovery set had an elevated risk of prostate cancer-specific mortality in the replication set (fourth versus first quartile, HR=3.9, P-value for trend<0.0001).

Conclusions: The metabolic traits identified in this study, including for choline, glutamate, arachidonate, gamma-glutamyl amino acids, fibrinopeptides, and endocannabinoid and redox pathways and their composite risk score, corroborate our previous analysis of fatal prostate cancer and provide novel insights and potential leads regarding the molecular basis of prostate cancer progression and mortality.

Keywords: Choline; Endocannabinoid; Fibrinopeptides; Gamma-glutamyl amino acids; Glutamate; Metabolomic profile; Prostate cancer survival; Redox metabolites.

Publication types

  • Research Support, U.S. Gov't, Non-P.H.S.
  • Research Support, N.I.H., Extramural

MeSH terms

  • Amino Acids
  • Cholesterol
  • Choline
  • Chromatography, Liquid
  • Cysteine
  • Endocannabinoids
  • Fatty Acids
  • Fatty Acids, Unsaturated
  • Fibrinopeptide B
  • Finland / epidemiology
  • Glutamates
  • Humans
  • Lipoproteins, HDL
  • Male
  • Oxalates
  • Phospholipids
  • Prostatic Neoplasms*
  • Tandem Mass Spectrometry
  • alpha-Tocopherol
  • beta Carotene*

Substances

  • beta Carotene
  • alpha-Tocopherol
  • Endocannabinoids
  • Cysteine
  • Fibrinopeptide B
  • Fatty Acids
  • Amino Acids
  • Choline
  • Glutamates
  • Phospholipids
  • Oxalates
  • Fatty Acids, Unsaturated
  • Lipoproteins, HDL
  • Cholesterol