Go to The Journal of Clinical Investigation
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
  • Physician-Scientist Development
  • Current issue
  • Past issues
  • By specialty
    • COVID-19
    • Cardiology
    • Immunology
    • Metabolism
    • Nephrology
    • Oncology
    • Pulmonology
    • All ...
  • Videos
  • Collections
    • In-Press Preview
    • Resource and Technical Advances
    • Clinical Research and Public Health
    • Research Letters
    • Editorials
    • Perspectives
    • Physician-Scientist Development
    • Reviews
    • Top read articles

  • Current issue
  • Past issues
  • Specialties
  • In-Press Preview
  • Resource and Technical Advances
  • Clinical Research and Public Health
  • Research Letters
  • Editorials
  • Perspectives
  • Physician-Scientist Development
  • Reviews
  • Top read articles
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
Untargeted metabolomics identifies trimethyllysine, a TMAO-producing nutrient precursor, as a predictor of incident cardiovascular disease risk
Xinmin S. Li, … , W.H. Wilson Tang, Stanley L. Hazen
Xinmin S. Li, … , W.H. Wilson Tang, Stanley L. Hazen
Published March 22, 2018
Citation Information: JCI Insight. 2018;3(6):e99096. https://doi.org/10.1172/jci.insight.99096.
View: Text | PDF
Research Article Cardiology Vascular biology

Untargeted metabolomics identifies trimethyllysine, a TMAO-producing nutrient precursor, as a predictor of incident cardiovascular disease risk

  • Text
  • PDF
Abstract

Using an untargeted metabolomics approach in initial (N = 99 subjects) and replication cohorts (N = 1,162), we discovered and structurally identified a plasma metabolite associated with cardiovascular disease (CVD) risks, N6,N6,N6-trimethyl-L-lysine (trimethyllysine, TML). Stable-isotope-dilution tandem mass spectrometry analyses of an independent validation cohort (N = 2,140) confirmed TML levels are independently associated with incident (3-year) major adverse cardiovascular event risks (hazards ratio [HR], 2.4; 95% CI, 1.7–3.4) and incident (5-year) mortality risk (HR, 2.9; 95% CI, 2.0–4.2). Genome-wide association studies identified several suggestive loci for TML levels, but none reached genome-wide significance; and d9(trimethyl)-TML isotope tracer studies confirmed TML can serve as a nutrient precursor for gut microbiota–dependent generation of trimethylamine (TMA) and the atherogenic metabolite trimethylamine N-oxide (TMAO). Although TML was shown to be abundant in both plant- and animal-derived foods, mouse and human fecal cultures (omnivores and vegans) showed slow conversion of TML to TMA. Furthermore, unlike chronic dietary choline, TML supplementation in mice failed to elevate plasma TMAO or heighten thrombosis potential in vivo. Thus, TML is identified as a strong predictor of incident CVD risks in subjects and to serve as a dietary precursor for gut microbiota–dependent generation of TMAO; however, TML does not appear to be a major microbial source for TMAO generation in vivo.

Authors

Xinmin S. Li, Zeneng Wang, Tomas Cajka, Jennifer A. Buffa, Ina Nemet, Alex G. Hurd, Xiaodong Gu, Sarah M. Skye, Adam B. Roberts, Yuping Wu, Lin Li, Christopher J. Shahen, Matthew A. Wagner, Jaana A. Hartiala, Robert L. Kerby, Kymberleigh A. Romano, Yi Han, Slayman Obeid, Thomas F. Lüscher, Hooman Allayee, Federico E. Rey, Joseph A. DiDonato, Oliver Fiehn, W.H. Wilson Tang, Stanley L. Hazen

×

Figure 5

d9-TML and d9-choline oral isotope tracer studies.

Options: View larger image (or click on image) Download as PowerPoint
d9-TML and d9-choline oral isotope tracer studies.
Synthetic d9-TML or d...
Synthetic d9-TML or d9-choline was administered by gastric gavage to the indicated numbers of C57BL/6J mice and serial plasma levels of the indicated isotope-labeled compounds were quantified by LC-MS/MS, as described under Methods. (A–C) Plasma levels of d9-trimethylamine (d9-TMA), d9-trimethylamine N-oxide (d9-TMAO), and d9-trimethyllysine (d9-TML) are shown at the indicated times following oral challenge with time of d9-TML gavage designated as T = 0. (D–F) Plasma d9-TMA, d9-TMAO, or d9-choline at the indicated times following oral d9-choline challenge. (G) Plasma concentrations of d9-TMAO were also quantified by LC-MS/MS in C57BL/6J female mice at the indicated times following challenge with d9-TML via gastric gavage, either before or following 3-week administration of a cocktail of broad-spectrum poorly absorbed antibiotics, as described under Methods. All data are presented as mean ± standard error.

Copyright © 2025 American Society for Clinical Investigation
ISSN 2379-3708

Sign up for email alerts