Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Review Article
  • Published:

Significant correlation between the gut microbiota-derived metabolite trimethylamine-N-oxide and the risk of stroke: evidence based on 23 observational studies

Abstract

The gut microbiota-derived metabolite trimethylamine-N-oxide (TMAO) is regarded as a major risk factor for cardiovascular events and diabetes. However, the association of TMAO with stroke has yet to be fully elucidated. The present meta-analysis was conducted to explore the association between TMAO and stroke. The present meta-analysis quantitatively summarized the results of studies that investigated the association between TMAO and stroke. The PubMed, Embase, Cochrane Library and Web of Science databases were systematically searched from January 1, 2001 to June 1, 2021. All studies that evaluated the association between TMAO and stroke were included in the present systematic review. The present meta-analysis included 30,808 participants and revealed that being in the higher TMAO category increased the odds of stroke by 68% (OR 1.83; 95% CI 1.02–3.29; P = 0.04), and that the mean TMAO concentration in stroke patients was 2.20 μmol/L higher than that of non-stroke controls (MD 2.20; 95% CI 1.23–3.16; P < 0.00001). In addition, TMAO plasma levels was associated with the risk of all-cause mortality, with a pooled HR of 1.89 (95% CI 1.15–3.08; P = 0.01). Both univariate analysis (UVA) and multivariate analysis (MVA) indicated that high TMAO levels significantly increased the risk of major adverse cardiovascular events (MACEs), with pooled RRs of 2.26 (95% CI 2.01–2.54; P < 0.00001) with UVA and 1.55 (95% CI 1.17–2.05; P = 0.002) with MVA respectively. In the current meta-analysis we revealed the positive association between circulating TMAO and stroke. Higher TMAO levels increased the risk of stroke and stroke patients experienced higher mean TMAO concentration. In addition, high TMAO plasma level was one of independent risk factors of MACEs and was associated with all-cause mortality.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Flow diagram following the PRISMA template of the search strategy for the correlation between Gut Microbiotaderived Metabolite TMAO and the risk of stroke.
Fig. 2: Risk of bias graph: review authors’ judgements about each risk of bias item presented as percentages across all included studies.
Fig. 3: Risk of bias summary: review authors’ judgements about each risk of bias item for each included study.
Fig. 4: Pooled odds ratio of high circulating TMAO concentrations for the risk of stroke.
Fig. 5: Mean difference of the circulating TMAO concentrations in stroke versus non-stroke patients.
Fig. 6: Impact of TMAO plasma levels on all-cause mortality.
Fig. 7: Pooled relative risks of high TMAO levels with univariate analysis (UVA) for the risk of major adverse cardiovascular events (MACEs).
Fig. 8: Pooled relative risks of high TMAO levels with multivariate analysis (MVA) for the risk of major adverse cardiovascular events (MACEs).

Similar content being viewed by others

References

  1. Gruppen EG, Garcia E, Connelly MA, Jeyarajah EJ, Otvos JD, Bakker SJL, et al. TMAO is Associated with Mortality: Impact of Modestly Impaired Renal Function. Sci Rep. 2017;7:13781.

    Article  PubMed  PubMed Central  Google Scholar 

  2. Mafune A, Iwamoto T, Tsutsumi Y, Nakashima A, Yamamoto I, Yokoyama K, et al. Associations among serum trimethylamine-N-oxide (TMAO) levels, kidney function and infarcted coronary artery number in patients undergoing cardiovascular surgery: a cross-sectional study. Clin Exp Nephrol. 2016;20:731–9.

    Article  CAS  PubMed  Google Scholar 

  3. Mente A, Chalcraft K, Ak H, Davis AD, Lonn E, Miller R, et al. The Relationship Between Trimethylamine-N-Oxide and Prevalent Cardiovascular Disease in a Multiethnic Population Living in Canada. Can J Cardiol. 2015;31:1189–94.

    Article  PubMed  Google Scholar 

  4. Hazen SL, Brown JM. Eggs as a dietary source for gut microbial production of trimethylamine-N-oxide. Am J Clin Nutr. 2014;100:741–3.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Koeth RA, Wang Z, Levison BS, Buffa JA, Org E, Sheehy BT, et al. Intestinal microbiota metabolism of L-carnitine, a nutrient in red meat, promotes atherosclerosis. Nat Med. 2013;19:576–85.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Wu C, Li C, Zhao W, Xie N, Yan F, Lian Y, et al. Elevated trimethylamine N-oxide related to ischemic brain lesions after carotid artery stenting. Neurology. 2018;90:e1283–e1290.

    Article  CAS  PubMed  Google Scholar 

  7. Yin J, Liao SX, He Y, Wang S, Xia GH, Liu FT, et al. Dysbiosis of Gut Microbiota With Reduced Trimethylamine-N-Oxide Level in Patients With Large-Artery Atherosclerotic Stroke or Transient Ischemic Attack. J Am Heart Assoc. 2015;4:e002699.

    Article  PubMed  PubMed Central  Google Scholar 

  8. Zheng L, Zheng J, Xie Y, Li Z, Gu X, Sun G, et al. Serum gut microbe-dependent trimethylamine N-oxide improves the prediction of future cardiovascular disease in a community-based general population. Atherosclerosis. 2019;280:126–31.

    Article  CAS  PubMed  Google Scholar 

  9. Nie J, Xie L, Zhao BX, Li Y, Qiu B, Zhu F, et al. Serum Trimethylamine N-Oxide Concentration Is Positively Associated With First Stroke in Hypertensive Patients. Stroke. 2018;49:2021–8.

    Article  CAS  PubMed  Google Scholar 

  10. Rexidamu M, Li H, Jin H, Huang J. Serum levels of Trimethylamine-N-oxide in patients with ischemic stroke. Biosci Rep. 2019;39:BSR20190515. https://doi.org/10.1042/BSR20190515.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Stubbs JR, Stedman MR, Liu S, Long J, Franchetti Y, West RE, et al. Trimethylamine N-Oxide and Cardiovascular Outcomes in Patients with ESKD Receiving Maintenance Hemodialysis. Clin J Am Soc Nephrol. 2019;14:261–7.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. Guasch-Ferré M, Hu FB, Ruiz-Canela M, Bulló M, Toledo E, Wang DD, et al. Plasma Metabolites From Choline Pathway and Risk of Cardiovascular Disease in the PREDIMED (Prevention With Mediterranean Diet) Study. J Am Heart Assoc. 2017;6:e006524.

    Article  PubMed  Google Scholar 

  13. Stang A. Critical evaluation of the Newcastle-Ottawa scale for the assessment of the quality of nonrandomized studies in meta-analyses. Eur J Epidemiol. 2010;25:603–5.

    Article  PubMed  Google Scholar 

  14. Higgins JPT, Green S (editors). Cochrane Handbook for Systematic Reviews of Interventions Version 5.1.0 [updated March 2011]. The Cochrane Collaboration, 2011. Available from www.cochrane-handbook.org.

  15. Lau J, Ioannidis JP, Schmid CH. Quantitative synthesis in systematic reviews. Ann Intern Med. 1997;127:820–6.

    Article  CAS  PubMed  Google Scholar 

  16. DerSimonian R, Laird N. Meta-analysis in clinical trials revisited. Contemp Clin Trials. 2015;45:139–45. Pt A

    Article  PubMed  Google Scholar 

  17. Mantel N, Haenszel W. Statistical aspects of the analysis of data from retrospective studies of disease. J Natl Cancer Inst. 1959;22:719–48.

    CAS  PubMed  Google Scholar 

  18. Haghikia A, Li XS, Liman TG, Bledau N, Schmidt D, Zimmermann F, et al. Gut Microbiota-Dependent Trimethylamine N-Oxide Predicts Risk of Cardiovascular Events in Patients With Stroke and Is Related to Proinflammatory Monocytes. Arterioscler Thromb Vasc Biol. 2018;38:2225–35.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. Lever M, George PM, Slow S, Bellamy D, Young JM, Ho M, et al. Betaine and Trimethylamine-N-Oxide as Predictors of Cardiovascular Outcomes Show Different Patterns in Diabetes Mellitus: An Observational Study. PLoS One. 2014;9:e114969.

    Article  PubMed  PubMed Central  Google Scholar 

  20. Li XS, Obeid S, Klingenberg R, Gencer B, Mach F, Räber L, et al. Gut microbiota-dependent trimethylamine N-oxide in acute coronary syndromes: a prognostic marker for incident cardiovascular events beyond traditional risk factors. Eur Heart J. 2017;38:814–24.

    CAS  PubMed  PubMed Central  Google Scholar 

  21. Liang Z, Dong Z, Guo M, Shen Z, Yin D, Hu S, et al. Trimethylamine N-oxide as a risk marker for ischemic stroke in patients with atrial fibrillation. J Biochem Mol Toxicol. 2019;33:e22246.

    Article  PubMed  Google Scholar 

  22. Mueller DM, Allenspach M, Othman A, Saely CH, Muendlein A, Vonbank A, et al. Plasma levels of trimethylamine-N-oxide are confounded by impaired kidney function and poor metabolic control. Atherosclerosis. 2015;243:638–44.

    Article  CAS  PubMed  Google Scholar 

  23. Senthong V, Wang Z, Li XS, Fan Y, Wu Y, Tang WH, et al. Intestinal Microbiota-Generated Metabolite Trimethylamine-N-Oxide and 5-Year Mortality Risk in Stable Coronary Artery Disease: The Contributory Role of Intestinal Microbiota in a COURAGE-Like Patient Cohort. J Am Heart Assoc. 2016;5:e002816.

    Article  PubMed  PubMed Central  Google Scholar 

  24. Stubbs JR, House JA, Ocque AJ, Zhang S, Johnson C, Kimber C, et al. Serum Trimethylamine-N-Oxide is Elevated in CKD and Correlates with Coronary Atherosclerosis Burden. J Am Soc Nephrol. 2016;27:305–13.

    Article  CAS  PubMed  Google Scholar 

  25. Suzuki T, Heaney LM, Jones DJ, Ng LL. Trimethylamine N-oxide and Risk Stratification after Acute Myocardial Infarction. Clin Chem. 2017;63:420–8.

    Article  CAS  PubMed  Google Scholar 

  26. Tang WH, Wang Z, Fan Y, Levison B, Hazen JE, Donahue LM, et al. Prognostic value of elevated levels of intestinal microbe-generated metabolite trimethylamine-N-oxide in patients with heart failure: refining the gut hypothesis. J Am Coll Cardiol. 2014;64:1908–14.

    Article  CAS  PubMed  Google Scholar 

  27. Tang WH, Wang Z, Levison BS, Koeth RA, Britt EB, Fu X, et al. Intestinal microbial metabolism of phosphatidylcholine and cardiovascular risk. N. Engl J Med. 2013;368:1575–84.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  28. Tang WH, Wang Z, Li XS, Fan Y, Li DS, Wu Y, et al. Increased Trimethylamine N-Oxide Portends High Mortality Risk Independent of Glycemic Control in Patients with Type 2 Diabetes Mellitus. Clin Chem. 2017;63:297–306.

    Article  CAS  PubMed  Google Scholar 

  29. Wang Z, Tang WH, Buffa JA, Fu X, Britt EB, Koeth RA, et al. Prognostic value of choline and betaine depends on intestinal microbiota-generated metabolite trimethylamine-N-oxide. Eur Heart J. 2014;35:904–10.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  30. Winther SA, Øllgaard JC, Tofte N. Utility of Plasma Concentration of Trimethylamine N-Oxide in Predicting Cardiovascular and Renal Complications in Individuals With Type 1. Diabetes 2019;42:1512–20.

    CAS  Google Scholar 

  31. Zhu W, Gregory JC, Org E, Buffa JA, Gupta N, Wang Z, et al. Gut Microbial Metabolite TMAO Enhances Platelet Hyperreactivity and Thrombosis Risk. Cell. 2016;165:111–24.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  32. Heianza Y, Ma W, Manson JE, Rexrode KM, Qi L Gut Microbiota Metabolites and Risk of Major Adverse Cardiovascular Disease Events and Death: A Systematic Review and Meta-Analysis of Prospective Studies. J Am Heart Assoc, 2017;6:e004947.

  33. Schiattarella GG, Sannino A, Toscano E, Giugliano G, Gargiulo G, Franzone A, et al. Gut microbe-generated metabolite trimethylamine-N-oxide as cardiovascular risk biomarker: a systematic review and dose-response meta-analysis. Eur Heart J. 2017;38:2948–56.

    Article  CAS  PubMed  Google Scholar 

  34. Gao X, Tian Y, Randell E, Zhou H, Sun G. Unfavorable Associations Between Serum Trimethylamine N-Oxide and L-Carnitine Levels With Components of Metabolic Syndrome in the Newfoundland Population. Front Endocrinol. 2019;10:168.

    Article  Google Scholar 

  35. Barrea L, Annunziata G, Muscogiuri G, et al. Trimethylamine-N-oxide (TMAO) as Novel Potential Biomarker of Early Predictors of Metabolic Syndrome. Nutrients. 2018;10:1971. https://doi.org/10.3390/nu10121971.

    Article  CAS  PubMed  Google Scholar 

  36. Dambrova M, Latkovskis G, Kuka J, Strele I, Konrade I, Grinberga S, et al. Diabetes is Associated with Higher Trimethylamine N-oxide Plasma Levels. Exp Clin Endocrinol Diabetes. 2016;124:251–6.

    Article  CAS  PubMed  Google Scholar 

  37. Mai V, McCrary QM, Sinha R, Glei M. Associations between dietary habits and body mass index with gut microbiota composition and fecal water genotoxicity: an observational study in African American and Caucasian American volunteers. Nutr J. 2009;8:49.

    Article  PubMed  Google Scholar 

  38. Daniel H, Gholami AM, Berry D. High-fat diet alters gut microbiota physiology in mice. ISME J. 2014;8:295–308.

    Article  CAS  PubMed  Google Scholar 

  39. Barrea L, Annunziata G, Muscogiuri G, Laudisio D, Di Somma C, Maisto M, et al. Trimethylamine N-oxide, Mediterranean diet, and nutrition in healthy, normal-weight adults: also a matter of sex? Nutrition. 2019;62:7–17.

    Article  CAS  PubMed  Google Scholar 

  40. Zhu Y, Jameson E, Crosatti M, Schäfer H, Rajakumar K, Bugg TD, et al. Carnitine metabolism to trimethylamine by an unusual Rieske-type oxygenase from human microbiota. Proc Natl Acad Sci USA. 2014;111:4268–73.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  41. Tuso P, Stoll SR, Li WW. A plant-based diet, atherogenesis, and coronary artery disease prevention. Perm J. 2015;19:62–7.

    Article  PubMed  PubMed Central  Google Scholar 

  42. Zhao Y, Yang N, Gao J, Li H, Cai W, Zhang X, et al. The Effect of Different l-Carnitine Administration Routes on the Development of Atherosclerosis in ApoE Knockout Mice. Mol Nutr Food Res. 2018;62. https://doi.org/10.1002/mnfr.201700299.

  43. Shah B, Newman JD, Woolf K, Ganguzza L, Guo Y, Allen N, et al. Anti-Inflammatory Effects of a Vegan Diet Versus the American Heart Association-Recommended Diet in Coronary Artery Disease Trial. J Am Heart Assoc. 2018;7:e011367.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  44. Tripolt NJ, Leber B, Triebl A, Köfeler H, Stadlbauer V, Sourij H, et al. Effect of Lactobacillus casei Shirota supplementation on trimethylamine-N-oxide levels in patients with metabolic syndrome: An open-label, randomized study. Atherosclerosis. 2015;242:141–4.

    Article  CAS  PubMed  Google Scholar 

  45. Tang WH, Hazen SL. Probiotic therapy to attenuate weight gain and trimethylamine-N-Oxide generation: A cautionary tale. Obes (Silver Spring). 2015;23:2321–2.

    Article  Google Scholar 

  46. Hozo SP, Djulbegovic B, Hozo I. Estimating the mean and variance from the median, range, and the size of a sample. BMC Med Res Methodol. 2005;5:13.

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the original and revised manuscript, and due care has been taken to ensure the integrity of the work. HMZ contributed to the manuscript writing and data collection. GFY contributed to manuscript revision and statistical analysis of the data. Both HMZ and GFY contributed to the design of search strategy and criteria for considering studies. In addition, both HMZ and GFY full participated study selection, quality assessment and data extraction.

Corresponding author

Correspondence to Hongmei Zhang.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhang, H., Yao, G. Significant correlation between the gut microbiota-derived metabolite trimethylamine-N-oxide and the risk of stroke: evidence based on 23 observational studies. Eur J Clin Nutr 77, 731–740 (2023). https://doi.org/10.1038/s41430-022-01104-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/s41430-022-01104-7

This article is cited by

Search

Quick links