Skip to main content
Top
Published in: Diabetologia 9/2017

Open Access 01-09-2017 | Article

The kynurenine:tryptophan ratio as a predictor of incident type 2 diabetes mellitus in individuals with coronary artery disease

Authors: Eirik W. Rebnord, Elin Strand, Øivind Midttun, Gard F.T. Svingen, Monika H.E. Christensen, Per M. Ueland, Gunnar Mellgren, Pål R. Njølstad, Grethe S. Tell, Ottar K. Nygård, Eva R. Pedersen

Published in: Diabetologia | Issue 9/2017

Login to get access

Abstract

Aims/hypothesis

The tryptophan metabolite kynurenine has potent immune modulatory and vasoactive properties. Experimental data implicate kynurenine in obesity-related morbidities. Epidemiological studies are, however, sparse. We evaluated associations of the plasma and urine kynurenine:tryptophan ratio (KTR) to incident type 2 diabetes.

Methods

We followed 2519 individuals with coronary artery disease (CAD; 73.1% men) without diabetes at baseline for a median of 7.6 years, during which 173 (6.9%) new incidences of type 2 diabetes were identified. Multivariate Cox regression analyses were applied to investigate the prospective relationships of plasma and urine KTR with new onset type 2 diabetes.

Results

At inclusion, mean (SD) age was 61.3 (10.4) years, BMI was 25.9 (3.71) kg/m2 and median (interquartile range) HbA1c was 5.6% (5.0%–6.0%) (38 [31–42] mmol/mol). Plasma KTR was not significantly related to type 2 diabetes risk. By contrast, urine KTR showed a strong positive association. Comparing quartile 4 with quartile 1, the HRs (95% CIs) were 2.59 (1.56, 4.30) and 2.35 (1.39, 3.96) in the age- and sex-adjusted and multivariate models, respectively.

Conclusions/interpretation

Urine KTR is a strong predictor of incident type 2 diabetes in individuals with CAD. Potential clinical implications and possible pathogenic roles of renal kynurenine excretion in type 2 diabetes development should be further elucidated.
Appendix
Available only for authorised users
Literature
1.
go back to reference Kahn SE, Cooper ME, Del Prato S (2014) Pathophysiology and treatment of type 2 diabetes: perspectives on the past, present, and future. Lancet 383:1068–1083CrossRefPubMed Kahn SE, Cooper ME, Del Prato S (2014) Pathophysiology and treatment of type 2 diabetes: perspectives on the past, present, and future. Lancet 383:1068–1083CrossRefPubMed
2.
go back to reference Donath MY, Shoelson SE (2011) Type 2 diabetes as an inflammatory disease. Nat Rev Immunol 11:98–107CrossRefPubMed Donath MY, Shoelson SE (2011) Type 2 diabetes as an inflammatory disease. Nat Rev Immunol 11:98–107CrossRefPubMed
3.
go back to reference Oxenkrug GF (2010) Metabolic syndrome, age-associated neuroendocrine disorders, and dysregulation of tryptophan-kynurenine metabolism. Ann N Y Acad Sci 1199:1–14CrossRefPubMed Oxenkrug GF (2010) Metabolic syndrome, age-associated neuroendocrine disorders, and dysregulation of tryptophan-kynurenine metabolism. Ann N Y Acad Sci 1199:1–14CrossRefPubMed
4.
go back to reference Schrocksnadel K, Wirleitner B, Winkler C, Fuchs D (2006) Monitoring tryptophan metabolism in chronic immune activation. Clin Chim Acta 364:82–90CrossRefPubMed Schrocksnadel K, Wirleitner B, Winkler C, Fuchs D (2006) Monitoring tryptophan metabolism in chronic immune activation. Clin Chim Acta 364:82–90CrossRefPubMed
5.
go back to reference Oxenkrug GF (2011) Interferon-gamma-inducible kynurenines/pteridines inflammation cascade: implications for aging and aging-associated psychiatric and medical disorders. J Neural Transm 118:75–85CrossRefPubMed Oxenkrug GF (2011) Interferon-gamma-inducible kynurenines/pteridines inflammation cascade: implications for aging and aging-associated psychiatric and medical disorders. J Neural Transm 118:75–85CrossRefPubMed
6.
go back to reference Oxenkrug G (2011) Interferon-gamma–inducible inflammation: contribution to aging and aging-associated psychiatric disorders. Aging Dis 2:474–486PubMedPubMedCentral Oxenkrug G (2011) Interferon-gamma–inducible inflammation: contribution to aging and aging-associated psychiatric disorders. Aging Dis 2:474–486PubMedPubMedCentral
7.
go back to reference Oxenkrug G (2013) Insulin resistance and dysregulation of tryptophan-kynurenine and kynurenine-nicotinamide adenine dinucleotide metabolic pathways. Mol Neurobiol 48:294–301CrossRefPubMedPubMedCentral Oxenkrug G (2013) Insulin resistance and dysregulation of tryptophan-kynurenine and kynurenine-nicotinamide adenine dinucleotide metabolic pathways. Mol Neurobiol 48:294–301CrossRefPubMedPubMedCentral
8.
go back to reference Mellor AL, Munn DH (2004) IDO expression by dendritic cells: tolerance and tryptophan catabolism. Nat Rev Immunol 4:762–774CrossRefPubMed Mellor AL, Munn DH (2004) IDO expression by dendritic cells: tolerance and tryptophan catabolism. Nat Rev Immunol 4:762–774CrossRefPubMed
9.
go back to reference Lapin IP (1976) Depressor effect of kynurenine and its metabolites in rats. Life Sci 19:1479–1483CrossRefPubMed Lapin IP (1976) Depressor effect of kynurenine and its metabolites in rats. Life Sci 19:1479–1483CrossRefPubMed
10.
11.
go back to reference Favennec M, Hennart B, Caiazzo R et al (2015) The kynurenine pathway is activated in human obesity and shifted toward kynurenine monooxygenase activation. Obesity 23:2066–2074CrossRefPubMed Favennec M, Hennart B, Caiazzo R et al (2015) The kynurenine pathway is activated in human obesity and shifted toward kynurenine monooxygenase activation. Obesity 23:2066–2074CrossRefPubMed
12.
go back to reference Liu JJ, Raynal S, Bailbe D et al (2015) Expression of the kynurenine pathway enzymes in the pancreatic islet cells. Activation by cytokines and glucolipotoxicity. Biochim Biophys Acta 1852:980–991CrossRefPubMed Liu JJ, Raynal S, Bailbe D et al (2015) Expression of the kynurenine pathway enzymes in the pancreatic islet cells. Activation by cytokines and glucolipotoxicity. Biochim Biophys Acta 1852:980–991CrossRefPubMed
13.
go back to reference Oxenkrug G, Cornicelli J, van der Hart M, Roeser J, Summergrad P (2016) Kynurenic acid, an aryl hydrocarbon receptor ligand, is elevated in serum of Zucker fatty rats. Integr Mol Med 3:761–763PubMedPubMedCentral Oxenkrug G, Cornicelli J, van der Hart M, Roeser J, Summergrad P (2016) Kynurenic acid, an aryl hydrocarbon receptor ligand, is elevated in serum of Zucker fatty rats. Integr Mol Med 3:761–763PubMedPubMedCentral
15.
go back to reference Oxenkrug G, Tucker KL, Requintina P, Summergrad P (2011) Neopterin, a marker of interferon-gamma-inducible inflammation, correlates with pyridoxal-5′-phosphate, waist circumference, HDL-cholesterol, insulin resistance and mortality risk in adult Boston community dwellers of Puerto Rican origin. Am J Neuroprot Neuroregen 3:48–52CrossRefPubMedPubMedCentral Oxenkrug G, Tucker KL, Requintina P, Summergrad P (2011) Neopterin, a marker of interferon-gamma-inducible inflammation, correlates with pyridoxal-5′-phosphate, waist circumference, HDL-cholesterol, insulin resistance and mortality risk in adult Boston community dwellers of Puerto Rican origin. Am J Neuroprot Neuroregen 3:48–52CrossRefPubMedPubMedCentral
16.
go back to reference Oxenkrug GF, Turski WA, Zgrajka W, Weinstock JV, Summergrad P (2013) Tryptophan-kynurenine metabolism and insulin resistance in hepatitis C patients. Hepat Res Treat 2013:149247PubMedPubMedCentral Oxenkrug GF, Turski WA, Zgrajka W, Weinstock JV, Summergrad P (2013) Tryptophan-kynurenine metabolism and insulin resistance in hepatitis C patients. Hepat Res Treat 2013:149247PubMedPubMedCentral
17.
go back to reference Pedersen ER, Tuseth N, Eussen SJPM et al (2015) Associations of plasma kynurenines with risk of acute myocardial infarction in patients with stable angina pectoris. Arterioscler Thromb Vasc Biol 35:455–462CrossRefPubMed Pedersen ER, Tuseth N, Eussen SJPM et al (2015) Associations of plasma kynurenines with risk of acute myocardial infarction in patients with stable angina pectoris. Arterioscler Thromb Vasc Biol 35:455–462CrossRefPubMed
18.
go back to reference Cheng S, Rhee EP, Larson MG et al (2012) Metabolite profiling identifies pathways associated with metabolic risk in humans. Circulation 125:2222–2231CrossRefPubMedPubMedCentral Cheng S, Rhee EP, Larson MG et al (2012) Metabolite profiling identifies pathways associated with metabolic risk in humans. Circulation 125:2222–2231CrossRefPubMedPubMedCentral
19.
go back to reference Pedersen ER, Svingen GFT, Schartum-Hansen H et al (2013) Urinary excretion of kynurenine and tryptophan, cardiovascular events, and mortality after elective coronary angiography. Eur Heart J 34:2689–2696CrossRefPubMed Pedersen ER, Svingen GFT, Schartum-Hansen H et al (2013) Urinary excretion of kynurenine and tryptophan, cardiovascular events, and mortality after elective coronary angiography. Eur Heart J 34:2689–2696CrossRefPubMed
20.
go back to reference Ebbing M, Bleie O, Ueland PM et al (2008) Mortality and cardiovascular events in patients treated with homocysteine-lowering B vitamins after coronary angiography: a randomized controlled trial. JAMA 300:795–804CrossRefPubMed Ebbing M, Bleie O, Ueland PM et al (2008) Mortality and cardiovascular events in patients treated with homocysteine-lowering B vitamins after coronary angiography: a randomized controlled trial. JAMA 300:795–804CrossRefPubMed
21.
go back to reference Midttun O, Hustad S, Ueland PM (2009) Quantitative profiling of biomarkers related to B-vitamin status, tryptophan metabolism and inflammation in human plasma by liquid chromatography/tandem mass spectrometry. Rapid Commun Mass Spectrom 23:1371–1379CrossRefPubMed Midttun O, Hustad S, Ueland PM (2009) Quantitative profiling of biomarkers related to B-vitamin status, tryptophan metabolism and inflammation in human plasma by liquid chromatography/tandem mass spectrometry. Rapid Commun Mass Spectrom 23:1371–1379CrossRefPubMed
22.
go back to reference Rebnord EW, Pedersen ER, Strand E et al (2015) Glycated hemoglobin and long-term prognosis in patients with suspected stable angina pectoris without diabetes mellitus: a prospective cohort study. Atherosclerosis 240:115–120CrossRefPubMed Rebnord EW, Pedersen ER, Strand E et al (2015) Glycated hemoglobin and long-term prognosis in patients with suspected stable angina pectoris without diabetes mellitus: a prospective cohort study. Atherosclerosis 240:115–120CrossRefPubMed
23.
go back to reference Levy JC, Matthews DR, Hermans MP (1998) Correct homeostasis model assessment (HOMA) evaluation uses the computer program. Diabetes Care 21:2191–2192CrossRefPubMed Levy JC, Matthews DR, Hermans MP (1998) Correct homeostasis model assessment (HOMA) evaluation uses the computer program. Diabetes Care 21:2191–2192CrossRefPubMed
24.
go back to reference Sulo G, Igland J, Vollset SE, Nygård O, Øyen N, Tell GS (2013) Cardiovascular disease and diabetes mellitus in Norway during 1994-2009 CVDNOR—a nationwide research project. Nor J Epidemiol 21:101–107 Sulo G, Igland J, Vollset SE, Nygård O, Øyen N, Tell GS (2013) Cardiovascular disease and diabetes mellitus in Norway during 1994-2009 CVDNOR—a nationwide research project. Nor J Epidemiol 21:101–107
25.
go back to reference van Buuren S (2007) Multiple imputation of discrete and continuous data by fully conditional specification. Stat Methods Med Res 16:219–242CrossRefPubMed van Buuren S (2007) Multiple imputation of discrete and continuous data by fully conditional specification. Stat Methods Med Res 16:219–242CrossRefPubMed
26.
go back to reference Hastie T, Tibshirani R (1986) Generalized additive models. Stat Sci 1:297–318CrossRef Hastie T, Tibshirani R (1986) Generalized additive models. Stat Sci 1:297–318CrossRef
27.
go back to reference Pencina MJ, D'Agostino RB Sr, Steyerberg EW (2011) Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers. Stat Med 30:11–21CrossRefPubMed Pencina MJ, D'Agostino RB Sr, Steyerberg EW (2011) Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers. Stat Med 30:11–21CrossRefPubMed
28.
go back to reference Zinman B, Kahn SE, Haffner SM, O’Neill MC, Heise MA, Freed MI (2004) Phenotypic characteristics of GAD antibody-positive recently diagnosed patients with type 2 diabetes in North America and Europe. Diabetes 53:3193–3200CrossRefPubMed Zinman B, Kahn SE, Haffner SM, O’Neill MC, Heise MA, Freed MI (2004) Phenotypic characteristics of GAD antibody-positive recently diagnosed patients with type 2 diabetes in North America and Europe. Diabetes 53:3193–3200CrossRefPubMed
29.
go back to reference Ix JH, de Boer IH, Wassel CL, Criqui MH, Shlipak MG, Whooley MA (2010) Urinary creatinine excretion rate and mortality in persons with coronary artery disease: the Heart and Soul Study. Circulation 121:1295–1303CrossRefPubMedPubMedCentral Ix JH, de Boer IH, Wassel CL, Criqui MH, Shlipak MG, Whooley MA (2010) Urinary creatinine excretion rate and mortality in persons with coronary artery disease: the Heart and Soul Study. Circulation 121:1295–1303CrossRefPubMedPubMedCentral
30.
go back to reference Clarke R, Shipley M, Lewington S et al (1999) Underestimation of risk associations due to regression dilution in long-term follow-up of prospective studies. Am J Epidemiol 150:341–353CrossRefPubMed Clarke R, Shipley M, Lewington S et al (1999) Underestimation of risk associations due to regression dilution in long-term follow-up of prospective studies. Am J Epidemiol 150:341–353CrossRefPubMed
31.
go back to reference Geeraerts F, Schimpfessel L, Crokaert R (1980) The stability of tryptophan metabolites prior to urine analysis. Clin Chim Acta 102:247–251CrossRefPubMed Geeraerts F, Schimpfessel L, Crokaert R (1980) The stability of tryptophan metabolites prior to urine analysis. Clin Chim Acta 102:247–251CrossRefPubMed
32.
go back to reference Haffner SM (1999) Epidemiology of insulin resistance and its relation to coronary artery disease. Am J Cardiol 84:11J–14JCrossRefPubMed Haffner SM (1999) Epidemiology of insulin resistance and its relation to coronary artery disease. Am J Cardiol 84:11J–14JCrossRefPubMed
33.
go back to reference Pedersen ER, Midttun O, Ueland PM et al (2011) Systemic markers of interferon-gamma-mediated immune activation and long-term prognosis in patients with stable coronary artery disease. Arterioscler Thromb Vasc Biol 31:698–704CrossRefPubMed Pedersen ER, Midttun O, Ueland PM et al (2011) Systemic markers of interferon-gamma-mediated immune activation and long-term prognosis in patients with stable coronary artery disease. Arterioscler Thromb Vasc Biol 31:698–704CrossRefPubMed
34.
go back to reference Sulo G, Vollset SE, Nygård O et al (2013) Neopterin and kynurenine-tryptophan ratio as predictors of coronary events in older adults, the Hordaland Health Study. Int J Cardiol 168:1435–1440CrossRefPubMed Sulo G, Vollset SE, Nygård O et al (2013) Neopterin and kynurenine-tryptophan ratio as predictors of coronary events in older adults, the Hordaland Health Study. Int J Cardiol 168:1435–1440CrossRefPubMed
35.
go back to reference Zhang Y, Ruan Y, Zhang P, Wang L (2016) Increased indoleamine 2,3-dioxygenase activity in type 2 diabetic nephropathy. J Diabetes Complicat 31:223–227CrossRefPubMed Zhang Y, Ruan Y, Zhang P, Wang L (2016) Increased indoleamine 2,3-dioxygenase activity in type 2 diabetic nephropathy. J Diabetes Complicat 31:223–227CrossRefPubMed
36.
go back to reference Fu H, Liu X, Yu W, Zhu L, Zheng D, Wang J (2013) Screening of urinary biomarkers in patients with type 2 diabetes mellitus. Wei Sheng Yan Jiu 42:907–914PubMed Fu H, Liu X, Yu W, Zhu L, Zheng D, Wang J (2013) Screening of urinary biomarkers in patients with type 2 diabetes mellitus. Wei Sheng Yan Jiu 42:907–914PubMed
38.
go back to reference Sarkar SA, Wong R, Hackl SI et al (2007) Induction of indoleamine 2,3-dioxygenase by interferon-gamma in human islets. Diabetes 56:72–79CrossRefPubMed Sarkar SA, Wong R, Hackl SI et al (2007) Induction of indoleamine 2,3-dioxygenase by interferon-gamma in human islets. Diabetes 56:72–79CrossRefPubMed
39.
go back to reference Baban B, Liu JY, Mozaffari S (2013) Endoplasmic reticulum stress response and inflammatory cytokines in type 2 diabetic nephropathy: role of indoleamine 2,3-dioxygenase and programmed death-1. Exp Mol Pathol 94:343–351CrossRefPubMed Baban B, Liu JY, Mozaffari S (2013) Endoplasmic reticulum stress response and inflammatory cytokines in type 2 diabetic nephropathy: role of indoleamine 2,3-dioxygenase and programmed death-1. Exp Mol Pathol 94:343–351CrossRefPubMed
40.
go back to reference Mohib K, Guan Q, Diao H, Du C, Jevnikar AM (2007) Proapoptotic activity of indoleamine 2,3-dioxygenase expressed in renal tubular epithelial cells. Am J Physiol Renal Physiol 293:F801–F812CrossRefPubMed Mohib K, Guan Q, Diao H, Du C, Jevnikar AM (2007) Proapoptotic activity of indoleamine 2,3-dioxygenase expressed in renal tubular epithelial cells. Am J Physiol Renal Physiol 293:F801–F812CrossRefPubMed
41.
go back to reference Wolowczuk I, Hennart B, Leloire A et al (2012) Tryptophan metabolism activation by indoleamine 2,3-dioxygenase in adipose tissue of obese women: an attempt to maintain immune homeostasis and vascular tone. Am J Physiol Regul Integr Comp Physiol 303:R135–R143CrossRefPubMed Wolowczuk I, Hennart B, Leloire A et al (2012) Tryptophan metabolism activation by indoleamine 2,3-dioxygenase in adipose tissue of obese women: an attempt to maintain immune homeostasis and vascular tone. Am J Physiol Regul Integr Comp Physiol 303:R135–R143CrossRefPubMed
42.
go back to reference Poulain-Godefroy O, Eury E, Leloire A et al (2013) Induction of TDO2 and IDO2 in liver by high-fat feeding in mice: discrepancies with human obesity. Int J Tryptophan Res 6:29–37CrossRefPubMedPubMedCentral Poulain-Godefroy O, Eury E, Leloire A et al (2013) Induction of TDO2 and IDO2 in liver by high-fat feeding in mice: discrepancies with human obesity. Int J Tryptophan Res 6:29–37CrossRefPubMedPubMedCentral
43.
go back to reference Moller SE (1981) Pharmacokinetics of tryptophan, renal handling of kynurenine and the effect of nicotinamide on its appearance in plasma and urine following L-tryptophan loading of healthy subjects. Eur J Clin Pharmacol 21:137–142CrossRefPubMed Moller SE (1981) Pharmacokinetics of tryptophan, renal handling of kynurenine and the effect of nicotinamide on its appearance in plasma and urine following L-tryptophan loading of healthy subjects. Eur J Clin Pharmacol 21:137–142CrossRefPubMed
44.
go back to reference Sallee M, Dou L, Cerini C, Poitevin S, Brunet P, Burtey S (2014) The aryl hydrocarbon receptor-activating effect of uremic toxins from tryptophan metabolism: a new concept to understand cardiovascular complications of chronic kidney disease. Toxins 6:934–949CrossRefPubMedPubMedCentral Sallee M, Dou L, Cerini C, Poitevin S, Brunet P, Burtey S (2014) The aryl hydrocarbon receptor-activating effect of uremic toxins from tryptophan metabolism: a new concept to understand cardiovascular complications of chronic kidney disease. Toxins 6:934–949CrossRefPubMedPubMedCentral
45.
go back to reference Eleftheriadis T, Pissas G, Antoniadi G, Liakopoulos V, Stefanidis I (2016) Indoleamine 2,3-dioxygenase depletes tryptophan, activates general control non-derepressible 2 kinase and down-regulates key enzymes involved in fatty acid synthesis in primary human CD4+ T cells. Immunology 146:292–300CrossRef Eleftheriadis T, Pissas G, Antoniadi G, Liakopoulos V, Stefanidis I (2016) Indoleamine 2,3-dioxygenase depletes tryptophan, activates general control non-derepressible 2 kinase and down-regulates key enzymes involved in fatty acid synthesis in primary human CD4+ T cells. Immunology 146:292–300CrossRef
46.
go back to reference Eleftheriadis T, Tsogka K, Pissas G, Antoniadi G, Liakopoulos V, Stefanidis I (2016) Activation of general control nonderepressible 2 kinase protects human glomerular endothelial cells from harmful high-glucose-induced molecular pathways. Int Urol Nephrol 48:1731–1739CrossRefPubMed Eleftheriadis T, Tsogka K, Pissas G, Antoniadi G, Liakopoulos V, Stefanidis I (2016) Activation of general control nonderepressible 2 kinase protects human glomerular endothelial cells from harmful high-glucose-induced molecular pathways. Int Urol Nephrol 48:1731–1739CrossRefPubMed
47.
49.
go back to reference Ryden L, Grant PJ, Anker SD et al (2013) ESC guidelines on diabetes, pre-diabetes, and cardiovascular diseases developed in collaboration with the EASD. Eur Heart J 34:3035–3087CrossRefPubMed Ryden L, Grant PJ, Anker SD et al (2013) ESC guidelines on diabetes, pre-diabetes, and cardiovascular diseases developed in collaboration with the EASD. Eur Heart J 34:3035–3087CrossRefPubMed
50.
go back to reference Sattar N, Wannamethee SG, Forouhi NG (2008) Novel biochemical risk factors for type 2 diabetes: pathogenic insights or prediction possibilities? Diabetologia 51:926–940CrossRefPubMed Sattar N, Wannamethee SG, Forouhi NG (2008) Novel biochemical risk factors for type 2 diabetes: pathogenic insights or prediction possibilities? Diabetologia 51:926–940CrossRefPubMed
Metadata
Title
The kynurenine:tryptophan ratio as a predictor of incident type 2 diabetes mellitus in individuals with coronary artery disease
Authors
Eirik W. Rebnord
Elin Strand
Øivind Midttun
Gard F.T. Svingen
Monika H.E. Christensen
Per M. Ueland
Gunnar Mellgren
Pål R. Njølstad
Grethe S. Tell
Ottar K. Nygård
Eva R. Pedersen
Publication date
01-09-2017
Publisher
Springer Berlin Heidelberg
Published in
Diabetologia / Issue 9/2017
Print ISSN: 0012-186X
Electronic ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-017-4329-9

Other articles of this Issue 9/2017

Diabetologia 9/2017 Go to the issue