Abstract
It has been postulated that chronic exposure to high levels of advanced glycation end products (AGEs), in particular from dietary sources, can impair insulin secretion. In the present study, we investigated the cross-sectional relationship between AGEs and acute insulin secretion during an intravenous glucose tolerance test (IVGTT) and following a 75 g oral glucose tolerance test (OGTT) in healthy humans. We report the cross-sectional association between circulating AGE concentrations and insulin secretory function in healthy humans (17 F: 27 M, aged 30 ± 10 years) with a wide range of BMI (24.6–31.0 kg/m2). Higher circulating concentrations of AGEs were related to increased first phase insulin secretion during IVGTT (r = 0.43; p < 0.05) and lower 2-h glucose concentrations during OGTT (r = −0.31; p < 0.05). In addition, fasting (r = −0.36; p < 0.05) and 2-h glucose concentrations were negatively related to circulating levels of soluble receptor for AGE (RAGE) isoforms (r = −0.39; p < 0.01). In conclusion, in healthy humans, we show a cross-sectional association between advanced glycation end products and acute insulin secretion during glucose tolerance testing.
Similar content being viewed by others
Avoid common mistakes on your manuscript.
Introduction
Insulin resistance and impaired insulin secretion the two major independent risk factors for type 2 diabetes (Weyer et al. 2001). Increased insulin secretion can develop as a primary defect or secondarily as a consequence of compensation for declining insulin sensitivity. In addition, abnormalities in insulin secretion play a central role in progression from impaired glucose tolerance (IGT) to type 2 diabetes (Pratley and Weyer 2002).
Diet represents an important environmental factor which can influence glycaemic control. Globalisation of the food chain has required changes in preparation techniques, which include the necessity to impart functional properties to food such as longer shelf life (Cordain et al. 2005). Furthermore, increasing demands on family life and in some cases socioeconomic pressures have increased the utilisation of more rapid cooking methods and hence the intake of highly processed “fast food”. These changes have contributed to an increase in the consumption of foods containing increased amounts of advanced glycation end products (AGEs), which are important flavour and stabilization compounds in foods (Henle 2005). Studies have shown that there is uptake of a proportion of AGEs from the gut, and despite efficient renal clearance some AGEs are likely deposited in tissues (Vlassara et al. 1994; Miyata et al. 1998; Hellwig et al. 2009). Furthermore, there is preliminary evidence primarily from animal models that increasing exposure to (Riboulet-Chavey et al. 2006; Hagiwara et al. 2009), or dietary intake of, AGEs impairs insulin secretion and sensitivity (Hofmann et al. 2002; Sandu et al. 2005; Coughlan and Forbes 2011; Forbes et al. 2013). Excessive consumption of saturated fat and glucose can also promote advanced glycation (Beisswenger et al. 2005; Sandu et al. 2005; Forbes et al. 2013). In cross-sectional human studies, higher circulating concentrations of AGE modified proteins are associated with diabetes, renal or cardiovascular disease (Stam et al. 2006; Nin et al. 2011) and acute changes in insulin secretion following meal challenges (Vaaler et al. 1984; Rizkalla et al. 2007). Intervention studies specifically demonstrate that increased AGE intake is associated with insulin resistance (Birlouez-Aragon et al. 2010; Uribarri et al. 2011) and macrovascular dysfunction (Uribarri et al. 2007; Stirban et al. 2012). Conversely, we and others have shown that individuals who are obese have lower circulating AGEs concentrations (Sebekova et al. 2009; Sourris et al. 2013).
The receptor for advanced glycation end products (RAGE) is thought to bind to large ligands including AGE complexes (Tian et al. 2007; Penfold et al. 2010) on cell surfaces and within the circulation (Zong et al. 2010) which has been associated with chronic disease (Schmidt et al. 1999; Yamamoto et al. 2001; Bierhaus et al. 2004). We have recently shown that a chronic decline in the expression of RAGE is associated with a decline in insulin secretion and the development of experimental autoimmune diabetes and type 1 diabetes in children (Coughlan and Forbes 2011). In contrast, however, some in vitro studies in isolated insulin producing cells lines have shown that acute exposure to AGEs can stimulate basal insulin secretion in the context of reduced glucose uptake (Kaneto et al. 1996; Matsuoka et al. 1997; Uribarri et al. 2011). These disparities in the relationship between AGEs and insulin secretion may relate to the duration or degree of exposure to excess AGE concentrations. Polymorphism in the AGER gene which encodes for RAGE has also been demonstrated to associate with insulin resistance in humans (Sullivan et al. 2005). To further examine whether there is a relationship between circulating AGEs and insulin secretion, we performed a cross-sectional analysis of circulating AGE-modified albumin and direct measures of insulin secretion in healthy humans.
Materials and methods
Human clinical study
Volunteers were recruited (17 female, 27 male) between the ages of 18 and 50 years. Participants were non-diabetic, non-smokers at the time of the study and generally healthy according to data obtained from detailed physical examination, basic laboratory analyses (fasting plasma lipid levels, liver function tests, urea, creatinine and electrolytes). No participant had signs of acute or chronic infection, or took any medication or illicit drugs. Height and weight were measured and body mass index (BMI) calculated.
The protocol was approved by the Alfred Hospital Ethics Committee and complied with the Declaration of Helsinki. All participants provided written informed consent prior to participation.
Metabolic testing in humans
At recruitment, an oral glucose tolerance test was performed after a 75 g oral glucose load (OGTT) where glucose tolerance was determined by WHO 1999 criteria. For 3 days before further metabolic testing, participants were asked to abstain from strenuous exercise and caffeine intake. The first metabolic testing day in females took place in their follicular phase. Insulin sensitivity and secretion were assessed after a 12-h overnight fast on 2 separate days. A hyperinsulinemic-euglycemic glucose clamp was performed as previously described to assess insulin sensitivity (Sourris et al. 2009). In brief, a primed continuous intravenous infusion of insulin (9 mU/kg) was administered for 120 min at a constant rate of 40 mU/m2 body surface area per min. This infusion achieved plasma steady-state insulin concentrations. Every 5 min during the clamp, plasma glucose was measured and the variable infusion of glucose adjusted to maintain blood glucose at a constant value of 5 mmol/L. Finally, the rate of total insulin stimulated glucose disposal (M; mg/kg/min) was calculated for the last 40 min of insulin infusion. In a subset of individuals (n = 22; male 15: female 7), an intravenous glucose tolerance test (IVGTT) was then performed 7 days following the initial oral glucose tolerance test. The plasma increment of insulin at 3–5 min after the intravenous glucose bolus (25 g) was calculated as area under the curve (AUC).
Biochemistry in humans
Plasma glucose concentrations were measured by the glucose oxidase method (ELM 105, Radiometer Copenhagen, Denmark). Plasma insulin levels were measured by chemiluminescent microparticle immunoassay. Serum was collected for analysis of AGEs using an indirect ELISA as previously described (Coughlan and Forbes 2011). Soluble RAGE (sRAGE) and endogenous secretory RAGE (esRAGE) were analysed in plasma samples using commercially available human sRAGE (R&D Systems, Minneapolis, MN, USA) and esRAGE ELISAs (B-Bridge International, USA) (Penfold et al. 2010).
Statistical analyses
Statistical analyses were performed using SAS Jump Statistics Software (Cary, NC, USA). Results are given as mean ± SD (unless otherwise indicated). Correlations were performed using the Spearman correlation coefficient. Multiple regression analyses were used to assess the determinants of insulin secretion after adjusting for covariates. Statistical significance was assumed when p < 0.05.
Results
AGEs and glucose metabolism in humans
All participants were healthy according to the physical examination, i.e. they were normotensive, had normal full blood counts, liver and renal function tests (data not shown). The study participants were 30 ± 10 years of age with an average BMI of 28 ± 5 kg/m2 (range 24.6–31.4 kg/m2) (Table 1) and a waist circumference of 93 ± 13 cm. Male participants were more overweight but were more insulin sensitive than female participants (Table 1). Fasting plasma glucose concentrations were not different between males and females but were slightly elevated outside the normal clinical range (Table 1).
Two-hour plasma glucose concentrations during an OGTT were negatively related to increases in circulating AGE concentrations (r = −0.31; p < 0.05) (Table 2). In the subgroup of 22 individuals where acute insulin secretion during IVGTT measurement was available, early insulin secretory function was positively related to AGE concentrations (r = 0.43, p < 0.05; Table 2). Circulating AGE concentrations were a significant determinant of early insulin secretory function independently of age, gender, BMI and waist circumference (p = 0.03) and following additional adjustment for insulin sensitivity (p = 0.01). Insulin sensitivity was not associated with serum AGE or circulating RAGE concentrations in this population (Table 2).
Circulating sRAGE and esRAGE concentrations were also inversely related to 2-h plasma glucose concentrations during OGTT (Table 2). Fasting glucose was also negatively associated with circulating sRAGE concentrations (Table 2). There was a negative relationship between circulating sRAGE and fasting plasma insulin concentrations (r = 0.36, p = 0.02), but no relationship with AGEs (r = 0.23, p = 0.1) and esRAGE (r = −0.22, p = 0.2).
Discussion
Circulating AGEs associate with insulin secretion
We have demonstrated a novel positive association between circulating fasting concentrations of advanced glycation end products and acute insulin secretion during IVGTT in healthy humans. Furthermore, 2-h plasma glucose concentrations during an OGTT were negatively related to increases in circulating AGE concentrations. Circulating concentrations of soluble and esRAGE were negatively associated with 2-h glucose concentrations and esRAGE with acute insulin secretion during IVGTT. Interestingly, correction for adiposity did not affect these associations between higher circulating levels of AGEs and acute insulin secretion during IVGTT or 2-h glucoses following OGTT.
Other in vitro studies (Uribarri et al. 2011; Puddu et al. 2012) and our own chronic rat feeding of AGEs for 24 weeks (Coughlan et al. 2011) have contrasted the present human study by suggesting that high concentrations of AGEs may impair glucose stimulated insulin secretion although these in vivo studies have been performed in lean male rats where there was no evidence of increased fat mass. Furthermore, in this previous in vivo study, we did not assess whether increases in AGEs firstly lead to enhanced compensatory insulin secretion at earlier time points following AGE exposure as might be seen in the compensatory phase of progressive injury to β cells. Indeed, given that the individuals in the present study were healthy but many overweight, the association of AGEs with increases in insulin secretion may be indicative of hypersecretion of insulin in response to excess nutrient intake. Ultimately, it is well understood that hyperinsulinemia due to compensation for increased obesity and insulin resistance eventually progresses to a loss of first phase insulin secretion and type 2 diabetes. This may be why dietary restriction of AGE intake has shown greater insulin secretion in individuals with type 2 diabetes with prominent β-cell abnormalities in first phase insulin secretion during IVGTT (Uribarri et al. 2011).
Insulin resistance was not a determinant of AGE induced changes in insulin secretion
Advanced glycation end products have been previously reported to influence insulin sensitivity. Within this healthy population studied, insulin resistance as determined by gold-standard hyperinsulinaemic-euglycaemic clamp did not associate with circulating AGE concentrations. There are other previous studies which have shown a negative relationship between circulating AGE concentrations and insulin sensitivity measured by HOMA in obese humans, where AGE concentrations were found to be lower with obesity (Sebekova et al. 2009; Chiavaroli et al. 2012). Furthermore, higher AGE concentrations were associated with higher acute phase insulin secretion in healthy but overweight humans in the present study, which could also be interpreted as improvements in β-cell function in the context of a glucose challenge. This discordance between circulating AGE concentrations, insulin sensitivity and glycaemic control warrants further investigation.
AGEs show an inverse relationship with circulating RAGE isoforms in overweight humans
Advanced glycation end products can exert their physiological actions via receptors such as RAGE. There have been a number of previous in vitro studies suggesting that interruption of RAGE signalling can increase insulin secretion and decrease excess formation of reactive oxygen species following treatment with AGEs in cell lines (Uribarri et al. 2011; Puddu et al. 2012). In more chronic progressive models, however, it appears that eventually a decline in RAGE expression in pancreatic islets may be associated with impaired insulin secretion (Forbes et al. 2011). Each of these rodent models suggests, however, that more RAGE expression is associated with greater insulin expression and secretion, given that chronic models show a loss of insulin secretory capacity in the context of less RAGE expression. However, in our human population, circulating isoforms of RAGE were increased in association with lower fasting and lower 2 h plasma glucose levels during OGTT. In addition, acute insulin secretion on IVGTT was also negatively associated with esRAGE concentrations. Although surprising, these changes agree with the higher insulin secretion seen with increasing AGE concentrations observed in our overweight human population. The specific mechanisms by which this occurs, however, remains to be fully delineated.
Conclusion
Taken together, these studies suggest that there is a relationship between circulating advanced glycation end products and insulin secretion in healthy humans, which could influence glycaemic control, but appeared to be independent of insulin resistance in this population. The association between AGEs and insulin secretion is likely to involve modulation of the AGE receptor, RAGE isoforms given their negative relationship with insulin secretion in the present study, although this remains to be fully ascertained in human interventional studies. Therefore, changes in circulating AGE-modified proteins and soluble RAGE as a result of numerous stressors such as consumption of processed diets, which may be high in AGE content, obesity and renal impairment may be risk factors for the development of early insulin hypersecretion and progressively, insulin secretory defects. Indeed, changes in circulating and tissue AGE accumulation and/or their receptor RAGE could, therefore, be risk factors for the development of type 2 diabetes per se which should be the subject of future studies in larger clinical cohorts.
Abbreviations
- AGE:
-
Advanced glycation end product
- HOMA-IR:
-
Homeostatic model of insulin resistance
- RAGE:
-
Receptor for advanced glycation end products
- IVGTT:
-
Intravenous glucose tolerance test
- OGTT:
-
Oral glucose tolerance test
- BMI:
-
Body mass index
References
Beisswenger BG, Delucia EM, Lapoint N, Sanford RJ, Beisswenger PJ (2005) Ketosis leads to increased methylglyoxal production on the Atkins diet. Ann N Y Acad Sci 1043:201–210
Bierhaus A, Haslbeck KM, Humpert PM, Liliensiek B, Dehmer T, Morcos M, Sayed AA, Andrassy M, Schiekofer S, Schneider JG, Schulz JB, Heuss D, Neundorfer B, Dierl S, Huber J, Tritschler H, Schmidt AM, Schwaninger M, Haering HU, Schleicher E, Kasper M, Stern DM, Arnold B, Nawroth PP (2004) Loss of pain perception in diabetes is dependent on a receptor of the immunoglobulin superfamily. J Clin Invest 114(12):1741–1751
Birlouez-Aragon I, Saavedra G, Tessier FJ, Galinier A, Ait-Ameur L, Lacoste F, Niamba CN, Alt N, Somoza V, Lecerf JM (2010) A diet based on high-heat-treated foods promotes risk factors for diabetes mellitus and cardiovascular diseases. Am J Clin Nutr 91(5):1220–1226
Chiavaroli V, D’Adamo E, Giannini C, de Giorgis T, De Marco S, Chiarelli F, Mohn A (2012) Serum levels of receptors for advanced glycation end products in normal-weight and obese children born small and large for gestational age. Diabetes Care 35(6):1361–1363
Cordain L, Eaton SB, Sebastian A, Mann N, Lindeberg S, Watkins BA, O’Keefe JH, Brand-Miller J (2005) Origins and evolution of the Western diet: health implications for the 21st century. Am J Clin Nutr 81(2):341–354
Coughlan MT, Forbes JM (2011) Temporal increases in urinary carboxymethyllysine correlate with albuminuria development in diabetes. Am J Nephrol 34(1):9–17
Coughlan MT, Yap FY, Tong DC, Andrikopoulos S, Gasser A, Thallas-Bonke V, Webster DE, Miyazaki J, Kay TW, Slattery RM, Kaye DM, Drew BG, Kingwell BA, Fourlanos S, Groop PH, Harrison LC, Knip M, Forbes JM (2011) Advanced glycation end products are direct modulators of beta-cell function. Diabetes 60(10):2523–2532
Forbes JM, Soderlund J, Yap FY, Knip M, Andrikopoulos S, Ilonen J, Simell O, Veijola R, Sourris KC, Coughlan MT, Forsblom C, Slattery R, Grey ST, Wessman M, Yamamoto H, Bierhaus A, Cooper ME, Groop PH (2011) Receptor for advanced glycation end-products (RAGE) provides a link between genetic susceptibility and environmental factors in type 1 diabetes. Diabetologia 54(5):1032–1042
Forbes JM, Cowan SP, Andrikopoulos S, Morley AL, Ward LC, Walker KZ, Cooper ME, Coughlan MT (2013) Glucose homeostasis can be differentially modulated by varying individual components of a western diet. J Nutr Biochem
Hagiwara S, Gohda T, Tanimoto M, Ito T, Murakoshi M, Ohara I, Yamazaki T, Matsumoto M, Horikoshi S, Funabiki K, Tomino Y (2009) Effects of pyridoxamine (K-163) on glucose intolerance and obesity in high-fat diet C57BL/6J mice. Metabolism 58(7):934–945
Hellwig M, Geissler S, Peto A, Knutter I, Brandsch M, Henle T (2009) Transport of free and peptide-bound pyrraline at intestinal and renal epithelial cells. J Agric Food Chem 57(14):6474–6480
Henle T (2005) Protein-bound advanced glycation endproducts (AGEs) as bioactive amino acid derivatives in foods. Amino Acids 29(4):313–322
Hofmann SM, Dong HJ, Li Z, Cai W, Altomonte J, Thung SN, Zeng F, Fisher EA, Vlassara H (2002) Improved insulin sensitivity is associated with restricted intake of dietary glycoxidation products in the db/db mouse. Diabetes 51(7):2082–2089
Kaneto H, Fujii J, Myint T, Miyazawa N, Islam KN, Kawasaki Y, Suzuki K, Nakamura M, Tatsumi H, Yamasaki Y, Taniguchi N (1996) Reducing sugars trigger oxidative modification and apoptosis in pancreatic beta-cells by provoking oxidative stress through the glycation reaction. Biochem J 320(Pt 3):855–863
Matsuoka T, Kajimoto Y, Watada H, Kaneto H, Kishimoto M, Umayahara Y, Fujitani Y, Kamada T, Kawamori R, Yamasaki Y (1997) Glycation-dependent, reactive oxygen species-mediated suppression of the insulin gene promoter activity in HIT cells. J Clin Invest 99(1):144–150
Miyata T, Ueda Y, Horie K, Nangaku M, Tanaka S, van Ypersele de Strihou C, Kurokawa K (1998) Renal catabolism of advanced glycation end products: the fate of pentosidine. Kidney Int 53(2):416–422
Nin JW, Jorsal A, Ferreira I, Schalkwijk CG, Prins MH, Parving HH, Tarnow L, Rossing P, Stehouwer CD (2011) Higher plasma levels of advanced glycation end products are associated with incident cardiovascular disease and all-cause mortality in type 1 diabetes: a 12-year follow-up study. Diabetes Care 34(2):442–447
Penfold SA, Coughlan MT, Patel SK, Srivastava PM, Sourris KC, Steer D, Webster DE, Thomas MC, MacIsaac RJ, Jerums G, Burrell LM, Cooper ME, Forbes JM (2010) Circulating high-molecular-weight RAGE ligands activate pathways implicated in the development of diabetic nephropathy. Kidney Int 78(3):287–295
Pratley RE, Weyer C (2002) Progression from IGT to type 2 diabetes mellitus: the central role of impaired early insulin secretion. Curr Diab Rep 2(3):242–248
Puddu A, Sanguineti R, Durante A, Viviani GL (2012) Pioglitazone attenuates the detrimental effects of advanced glycation end-products in the pancreatic beta cell line HIT-T15. Regul Pept 177(1–3):79–84
Riboulet-Chavey A, Pierron A, Durand I, Murdaca J, Giudicelli J, Van Obberghen E (2006) Methylglyoxal impairs the insulin signaling pathways independently of the formation of intracellular reactive oxygen species. Diabetes 55(5):1289–1299
Rizkalla SW, Laromiguiere M, Champ M, Bruzzo F, Boillot J, Slama G (2007) Effect of baking process on postprandial metabolic consequences: randomized trials in normal and type 2 diabetic subjects. Eur J Clin Nutr 61(2):175–183
Sandu O, Song K, Cai W, Zheng F, Uribarri J, Vlassara H (2005) Insulin resistance and type 2 diabetes in high-fat-fed mice are linked to high glycotoxin intake. Diabetes 54(8):2314–2319
Schmidt AM, Yan SD, Wautier JL, Stern D (1999) Activation of receptor for advanced glycation end products: a mechanism for chronic vascular dysfunction in diabetic vasculopathy and atherosclerosis. Circ Res 84(5):489–497
Sebekova K, Somoza V, Jarcuskova M, Heidland A, Podracka L (2009) Plasma advanced glycation end products are decreased in obese children compared with lean controls. Int J Pediatr Obes 4(2):112–118
Sourris KC, Lyons JG, de Courten MP, Dougherty SL, Henstridge DC, Cooper ME, Hage M, Dart A, Kingwell BA, Forbes JM, de Courten B (2009) c-Jun NH2-terminal kinase activity in subcutaneous adipose tissue but not nuclear factor-kappaB activity in peripheral blood mononuclear cells is an independent determinant of insulin resistance in healthy individuals. Diabetes 58(6):1259–1265
Sourris KC, Lyons JG, Dougherty SL, Chand V, Straznicky NE, Schlaich MP, Grima MT, Cooper ME, Kingwell BA, de Courten MP, Forbes JM, de Courten B (2013) Plasma advanced glycation end products (AGEs) and NF-kappaB activity are independent determinants of diastolic and pulse pressure. Clin Chem Lab Med 1–10
Stam F, Schalkwijk CG, van Guldener C, ter Wee PM, Stehouwer CD (2006) Advanced glycation end-product peptides are associated with impaired renal function, but not with biochemical markers of endothelial dysfunction and inflammation, in non-diabetic individuals. Nephrol Dial Transplant 21(3):677–682
Stirban A, Kotsi P, Franke K, Strijowski U, Cai W, Gotting C, Tschoepe D (2012) Acute macrovascular dysfunction in patients with type 2 diabetes mellitus induced by ingestion of advanced glycated betalactoglobulins. Diabetes Care
Sullivan CM, Futers TS, Barrett JH, Hudson BI, Freeman MS, Grant PJ (2005) RAGE polymorphisms and the heritability of insulin resistance: the Leeds family study. Diabetes Vasc Dis Res 2(1):42–44
Tian J, Avalos AM, Mao SY, Chen B, Senthil K, Wu H, Parroche P, Drabic S, Golenbock D, Sirois C, Hua J, An LL, Audoly L, La Rosa G, Bierhaus A, Naworth P, Marshak-Rothstein A, Crow MK, Fitzgerald KA, Latz E, Kiener PA, Coyle AJ (2007) Toll-like receptor 9-dependent activation by DNA-containing immune complexes is mediated by HMGB1 and RAGE. Nat Immunol 8(5):487–496
Uribarri J, Stirban A, Sander D, Cai W, Negrean M, Buenting CE, Koschinsky T, Vlassara H (2007) Single oral challenge by advanced glycation end products acutely impairs endothelial function in diabetic and nondiabetic subjects. Diabetes Care 30(10):2579–2582
Uribarri J, Cai W, Ramdas M, Goodman S, Pyzik R, Chen X, Zhu L, Striker GE, Vlassara H (2011) Restriction of advanced glycation end products improves insulin resistance in human type 2 diabetes: potential role of AGER1 and SIRT1. Diabetes Care 34(7):1610–1616
Vaaler S, Hanssen KF, Aagenaes O (1984) The effect of cooking upon the blood glucose response to ingested carrots and potatoes. Diabetes Care 7(3):221–223
Vlassara H, Striker LJ, Teichberg S, Fuh H, Li YM, Steffes M (1994) Advanced glycation end products induce glomerular sclerosis and albuminuria in normal rats. Proc Natl Acad Sci USA 91(24):11704–11708
Weyer C, Tataranni PA, Bogardus C, Pratley RE (2001) Insulin resistance and insulin secretory dysfunction are independent predictors of worsening of glucose tolerance during each stage of type 2 diabetes development. Diabetes Care 24(1):89–94
Yamamoto Y, Kato I, Doi T, Yonekura H, Ohashi S, Takeuchi M, Watanabe T, Yamagishi S, Sakurai S, Takasawa S, Okamoto H, Yamamoto H (2001) Development and prevention of advanced diabetic nephropathy in RAGE-overexpressing mice. J Clin Invest 108(2):261–268
Zong H, Madden A, Ward M, Mooney MH, Elliott CT, Stitt AW (2010) Homodimerization is essential for the receptor for advanced glycation end products (RAGE)-mediated signal transduction. J Biol Chem 285(30):23137–23146
Acknowledgments
We wish to thank all volunteers for their participation in the study. We wish to also thank the Nutrition Department at the Alfred Hospital, Melbourne Australia and Dr. Malcolm Riley, Ms. Mariee Grima, Mr Donovan Martin, at Baker IDI. This research was also in part supported by the National Health and Medical Research Council of Australia, Victorian Government’s Operational Infrastructure Support Program, Bennelong Foundation, Cardiovascular lipid grant,; Diabetes Australia Research Trust Millennium Award. BdC, JMF, BAK, MEC, MPS are all fellows of the NHMRC of Australia. MTC is a Roche/ANZSN Career Development Fellow. KCS is supported by a Viertel Diabetes Australia Research Trust Fellowship and JGL is supported by the National Heart Foundation of Australia and Cardiac Society of Australia and New Zealand. No sponsor had any role in the study design, data collection, data analysis, data interpretation, or writing of the manuscript.
Conflict of interest
There are no conflicts of interest, which exist for the data presented within this manuscript.
Author information
Authors and Affiliations
Corresponding author
Additional information
J. M. Forbes and K. C. Sourris contributed equally to this manuscript.
Rights and permissions
About this article
Cite this article
Forbes, J.M., Sourris, K.C., de Courten, M.P.J. et al. Advanced glycation end products (AGEs) are cross-sectionally associated with insulin secretion in healthy subjects. Amino Acids 46, 321–326 (2014). https://doi.org/10.1007/s00726-013-1542-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00726-013-1542-9