Abstract
Epidemiologic evidence supports a link between serum uric acid (SUA) and vascular complications in diabetes, but it remains unclear whether SUA improves the ability of conventional risk factor to predict complications. We hypothesized that SUA at baseline would independently predict the development of vascular complications over 6 years and that the addition of SUA to American Diabetes Association’s ABC risk factors (HbA1c, BP, LDL-C) would improve vascular complication prediction over 6 years in adults with type 1 diabetes. Study participants (N = 652) were 19–56 year old at baseline and re-examined 6 years later. Diabetic nephropathy was defined as incident albuminuria or rapid GFR decline (>3.3 %/year) estimated by the CKD-EPI cystatin C. Diabetic retinopathy (DR) was based on self-reported history, and proliferative diabetic retinopathy (PDR) was defined as laser eye therapy; coronary artery calcium (CAC) was measured using electron-beam computed tomography. Progression of CAC (CACp) was defined as a change in the square-root-transformed CAC volume ≥2.5. Predictors of each complication were examined in stepwise logistic regression with subjects with complications at baseline excluded from analyses. C-statistics, integrated discrimination indices and net-reclassification improvement were utilized for prediction performance analyses. SUA independently predicted development of incident albuminuria (OR 1.8, 95 % CI 1.2–2.7), rapid GFR decline (1.9, 1.1–3.3), DR (1.4, 1.1–1.9), PDR (2.1, 1.4–3.0) and CACp (1.5, 1.1–1.9). SUA improved the discrimination and net-classification risk of vascular complications over 6 years. SUA independently predicted the development of vascular complications in type 1 diabetes and also improved the reclassification of vascular complications.
Similar content being viewed by others
References
Forlenza GP, Rewers M (2011) The epidemic of type 1 diabetes: what is it telling us? Curr Opin Endocrinol Diabetes Obes 18(4):248–251. doi:10.1097/MED.0b013e32834872ce
Stark Casagrande S, Fradkin JE, Saydah SH, Rust KF, Cowie CC (2013) The prevalence of meeting A1C, blood pressure, and LDL goals among people with diabetes, 1988–2010. Diabetes Care 36(8):2271–2279. doi:10.2337/dc12-2258
Libby P, Nathan DM, Abraham K, Brunzell JD, Fradkin JE, Haffner SM, Hsueh W, Rewers M, Roberts BT, Savage PJ, Skarlatos S, Wassef M, Rabadan-Diehl C (2005) Report of the national heart, lung, and blood institute-national institute of diabetes and digestive and kidney diseases working group on cardiovascular complications of type 1 diabetes mellitus. Circulation 111(25):3489–3493. doi:10.1161/CIRCULATIONAHA.104.529651
Palmer LJ (1948) Medical and surgical vascular complications of diabetes. J Am Med Assoc 138(5):351–353; Disc, 355
Krolewski AS, Kosinski EJ, Warram JH, Leland OS, Busick EJ, Asmal AC, Rand LI, Christlieb AR, Bradley RF, Kahn CR (1987) Magnitude and determinants of coronary artery disease in juvenile-onset, insulin-dependent diabetes mellitus. Am J Cardiol 59(8):750–755
Orchard TJ, Secrest AM, Miller RG, Costacou T (2010) In the absence of renal disease, 20 year mortality risk in type 1 diabetes is comparable to that of the general population: a report from the Pittsburgh epidemiology of diabetes complications study. Diabetologia 53(11):2312–2319. doi:10.1007/s00125-010-1860-3
Snell-Bergeon JK, Hokanson JE, Jensen L, MacKenzie T, Kinney G, Dabelea D, Eckel RH, Ehrlich J, Garg S, Rewers M (2003) Progression of coronary artery calcification in type 1 diabetes: the importance of glycemic control. Diabetes Care 26(10):2923–2928
Sipila K, Kahonen M, Salomaa V, Paivansalo M, Karanko H, Varpula M, Jula A, Kaaja R, Kesaniemi YA, Reunanen A, Moilanen L (2012) Carotid artery intima-media thickness and elasticity in relation to glucose tolerance. Acta Diabetol 49(3):215–223. doi:10.1007/s00592-011-0291-z
Salminen M, Kuoppamaki M, Vahlberg T, Raiha I, Irjala K, Kivela SL (2011) Metabolic syndrome and vascular risk: a 9-year follow-up among the aged in Finland. Acta Diabetol 48(2):157–165. doi:10.1007/s00592-010-0251-z
Sesti G, Andreozzi F, Fiorentino TV, Mannino GC, Sciacqua A, Marini MA, Perticone F (2014) High circulating irisin levels are associated with insulin resistance and vascular atherosclerosis in a cohort of nondiabetic adult subjects. Acta Diabetol. doi:10.1007/s00592-014-0576-0
Bjornstad P, Snell-Bergeon JK, Rewers M, Jalal D, Chonchol MB, Johnson RJ, Maahs DM (2013) Early diabetic nephropathy: a complication of reduced insulin sensitivity in type 1 diabetes. Diabetes Care 36(11):3678–3683. doi:10.2337/dc13-0631
Bjornstad P, Snell-Bergeon JK, McFann K, Wadwa RP, Rewers M, Rivard CJ, Jalal D, Chonchol MB, Johnson RJ, Maahs DM (2013) Serum uric acid and insulin sensitivity in adolescents and adults with and without type 1 diabetes. J Diabetes Complications. doi:10.1016/j.jdiacomp.2013.12.007
Jalal DI, Rivard CJ, Johnson RJ, Maahs DM, McFann K, Rewers M, Snell-Bergeon JK (2010) Serum uric acid levels predict the development of albuminuria over 6 years in patients with type 1 diabetes: findings from the coronary artery calcification in type 1 diabetes study. Nephrol Dial Transplant 25(6):1865–1869. doi:10.1093/ndt/gfp740
Ficociello LH, Rosolowsky ET, Niewczas MA, Maselli NJ, Weinberg JM, Aschengrau A, Eckfeldt JH, Stanton RC, Galecki AT, Doria A, Warram JH, Krolewski AS (2010) High-normal serum uric acid increases risk of early progressive renal function loss in type 1 diabetes: results of a 6-year follow-up. Diabetes Care 33(6):1337–1343. doi:10.2337/dc10-0227
Rodrigues TC, Maahs DM, Johnson RJ, Jalal DI, Kinney GL, Rivard C, Rewers M, Snell-Bergeon JK (2010) Serum uric acid predicts progression of subclinical coronary atherosclerosis in individuals without renal disease. Diabetes Care 33(11):2471–2473. doi:10.2337/dc10-1007
Maahs DM, Kinney GL, Wadwa P, Snell-Bergeon JK, Dabelea D, Hokanson J, Ehrlich J, Garg S, Eckel RH, Rewers MJ (2005) Hypertension prevalence, awareness, treatment, and control in an adult type 1 diabetes population and a comparable general population. Diabetes Care 28(2):301–306
Inker LA, Schmid CH, Tighiouart H, Eckfeldt JH, Feldman HI, Greene T, Kusek JW, Manzi J, Van Lente F, Zhang YL, Coresh J, Levey AS (2012) Estimating glomerular filtration rate from serum creatinine and cystatin C. N Engl J Med 367(1):20–29. doi:10.1056/NEJMoa1114248
Krolewski AS, Niewczas MA, Skupien J, Gohda T, Smiles A, Eckfeldt JH, Doria A, Warram JH (2013) Early progressive renal decline precedes the onset of microalbuminuria and its progression to macroalbuminuria. Diabetes Care. doi:10.2337/dc13-0985
Maahs DM, Jalal D, McFann K, Rewers M, Snell-Bergeon JK (2011) Systematic shifts in cystatin C between 2006 and 2010. Clin J Am Soc Nephrol 6(8):1952–1955. doi:10.2215/CJN.11271210
Hokanson JE, MacKenzie T, Kinney G, Snell-Bergeon JK, Dabelea D, Ehrlich J, Eckel RH, Rewers M (2004) Evaluating changes in coronary artery calcium: an analytic method that accounts for interscan variability. AJR Am J Roentgenol 182(5):1327–1332. doi:10.2214/ajr.182.5.1821327
Grassi MA, Mazzulla DA, Knudtson MD, Huang WW, Lee KE, Klein BE, Nicolae DL, Klein R (2009) Patient self-report of prior laser treatment reliably indicates presence of severe diabetic retinopathy. Am J Ophthalmol 147(3):501–504. doi:10.1016/j.ajo.2008.09.016
Grassi MA, Sun W, Gangaputra S, Cleary PA, Hubbard L, Lachin JM, Gao X, Kiss S, Barkmeier AJ, Almony A, Davis M, Klein R, Danis RP (2013) Validity of self-report in type 1 diabetic subjects for laser treatment of retinopathy. Ophthalmology. doi:10.1016/j.ophtha.2013.06.002
Pencina MJ, D’Agostino RB Sr, D’Agostino RB Jr, Vasan RS (2008) Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med 27(2):157–172. doi:10.1002/sim.2929; discussion 207–112
Pencina MJ, D’Agostino RB, Pencina KM, Janssens AC, Greenland P (2012) Interpreting incremental value of markers added to risk prediction models. Am J Epidemiol 176(6):473–481. doi:10.1093/aje/kws207
Pencina MJ, D’Agostino RB, Vasan RS (2010) Statistical methods for assessment of added usefulness of new biomarkers. Clin Chem Lab Med 48(12):1703–1711. doi:10.1515/CCLM.2010.340
Leening MJ, Vedder MM, Witteman JC, Pencina MJ, Steyerberg EW (2014) Net reclassification improvement: computation, interpretation, and controversies: a literature review and clinician’s guide. Ann Intern Med 160(2):122–131
Fox CS, Gona P, Larson MG, Selhub J, Tofler G, Hwang SJ, Meigs JB, Levy D, Wang TJ, Jacques PF, Benjamin EJ, Vasan RS (2010) A multi-marker approach to predict incident CKD and microalbuminuria. J Am Soc Nephrol 21(12):2143–2149. doi:10.1681/ASN.2010010085
Budoff MJ, Lane KL, Bakhsheshi H, Mao S, Grassmann BO, Friedman BC, Brundage BH (2000) Rates of progression of coronary calcium by electron beam tomography. Am J Cardiol 86(1):8–11
McEvoy JW (2010) Coronary artery calcium score and cardiovascular event prediction. J Am Med Assoc 304(7):741–742. doi:10.1001/jama.2010.1143; author reply 742
McEvoy JW, Blaha MJ, Defilippis AP, Budoff MJ, Nasir K, Blumenthal RS, Jones SR (2010) Coronary artery calcium progression: an important clinical measurement? A review of published reports. J Am Coll Cardiol 56(20):1613–1622. doi:10.1016/j.jacc.2010.06.038
Feig DI, Mazzali M, Kang DH, Nakagawa T, Price K, Kannelis J, Johnson RJ (2006) Serum uric acid: a risk factor and a target for treatment? J Am Soc Nephrol 17(4 Suppl 2):S69–S73. doi:10.1681/ASN.2005121331
Maahs DM, Caramori L, Cherney DZ, Galecki AT, Gao C, Jalal D, Perkins BA, Pop-Busui R, Rossing P, Mauer M, Doria A (2013) Uric acid lowering to prevent kidney function loss in diabetes: the preventing early renal function loss (PERL) allopurinol study. Curr Diab Rep. doi:10.1007/s11892-013-0381-0
Hovind P, Rossing P, Tarnow L, Johnson RJ, Parving HH (2009) Serum uric acid as a predictor for development of diabetic nephropathy in type 1 diabetes: an inception cohort study. Diabetes 58(7):1668–1671. doi:10.2337/db09-0014
Krizova L, Kalousova M, Kubena A, Benakova H, Zima T, Kovarik Z, Kalvoda J, Kalvodova B (2011) Increased uric acid and glucose concentrations in vitreous and serum of patients with diabetic macular oedema. Ophthalmic Res 46(2):73–79. doi:10.1159/000322994
Miyamoto M, Kotani K, Okada K, Fujii Y, Konno K, Ishibashi S, Taniguchi N (2012) The correlation of common carotid arterial diameter with atherosclerosis and diabetic retinopathy in patients with type 2 diabetes mellitus. Acta Diabetol 49(1):63–68. doi:10.1007/s00592-011-0287-8
Tarquini R, Lazzeri C, Pala L, Rotella CM, Gensini GF (2011) The diabetic cardiomyopathy. Acta Diabetol 48(3):173–181. doi:10.1007/s00592-010-0180-x
Mazzali M, Jefferson JA, Ni Z, Vaziri ND, Johnson RJ (2003) Microvascular and tubulointerstitial injury associated with chronic hypoxia-induced hypertension. Kidney Int 63(6):2088–2093
Sochett EB, Cherney DZ, Curtis JR, Dekker MG, Scholey JW, Miller JA (2006) Impact of renin angiotensin system modulation on the hyperfiltration state in type 1 diabetes. J Am Soc Nephrol 17(6):1703–1709
Zhang J, Xiang G, Xiang L, Sun H (2014) Serum uric acid is associated with arterial stiffness in men with newly diagnosed type 2 diabetes mellitus. J Endocrinol Invest. doi:10.1007/s40618-013-0034-9
Cicero AF, Salvi P, D’Addato S, Rosticci M, Borghi C (2014) Association between serum uric acid, hypertension, vascular stiffness and subclinical atherosclerosis: data from the Brisighella heart study. J Hypertens 32(1):57–64. doi:10.1097/HJH.0b013e328365b916
Myllymaki J, Honkanen T, Syrjanen J, Helin H, Rantala I, Pasternack A, Mustonen J (2005) Uric acid correlates with the severity of histopathological parameters in IgA nephropathy. Nephrol Dial Transplant 20(1):89–95
Basar N, Sen N, Ozcan F, Erden G, Kanat S, Sokmen E, Isleyen A, Yuzgecer H, Ozlu MF, Yildirimkaya M, Maden O, Covic A, Johnson RJ, Kanbay M (2011) Elevated serum uric acid predicts angiographic impaired reperfusion and 1-year mortality in ST-segment elevation myocardial infarction patients undergoing percutaneous coronary intervention. J Investig Med 59(6):931–937. doi:10.231/JIM.0b013e318214ebaf
Kanbay M, Sanchez-Lozada LG, Franco M, Madero M, Solak Y, Rodriguez-Iturbe B, Covic A, Johnson RJ (2011) Microvascular disease and its role in the brain and cardiovascular system: a potential role for uric acid as a cardiorenal toxin. Nephrol Dial Transplant 26(2):430–437. doi:10.1093/ndt/gfq635
Johnson RJ, Nakagawa T, Sanchez-Lozada LG, Shafiu M, Sundaram S, Le M, Ishimoto T, Sautin YY, Lanaspa MA (2013) Sugar, uric acid, and the etiology of diabetes and obesity. Diabetes 62(10):3307–3315. doi:10.2337/db12-1814
Perkins BA, Ficociello LH, Silva KH, Finkelstein DM, Warram JH, Krolewski AS (2003) Regression of microalbuminuria in type 1 diabetes. N Engl J Med 348(23):2285–2293. doi:10.1056/NEJMoa021835
Acknowledgments
Support for this study was provided by NHLBI Grant R01 HL61753, HL79611, and HL113029, JDRF Grant 17-2013-313, and DERC Clinical Investigation Core P30 DK57516. The study was performed at the Adult CTRC at UCD support by NIH-M01-RR00051, at the Barbara Davis Center for Childhood Diabetes and at Colorado Heart Imaging Center in Denver, CO. Dr. Maahs was supported by a Grant from NIDDK (DK075360), Dr. Snell-Bergeon by an American Diabetes Association Junior Faculty Award (1-10-JF-50) and an American Diabetes Association Career Development Award (7-13-CD-10). Drs. Petter Bjornstad and Janet K. Snell-Bergeon are guarantors of this work and, as such, had full access to all the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.
Conflict of interest
RJJ has patent applications related to the lowering of uric acid and or blocking fructose metabolism as a means for slowing diabetic nephropathy or improving insulin resistance, and has shares with XORT Therapeutics related to these patents. Drs. Bjornstad, Snell-Bergeon and Maahs have no conflict of interest to disclose.
Human and animal rights disclosure
The study was approved by the Colorado Multiple Institutional Review Board and therefore performed in accordance with the ethical standards laid down in appropriate versions of the 1964 Declaration of Helsinki.
Informed consent disclosure
All participants provided informed consent.
Author information
Authors and Affiliations
Corresponding author
Additional information
Managed by Antonio Secchi.
Rights and permissions
About this article
Cite this article
Bjornstad, P., Maahs, D.M., Rivard, C.J. et al. Serum uric acid predicts vascular complications in adults with type 1 diabetes: the coronary artery calcification in type 1 diabetes study. Acta Diabetol 51, 783–791 (2014). https://doi.org/10.1007/s00592-014-0611-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00592-014-0611-1