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Published in: Cardiovascular Diabetology 1/2006

Open Access 01-12-2006 | Original investigation

Value of serum glycated albumin and high-sensitivity C-reactive protein levels in the prediction of presence of coronary artery disease in patients with type 2 diabetes

Authors: Li Jin Pu, Lin Lu, Xue Wei Xu, Rui Yan Zhang, Qi Zhang, Jian Sheng Zhang, Jian Hu, Zheng Kun Yang, Feng Hua Ding, Qiu Jin Chen, Sheng Lou, Jie Shen, Dan Hong Fang, Wei Feng Shen

Published in: Cardiovascular Diabetology | Issue 1/2006

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Abstract

Background

Coronary artery disease (CAD) is a major vascular complication of diabetes mellitus and reveals high mortality. Up to 30% of diabetic patients with myocardial ischemia remain asymptomatic and are associated with worse prognosis compared to non-diabetic counterpart, which warrants routine screening for CAD in diabetic population. The purpose of this study was to evaluate the clinical value of serum glycated albumin and high-sensitivity C-reactive protein (hs-CRP) levels in predicting the presence of CAD in patients with type 2 diabetes.

Methods

Three hundred and twenty-four patients with type 2 diabetes were divided into two groups based on presence (CAD group, n = 241) or absence (control group, n = 83) of angiographically-documented CAD (lumen diameter narrowing ≥70%). Serum levels of glycated albumin and hs-CRP as well as serum concentrations of glucose, lipids, creatinine, blood urea nitrogen and uric acid were measured in both groups. Predictors of CAD were determined using multivariate logistic regression model and receiver-operating characteristic (ROC) curves.

Results

Serum glycated albumin and hs-CRP levels were significantly increased in diabetic patients with CAD. Multivariate regression analysis revealed that male gender, age, serum levels of glycated albumin, hs-CRP, creatinine and lipoprotein (a) were independent predictors for CAD. Areas under the curve of glycated albumin and hs-CRP and for regression model were 0.654 (95%CI 0.579–0.730, P < 0.001), 0.721 (95%CI 0.658–0.785, P < 0.001) and 0.824 (95% CI 0.768–0.879, P < 0.001), respectively. The optimal values of cut-off point were 18.7% (sensitivity 67.9%, specificity 60.0%) for glycated albumin and 5.2 mg/l (sensitivity 72.2%, specificity 60.0%) for hs-CRP to predict CAD. Logistic regression model was defined as: P/(1-P) = EXP(-1.5 + 1.265 gender + 0.812 age + 1.24 glycated albumin + 0.953 hs-CRP + 0.902 lipoprotein(a) + 1.918 creatinine). The optimal probability value for predicting CAD in type 2 diabetic patients was 0.648 (sensitivity 82.3%, specificity 68.6%).

Conclusion

Serum glycated albumin and hs-CRP levels were significantly elevated in patients with type 2 diabetes and CAD. The logistic regression model incorporating with glycated albumin, hs-CRP and other major risk factors of atherosclerosis may be useful for screening CAD in patients with type 2 diabetes.
Appendix
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Literature
1.
go back to reference Zellweger MJ: Prognostic Significance of Silent Coronary Artery Disease in Type 2 Diabetes. Herz. 2006, 31: 240-245. 10.1007/s00059-006-2790-1.CrossRefPubMed Zellweger MJ: Prognostic Significance of Silent Coronary Artery Disease in Type 2 Diabetes. Herz. 2006, 31: 240-245. 10.1007/s00059-006-2790-1.CrossRefPubMed
2.
go back to reference Jandeleit-Dahm KA, Lassila M, Allen TJ: Advanced glycation end products in diabetes-associated atherosclerosis and renal disease: interventional studies. Ann NY Acad Sci. 2005, 1043: 759-766. 10.1196/annals.1333.088.CrossRefPubMed Jandeleit-Dahm KA, Lassila M, Allen TJ: Advanced glycation end products in diabetes-associated atherosclerosis and renal disease: interventional studies. Ann NY Acad Sci. 2005, 1043: 759-766. 10.1196/annals.1333.088.CrossRefPubMed
3.
go back to reference Pertynska-Marczewska M, Kiriakidis S, Wait R, Beech J, Feldmann M, Paleolog EM: Advanced glycation end products upregulate angiogenic and pro-inflammatory cytokine production in human monocyte/macrophages. Cytokine. 2004, 28: 35-47. 10.1016/j.cyto.2004.06.006.CrossRefPubMed Pertynska-Marczewska M, Kiriakidis S, Wait R, Beech J, Feldmann M, Paleolog EM: Advanced glycation end products upregulate angiogenic and pro-inflammatory cytokine production in human monocyte/macrophages. Cytokine. 2004, 28: 35-47. 10.1016/j.cyto.2004.06.006.CrossRefPubMed
4.
go back to reference Rendell M, Paulsen R, Eastberg S, Stephen PM, Valentine JL, Smith CH, Nierenberg J, Rasbold K, Klenk D, Smith PK: Clinical use and time relationship of changes in affinity measurement of glycosylated albumin and glycosylated hemoglobin. Am J Med Sci. 1986, 292: 11-14. 10.1097/00000441-198607000-00002.CrossRefPubMed Rendell M, Paulsen R, Eastberg S, Stephen PM, Valentine JL, Smith CH, Nierenberg J, Rasbold K, Klenk D, Smith PK: Clinical use and time relationship of changes in affinity measurement of glycosylated albumin and glycosylated hemoglobin. Am J Med Sci. 1986, 292: 11-14. 10.1097/00000441-198607000-00002.CrossRefPubMed
5.
go back to reference Consensus development conference on the diagnosis of coronary artery disease in people with diabetes. Diabetes Care. 1998, American Diabetes Association, 21: 1551-1559. Consensus development conference on the diagnosis of coronary artery disease in people with diabetes. Diabetes Care. 1998, American Diabetes Association, 21: 1551-1559.
6.
go back to reference Fornengo P, Bosio A, Epifani G, Pallisco O, Mancuso A, Pascale C: Prevalence of silent myocardial ischaemia in new-onset middle-aged Type 2 diabetic patients without other cardiovascular risk factors. Diabet Med. 2006, 23: 775-779. 10.1111/j.1464-5491.2006.01910.x.CrossRefPubMed Fornengo P, Bosio A, Epifani G, Pallisco O, Mancuso A, Pascale C: Prevalence of silent myocardial ischaemia in new-onset middle-aged Type 2 diabetic patients without other cardiovascular risk factors. Diabet Med. 2006, 23: 775-779. 10.1111/j.1464-5491.2006.01910.x.CrossRefPubMed
7.
go back to reference Scholte AJ, Bax JJ, Wackers FJ: Screening of asymptomatic patients with type 2 diabetes mellitus for silent coronary artery disease: combined use of stress myocardial perfusion imaging and coronary calcium scoring. J Nucl Cardiol. 2006, 13: 11-18. 10.1016/j.nuclcard.2005.11.002.CrossRefPubMed Scholte AJ, Bax JJ, Wackers FJ: Screening of asymptomatic patients with type 2 diabetes mellitus for silent coronary artery disease: combined use of stress myocardial perfusion imaging and coronary calcium scoring. J Nucl Cardiol. 2006, 13: 11-18. 10.1016/j.nuclcard.2005.11.002.CrossRefPubMed
8.
go back to reference Kharlip J, Naglieri R, Mitchell BD, Ryan KA, Donner TW: Screening for silent coronary heart disease in type 2 diabetes: clinical application of American Diabetes Association guidelines. Diabetes Care. 2006, 29: 692-694. 10.2337/diacare.29.03.06.dc05-1374.CrossRefPubMed Kharlip J, Naglieri R, Mitchell BD, Ryan KA, Donner TW: Screening for silent coronary heart disease in type 2 diabetes: clinical application of American Diabetes Association guidelines. Diabetes Care. 2006, 29: 692-694. 10.2337/diacare.29.03.06.dc05-1374.CrossRefPubMed
9.
go back to reference Saely CH, Koch L, Schmid F, Marte T, Aczel S, Langer P, Hoefle G, Drexel H: Lipoprotein(a), type 2 diabetes and vascular risk in coronary patients. Eur J Clin Invest. 2006, 36: 91-97. 10.1111/j.1365-2362.2006.01604.x.CrossRefPubMed Saely CH, Koch L, Schmid F, Marte T, Aczel S, Langer P, Hoefle G, Drexel H: Lipoprotein(a), type 2 diabetes and vascular risk in coronary patients. Eur J Clin Invest. 2006, 36: 91-97. 10.1111/j.1365-2362.2006.01604.x.CrossRefPubMed
10.
go back to reference Mohan V, Deepa R, Haranath SP, Premalatha G, Rema M, Sastry NG, Enas EA: Lipoprotein(a) is an independent risk factor for coronary artery disease in NIDDM patients in South India. Diabetes Care. 1998, 21: 1819-1823.CrossRefPubMed Mohan V, Deepa R, Haranath SP, Premalatha G, Rema M, Sastry NG, Enas EA: Lipoprotein(a) is an independent risk factor for coronary artery disease in NIDDM patients in South India. Diabetes Care. 1998, 21: 1819-1823.CrossRefPubMed
11.
go back to reference O'Brien T, Nguyen TT, Harrison JM, Bailey KR, Dyck PJ, Kottke BA: Lipids and Lp(a) lipoprotein levels and coronary artery disease in subjects with non-insulin-dependent diabetes mellitus. Mayo Clin Proc. 1994, 69: 430-435.CrossRefPubMed O'Brien T, Nguyen TT, Harrison JM, Bailey KR, Dyck PJ, Kottke BA: Lipids and Lp(a) lipoprotein levels and coronary artery disease in subjects with non-insulin-dependent diabetes mellitus. Mayo Clin Proc. 1994, 69: 430-435.CrossRefPubMed
12.
go back to reference Pedreno J, Fernandez R, Ballester A, Jornet A, Uson M, Canela J, Petit M: Lack of association of serum lipoprotein (a) levels with type-2 diabetes mellitus in patients with angiographically defined coronary artery disease. Int J Cardiol. 2000, 74: 159-167. 10.1016/S0167-5273(00)00304-1.CrossRefPubMed Pedreno J, Fernandez R, Ballester A, Jornet A, Uson M, Canela J, Petit M: Lack of association of serum lipoprotein (a) levels with type-2 diabetes mellitus in patients with angiographically defined coronary artery disease. Int J Cardiol. 2000, 74: 159-167. 10.1016/S0167-5273(00)00304-1.CrossRefPubMed
13.
go back to reference Jernkins AJ, Best JD, Klein RL, Lyon TJ: Lipoproteins, glycoxidation and diabetic angiopathy. Diabetes Metab Res Rev. 2004, 20: 349-368. 10.1002/dmrr.491.CrossRef Jernkins AJ, Best JD, Klein RL, Lyon TJ: Lipoproteins, glycoxidation and diabetic angiopathy. Diabetes Metab Res Rev. 2004, 20: 349-368. 10.1002/dmrr.491.CrossRef
14.
go back to reference Varma R, Garrick R, McClung J, Frishman WH: Chronic renal dysfunction as an independent risk factor for the development of cardiovascular disease. Cardiol Rev. 2005, 13: 98-107. 10.1097/01.crd.0000132600.45876.d0.CrossRefPubMed Varma R, Garrick R, McClung J, Frishman WH: Chronic renal dysfunction as an independent risk factor for the development of cardiovascular disease. Cardiol Rev. 2005, 13: 98-107. 10.1097/01.crd.0000132600.45876.d0.CrossRefPubMed
15.
go back to reference Zhang RY, Ni JW, Zhang JS, Hu J, Yang ZK, Zhang Q, Lu AK, Shen WF: Long term clinical outcomes in patients with moderate renal insufficiency undergoing stent based percutaneous coronary intervention. Chin Med J. 2006, 119: 1176-1181.PubMed Zhang RY, Ni JW, Zhang JS, Hu J, Yang ZK, Zhang Q, Lu AK, Shen WF: Long term clinical outcomes in patients with moderate renal insufficiency undergoing stent based percutaneous coronary intervention. Chin Med J. 2006, 119: 1176-1181.PubMed
16.
go back to reference Higai K, Shimamura A, Matsumoto K: Amadori-modified glycated albumin predominantly induces E-selectin expression on human umbilical vein endothelial cells through NADPH oxidase activation. Clin Chim Acta. 2006, 367: 137-143. 10.1016/j.cca.2005.12.008.CrossRefPubMed Higai K, Shimamura A, Matsumoto K: Amadori-modified glycated albumin predominantly induces E-selectin expression on human umbilical vein endothelial cells through NADPH oxidase activation. Clin Chim Acta. 2006, 367: 137-143. 10.1016/j.cca.2005.12.008.CrossRefPubMed
17.
go back to reference Cohen MP, Ziyadeh FN, Chen S: Amadori-modified glycated serum proteins and accelerated atherosclerosis in diabetes: pathogenic and therapeutic implications. J Lab Clin Med. 2006, 147: 211-219. 10.1016/j.lab.2005.12.006.PubMedCentralCrossRefPubMed Cohen MP, Ziyadeh FN, Chen S: Amadori-modified glycated serum proteins and accelerated atherosclerosis in diabetes: pathogenic and therapeutic implications. J Lab Clin Med. 2006, 147: 211-219. 10.1016/j.lab.2005.12.006.PubMedCentralCrossRefPubMed
18.
go back to reference Cohen MP: Intervention strategies to prevent pathogenetic effects of glycated albumin. Arch Biochem Biophy. 2003, 419: 25-30. 10.1016/j.abb.2003.08.012.CrossRef Cohen MP: Intervention strategies to prevent pathogenetic effects of glycated albumin. Arch Biochem Biophy. 2003, 419: 25-30. 10.1016/j.abb.2003.08.012.CrossRef
19.
go back to reference Liu SX, Hou FF, Guo ZJ, Nagai R, Zhang WR, Liu ZQ, Zhou ZM, Zhou M, Xie D, Wang GB, Zhang X: Advanced oxidation protein products accelerate atherosclerosis through promoting oxidative stress and inflammation. Arterioscler Thromb Vasc Biol. 2006, 26: 1156-1162. 10.1161/01.ATV.0000214960.85469.68.CrossRefPubMed Liu SX, Hou FF, Guo ZJ, Nagai R, Zhang WR, Liu ZQ, Zhou ZM, Zhou M, Xie D, Wang GB, Zhang X: Advanced oxidation protein products accelerate atherosclerosis through promoting oxidative stress and inflammation. Arterioscler Thromb Vasc Biol. 2006, 26: 1156-1162. 10.1161/01.ATV.0000214960.85469.68.CrossRefPubMed
20.
go back to reference Ehlermann P, Eggers K, Bierhaus A, Most P, Weichenhan D, Greten J, Nawroth PP, Katus HA, Remppis A: Increased proinflammatory endothelial response to S100A8/A9 after preactivation through advanced glycation end products. Cardiovasc Diabetol. 2006, 5: 6-10.1186/1475-2840-5-6.PubMedCentralCrossRefPubMed Ehlermann P, Eggers K, Bierhaus A, Most P, Weichenhan D, Greten J, Nawroth PP, Katus HA, Remppis A: Increased proinflammatory endothelial response to S100A8/A9 after preactivation through advanced glycation end products. Cardiovasc Diabetol. 2006, 5: 6-10.1186/1475-2840-5-6.PubMedCentralCrossRefPubMed
21.
go back to reference Hattori Y, Suzuki M, Hattori S, Kasai K: Vascular smooth muscle cell activation by glycated albumin (amadori adducts). Hypertension. 2002, 39: 22-28. 10.1161/hy1201.097300.CrossRefPubMed Hattori Y, Suzuki M, Hattori S, Kasai K: Vascular smooth muscle cell activation by glycated albumin (amadori adducts). Hypertension. 2002, 39: 22-28. 10.1161/hy1201.097300.CrossRefPubMed
22.
go back to reference Muhlestein JB, May HT, Jensen JR, Horne BD, Lanman RB, Lavasani F, Wolfert RL, Pearson RR, Yannicelli HD, Anderson JL: The reduction of inflammatory biomarkers by statin, fibrate, and combination therapy among diabetic patients with mixed dyslipidemia: the DIACOR (Diabetes and Combined Lipid Therapy Regimen) study. J Am Coll Cardiol. 2006, 48: 396-401. 10.1016/j.jacc.2006.05.009.CrossRefPubMed Muhlestein JB, May HT, Jensen JR, Horne BD, Lanman RB, Lavasani F, Wolfert RL, Pearson RR, Yannicelli HD, Anderson JL: The reduction of inflammatory biomarkers by statin, fibrate, and combination therapy among diabetic patients with mixed dyslipidemia: the DIACOR (Diabetes and Combined Lipid Therapy Regimen) study. J Am Coll Cardiol. 2006, 48: 396-401. 10.1016/j.jacc.2006.05.009.CrossRefPubMed
23.
go back to reference Ross R: Atherosclerosis-an inflammatory disease. N Engl J Med. 1999, 340: 115-126. 10.1056/NEJM199901143400207.CrossRefPubMed Ross R: Atherosclerosis-an inflammatory disease. N Engl J Med. 1999, 340: 115-126. 10.1056/NEJM199901143400207.CrossRefPubMed
24.
go back to reference Wilson AM, Ryan MC, Boyle AJ: The novel role of C-reactive protein in cardiovascular disease: risk marker or pathogen. Int J Cardiol. 2006, 106: 291-297. 10.1016/j.ijcard.2005.01.068.CrossRefPubMed Wilson AM, Ryan MC, Boyle AJ: The novel role of C-reactive protein in cardiovascular disease: risk marker or pathogen. Int J Cardiol. 2006, 106: 291-297. 10.1016/j.ijcard.2005.01.068.CrossRefPubMed
25.
go back to reference Pfutzner A, Forst T: High-sensitivity C-reactive protein as cardiovascular risk marker in patients with diabetes mellitus. Diabetes Technol Ther. 2006, 8: 28-36. 10.1089/dia.2006.8.28.CrossRefPubMed Pfutzner A, Forst T: High-sensitivity C-reactive protein as cardiovascular risk marker in patients with diabetes mellitus. Diabetes Technol Ther. 2006, 8: 28-36. 10.1089/dia.2006.8.28.CrossRefPubMed
26.
go back to reference Fonseca VA, Theuma P, Mudaliar S, Leissinger CA, Clejan S, Henry RR: Diabetes treatments have differential effects on nontraditional cardiovascular risk factors. J Diabetes Complications. 2006, 20: 14-20. 10.1016/j.jdiacomp.2005.05.009.CrossRefPubMed Fonseca VA, Theuma P, Mudaliar S, Leissinger CA, Clejan S, Henry RR: Diabetes treatments have differential effects on nontraditional cardiovascular risk factors. J Diabetes Complications. 2006, 20: 14-20. 10.1016/j.jdiacomp.2005.05.009.CrossRefPubMed
27.
go back to reference Kimberly MM, Cooper GR, Myers GL: An overview of inflammatory markers in type 2 diabetes from the perspective of the clinical chemist. Diabetes Technol Ther. 2006, 8: 37-44. 10.1089/dia.2006.8.37.CrossRefPubMed Kimberly MM, Cooper GR, Myers GL: An overview of inflammatory markers in type 2 diabetes from the perspective of the clinical chemist. Diabetes Technol Ther. 2006, 8: 37-44. 10.1089/dia.2006.8.37.CrossRefPubMed
28.
go back to reference Pfutzner A, Standl E, Strotmann HJ, Schulze J, Hohberg C, Lubben G, Pahler S, Schondorf T, Forst T: Association of high-sensitive C-reactive protein with advanced stage beta-cell dysfunction and insulin resistance in patients with type 2 diabetes mellitus. Clin Chem Lab Med. 2006, 44: 556-560. 10.1515/CCLM.2006.108.CrossRefPubMed Pfutzner A, Standl E, Strotmann HJ, Schulze J, Hohberg C, Lubben G, Pahler S, Schondorf T, Forst T: Association of high-sensitive C-reactive protein with advanced stage beta-cell dysfunction and insulin resistance in patients with type 2 diabetes mellitus. Clin Chem Lab Med. 2006, 44: 556-560. 10.1515/CCLM.2006.108.CrossRefPubMed
29.
go back to reference Myint KM, Yamamoto Y, Sakurai S, Harashima A, Watanabe T, Li H, Takeuchi A, Yoshimura K, Yonekura H, Yamamoto H: Blockade of diabetic vascular injury by controlling of AGE-RAGE system. Curr Drug Targets. 2005, 6: 447-452. 10.2174/1389450054021882.CrossRefPubMed Myint KM, Yamamoto Y, Sakurai S, Harashima A, Watanabe T, Li H, Takeuchi A, Yoshimura K, Yonekura H, Yamamoto H: Blockade of diabetic vascular injury by controlling of AGE-RAGE system. Curr Drug Targets. 2005, 6: 447-452. 10.2174/1389450054021882.CrossRefPubMed
30.
go back to reference Fisman EZ, Motro M, Tenenbaum A: Cardiovascular diabetology in the core of a novel interleukins classification: the bad, the good and the aloof. Cardiovasc Diabetol. 2003, 2: 11-10.1186/1475-2840-2-11.PubMedCentralCrossRefPubMed Fisman EZ, Motro M, Tenenbaum A: Cardiovascular diabetology in the core of a novel interleukins classification: the bad, the good and the aloof. Cardiovasc Diabetol. 2003, 2: 11-10.1186/1475-2840-2-11.PubMedCentralCrossRefPubMed
Metadata
Title
Value of serum glycated albumin and high-sensitivity C-reactive protein levels in the prediction of presence of coronary artery disease in patients with type 2 diabetes
Authors
Li Jin Pu
Lin Lu
Xue Wei Xu
Rui Yan Zhang
Qi Zhang
Jian Sheng Zhang
Jian Hu
Zheng Kun Yang
Feng Hua Ding
Qiu Jin Chen
Sheng Lou
Jie Shen
Dan Hong Fang
Wei Feng Shen
Publication date
01-12-2006
Publisher
BioMed Central
Published in
Cardiovascular Diabetology / Issue 1/2006
Electronic ISSN: 1475-2840
DOI
https://doi.org/10.1186/1475-2840-5-27

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