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Estimated glucose disposal rate and long-term survival in type 2 diabetes after coronary artery bypass grafting

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Abstract

We performed a nationwide population-based cohort study to investigate the association between estimated glucose disposal rate (eGDR) and long-term survival after coronary artery bypass grafting (CABG) in patients with type 2 diabetes. All patients who underwent primary CABG in Sweden from 2006 to 2013 were identified from the SWEDEHEART register and by record linkage to the National Diabetes Register; all patients with type 2 diabetes were included and formed the study population. Patients were followed until 2013 through national registers for major adverse cardiovascular events and death from any cause. eGDR was calculated using waist circumference, hemoglobin A1c, and presence or the absence of hypertension. The association between eGDR and death was estimated using multivariable Cox regression. A total of 3256 patients were included. During a mean follow-up of 3.1 years (10,227 person-years), in total, 14 % patients died: 17 % (n = 186) in the 1st tertile (lowest eGDR), 14 % (n = 145) in the 2nd tertile, and 13 % (n = 133) in the 3rd tertile (highest eGDR). There was a significant association between eGDR and increased risk of death: adjusted hazard ratio (95 % confidence interval): 1.46 (1.12–1.90) for the 1st eGDR tertile compared to the 3rd and highest eGDR tertile. In conclusion, patients with type 2 diabetes who underwent CABG, a low eGDR, were associated with an increased risk of long-term all-cause mortality that was independent of other cardiovascular and metabolic risk factors. Insulin resistance measured by eGDR could be a useful risk marker in patients with type 2 diabetes and ischemic heart disease.

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References

  1. Shaw JE, Sicree RA, Zimmet PZ (2010) Global estimates of the prevalence of diabetes for 2010 and 2030. Diabetes Res Clin Pract 87:4–14

    Article  CAS  PubMed  Google Scholar 

  2. Whiting DR, Guariguata L, Weil C, Shaw J (2011) IDF diabetes atlas: global estimates of the prevalence of diabetes for 2011 and 2030. Diabetes Res Clin Pract 94:311–321

    Article  PubMed  Google Scholar 

  3. Gu K, Cowie CC, Harris MI (1998) Mortality in adults with and without diabetes in a national cohort of the U.S. population, 1971–1993. Diabetes Care 21:1138–1145

    Article  CAS  PubMed  Google Scholar 

  4. Franco OH, Steyerberg EW, Hu FB, Mackenbach J, Nusselder W (2007) Associations of diabetes mellitus with total life expectancy and life expectancy with and without cardiovascular disease. Arch Intern Med 167:1145–1151

    Article  PubMed  Google Scholar 

  5. Reaven GM (1988) Banting lecture 1988. Role of insulin resistance in human disease. Diabetes 37:1595–1607

    Article  CAS  PubMed  Google Scholar 

  6. Laakso M, Kuusisto J (2014) Insulin resistance and hyperglycaemia in cardiovascular disease development. Nat Rev Endocrinol 10:293–302

    Article  CAS  PubMed  Google Scholar 

  7. Mohammadi S, Dagenais F, Mathieu P, Kingma JG, Doyle D, Lopez S, Baillot R, Perron J, Charbonneau E, Dumont E, Metras J, Desaulniers D, Voisine P (2007) Long-term impact of diabetes and its comorbidities in patients undergoing isolated primary coronary artery bypass graft surgery. Circulation 116:I220–225

    PubMed  Google Scholar 

  8. Leavitt BJ, Sheppard L, Maloney C, Clough RA, Braxton JH, Charlesworth DC, Weintraub RM, Hernandez F, Olmstead EM, Nugent WC, O’Connor GT, Ross CS, Northern New England Cardiovascular Disease Study Group (2004) Effect of diabetes and associated conditions on long-term survival after coronary artery bypass graft surgery. Circulation 110:41–44

    Article  Google Scholar 

  9. Gallagher S, Kapur A, Lovell MJ, Jones DA, Kirkwood A, Hassan S, Archbold RA, Wragg A, Uppal R, Yaqoob MM (2014) Impact of diabetes mellitus and renal insufficiency on 5-year mortality following coronary artery bypass graft surgery: a cohort study of 4869 UK patients. Eur J Cardiothorac Surg 45:1075–1081

    Article  PubMed  Google Scholar 

  10. Calafiore AM, Di Mauro M, Di Giammarco G, Contini M, Vitolla G, Iaco AL, Canosa C, D’Alessandro S (2003) Effect of diabetes on early and late survival after isolated first coronary bypass surgery in multivessel disease. J Thorac Cardiovasc Surg 125:144–154

    Article  PubMed  Google Scholar 

  11. Lazzeri C, Valente S, Chiostri M, Attanà P, Mattesini A, Nesti M, Gensini GF (2014) Hyperglycemia, acute insulin resistance, and renal dysfunction in the early phase of ST-elevation myocardial infarction without previously known diabetes: impact on long-term prognosis. Heart Vessels 29:769–775

    Article  PubMed  Google Scholar 

  12. Bambace C, Sepe A, Zoico E, Telesca M, Olioso D, Venturi S, Rossi A, Corzato F, Faccioli S, Cominacini L, Santini F, Zamboni M (2014) Inflammatory profile in subcutaneous and epicardial adipose tissue in men with and without diabetes. Heart Vessels 29:42–48

    Article  PubMed  Google Scholar 

  13. Nakamura A, Monma Y, Kajitani S, Noda K, Nakajima S, Endo H, Takahashi T, Nozaki E (2015) Effect of glycemic state on postprandial hyperlipidemia and hyperinsulinemia in patients with coronary artery disease. Heart Vessels. doi:10.1007/s00380-015-0757-y

    Google Scholar 

  14. Halkos ME, Puskas JD, Lattouf OM, Kilgo P, Kerendi F, Song HK, Guyton RA, Thourani VH (2008) Elevated preoperative hemoglobin A1c level is predictive of adverse events after coronary artery bypass surgery. J Thorac Cardiovasc Surg 136:631–640

    Article  PubMed  Google Scholar 

  15. Echahidi N, Pibarot P, Despres JP, Daigle JM, Mohty D, Voisine P, Baillot R, Mathieu P (2007) Metabolic syndrome increases operative mortality in patients undergoing coronary artery bypass grafting surgery. J Am Coll Cardiol 50:843–851

    Article  PubMed  Google Scholar 

  16. Angeloni E, Melina G, Benedetto U, Refice S, Capuano F, Roscitano A, Comito C, Sinatra R (2012) Metabolic syndrome affects midterm outcome after coronary artery bypass grafting. Ann Thorac Surg 93:537–544

    Article  PubMed  Google Scholar 

  17. Kasai T, Miyauchi K, Kajimoto K, Kubota N, Yanagisawa N, Amano A, Daida H (2009) Relationship between the metabolic syndrome and the incidence of stroke after complete coronary revascularization over a 10-year follow-up period. Atherosclerosis 207:195–199

    Article  CAS  PubMed  Google Scholar 

  18. Kajimoto K, Kasai T, Miyauchi K, Hirose H, Yanagisawa N, Yamamoto T, Takazawa K, Niinami H, Hosoda Y, Daida H, Amano A (2008) Metabolic syndrome predicts 10-year mortality in non-diabetic patients following coronary artery bypass surgery. Circ J 72:1481–1486

    Article  PubMed  Google Scholar 

  19. Hallberg V, Palomaki A, Lahtela J, Voutilainen S, Tarkka M, Kataja M, Study G (2014) Associations of metabolic syndrome and diabetes mellitus with 16-year survival after CABG. Cardiovasc Diabetol 13:25

    Article  PubMed  PubMed Central  Google Scholar 

  20. Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults (2001) Executive Summary of The Third Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, And Treatment of High Blood Cholesterol In Adults (Adult Treatment Panel III). JAMA 285:2486–2497

    Article  Google Scholar 

  21. Alberti KG, Zimmet PZ (1998) Definition, diagnosis and classification of diabetes mellitus and its complications. Part 1: diagnosis and classification of diabetes mellitus provisional report of a WHO consultation. Diabet Med 15:539–553

    Article  CAS  PubMed  Google Scholar 

  22. Williams KV, Erbey JR, Becker D, Arslanian S, Orchard TJ (2000) Can clinical factors estimate insulin resistance in type 1 diabetes? Diabetes 49:626–632

    Article  CAS  PubMed  Google Scholar 

  23. Kilpatrick ES, Rigby AS, Atkin SL (2007) Insulin resistance, the metabolic syndrome, and complication risk in type 1 diabetes: “double diabetes” in the Diabetes Control and Complications Trial. Diabetes Care 30:707–712

    Article  CAS  PubMed  Google Scholar 

  24. Jernberg T, Attebring MF, Hambraeus K, Ivert T, James S, Jeppsson A, Lagerqvist B, Lindahl B, Stenestrand U, Wallentin L (2010) The Swedish Web-system for Enhancement and Development of Evidence-based care in Heart disease Evaluated According to Recommended Therapies (SWEDEHEART). Heart 96:1617–1621

    Article  PubMed  Google Scholar 

  25. Harnek J, Nilsson J, Friberg Ö, James S, Lagerqvist B, Hambraeus K, Cider A, Svennberg L, Attebring MF, Held C, Johansson P, Jernberg T (2013) The 2011 outcome from the Swedish Health Care Registry on Heart Disease (SWEDEHEART). Scand Cardiovasc J 47(Suppl 62):1–10

    Article  PubMed  Google Scholar 

  26. Emilsson L, Lindahl B, Koster M, Lambe M, Ludvigsson JF (2015) Review of 103 Swedish healthcare quality registries. J Intern Med 277:94–136

    Article  CAS  PubMed  Google Scholar 

  27. Lind M, Olsson M, Rosengren A, Svensson AM, Bounias I, Gudbjornsdottir S (2012) The relationship between glycaemic control and heart failure in 83,021 patients with type 2 diabetes. Diabetologia 55:2946–2953

    Article  CAS  PubMed  Google Scholar 

  28. Ludvigsson JF, Otterblad-Olausson P, Pettersson BU, Ekbom A (2009) The Swedish personal identity number: possibilities and pitfalls in healthcare and medical research. Eur J Epidemiol 24:659–667

    Article  PubMed  PubMed Central  Google Scholar 

  29. Holzmann MJ, Rathsman B, Eliasson B, Kuhl J, Svensson AM, Nyström T, Sartipy U (2015) Long-term prognosis in patients with type 1 and 2 diabetes mellitus after coronary artery bypass grafting. J Am Coll Cardiol 65:1644–1652

    Article  PubMed  Google Scholar 

  30. Ludvigsson JF, Andersson E, Ekbom A, Feychting M, Kim JL, Reuterwall C, Heurgren M, Olausson PO (2011) External review and validation of the Swedish national inpatient register. BMC Public Health 11:450

    Article  PubMed  PubMed Central  Google Scholar 

  31. Epstein EJ, Osman JL, Cohen HW, Rajpathak SN, Lewis O, Crandall JP (2013) Use of the estimated glucose disposal rate as a measure of insulin resistance in an urban multiethnic population with type 1 diabetes. Diabetes Care 36:2280–2285

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  32. Hoelzel W, Weykamp C, Jeppsson JO, Miedema K, Barr JR, Goodall I, Hoshino T, John WG, Kobold U, Little R, Mosca A, Mauri P, Paroni R, Susanto F, Takei I, Thienpont L, Umemoto M, Wiedmeyer HM, IFCC Working Group on HbA1c Standardization (2004) IFCC reference system for measurement of hemoglobin A1c in human blood and the national standardization schemes in the United States, Japan, and Sweden: a method-comparison study. Clin Chem 50:166–174

    Article  CAS  PubMed  Google Scholar 

  33. Lind M, Odén A, Fahlén M, Eliasson B (2008) A systematic review of glycated hemoglobin variables used in the study of diabetic complications. Diab Met Syndr Clin Res Rev 2:282–293

    Google Scholar 

  34. Ingelsson E, Arnlöv J, Sundström J, Lind L (2005) The validity of a diagnosis of heart failure in a hospital discharge register. Eur J Heart Fail 7:787–791

    Article  PubMed  Google Scholar 

  35. White IR, Royston P, Wood AM (2011) Multiple imputation using chained equations: issues and guidance for practice. Stat Med 30:377–399

    Article  PubMed  Google Scholar 

  36. White IR, Royston P (2009) Imputing missing covariate values for the Cox model. Stat Med 28:1982–1998

    Article  PubMed  PubMed Central  Google Scholar 

  37. Eddy D, Schlessinger L, Kahn R, Peskin B, Schiebinger R (2009) Relationship of insulin resistance and related metabolic variables to coronary artery disease: a mathematical analysis. Diabetes Care 32:361–366

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  38. Engel AM, McDonough S, Smith JM (2009) Does an obese body mass index affect hospital outcomes after coronary artery bypass graft surgery? Ann Thorac Surg 88:1793–1800

    Article  PubMed  Google Scholar 

  39. van Straten AH, Bramer S, Soliman Hamad MA, van Zundert AA, Martens EJ, Schonberger JP, de Wolf AM (2010) Effect of body mass index on early and late mortality after coronary artery bypass grafting. Ann Thorac Surg 89:30–37

    Article  PubMed  Google Scholar 

  40. Pickup JC (2004) Inflammation and activated innate immunity in the pathogenesis of type 2 diabetes. Diabetes Care 27:813–823

    Article  PubMed  Google Scholar 

  41. Angeloni E, Paneni F, Landmesser U, Benedetto U, Melina G, Luscher TF, Volpe M, Sinatra R, Cosentino F (2013) Lack of protective role of HDL-C in patients with coronary artery disease undergoing elective coronary artery bypass grafting. Eur Heart J 34:3557–3562

    Article  CAS  PubMed  Google Scholar 

  42. Tennyson C, Lee R, Attia R (2013) Is there a role for HbA1c in predicting mortality and morbidity outcomes after coronary artery bypass graft surgery? Interact CardioVasc Thorac Surg 17:1000–1008

    Article  PubMed  PubMed Central  Google Scholar 

  43. Hudson CC, Welsby IJ, Phillips-Bute B, Mathew JP, Lutz A, Chad Hughes G, Stafford-Smith M, Cardiothoracic Anesthesiology Research Endeavors G (2010) Glycosylated hemoglobin levels and outcome in non-diabetic cardiac surgery patients. Can J Anaesth 57:565–572

    Article  PubMed  Google Scholar 

  44. McGinn JT Jr, Shariff MA, Bhat TM, Azab B, Molloy WJ, Quattrocchi E, Farid M, Eichorn AM, Dlugacz YD, Silverman RA (2011) Prevalence of dysglycemia among coronary artery bypass surgery patients with no previous diabetic history. J Cardiothorac Surg 6:104

    Article  PubMed  PubMed Central  Google Scholar 

  45. Matsuura K, Imamaki M, Ishida A, Shimura H, Niitsuma Y, Miyazaki M (2009) Off-pump coronary artery bypass grafting for poorly controlled diabetic patients. Ann Thorac Cardiovasc Surg 15:18–22

    PubMed  Google Scholar 

  46. Knapik P, Ciesla D, Filipiak K, Knapik M, Zembala M (2011) Prevalence and clinical significance of elevated preoperative glycosylated hemoglobin in diabetic patients scheduled for coronary artery surgery. Eur J Cardiothorac Surg 39:484–489

    Article  PubMed  Google Scholar 

  47. Tsuruta R, Miyauchi K, Yamamoto T, Dohi S, Tambara K, Dohi T, Inaba H, Kuwaki K, Daida H, Amano A (2011) Effect of preoperative hemoglobin A1c levels on long-term outcomes for diabetic patients after off-pump coronary artery bypass grafting. J Cardiol 57:181–186

    Article  PubMed  Google Scholar 

  48. Sharma PK, Agarwal S, Ellis SG, Goel SS, Cho L, Tuzcu EM, Lincoff AM, Kapadia SR (2014) Association of glycemic control with mortality in patients with diabetes mellitus undergoing percutaneous coronary intervention. Circ Cardiovasc Interv 7:503–509

    Article  CAS  PubMed  Google Scholar 

  49. Carr ME (2001) Diabetes mellitus: a hypercoagulable state. J Diabetes Complicat 15:44–54

    Article  CAS  PubMed  Google Scholar 

  50. Gaede P, Lund-Andersen H, Parving HH, Pedersen O (2008) Effect of a multifactorial intervention on mortality in type 2 diabetes. N Engl J Med 358:580–591

    Article  CAS  PubMed  Google Scholar 

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Acknowledgments

The authors are grateful to the steering committees of SWEDEHEART and NDR for providing data for this study.

Grant support

This study was supported by grants from the Swedish Society of Medicine (T.N, M.J.H, U.S.), Karolinska Institutet Foundations and Funds (M.J.H. and U.S.), the Mats Kleberg Foundation (U.S.), and the Swedish Heart and Lung Foundation (T.N).

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Correspondence to Ulrik Sartipy.

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Nyström, T., Holzmann, M.J., Eliasson, B. et al. Estimated glucose disposal rate and long-term survival in type 2 diabetes after coronary artery bypass grafting. Heart Vessels 32, 269–278 (2017). https://doi.org/10.1007/s00380-016-0875-1

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