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Published in: Cardiovascular Diabetology 1/2017

Open Access 01-12-2017 | Original investigation

Comparative effects of microvascular and macrovascular disease on the risk of major outcomes in patients with type 2 diabetes

Authors: Kamel Mohammedi, Mark Woodward, Michel Marre, Stephen Colagiuri, Mark Cooper, Stephen Harrap, Giuseppe Mancia, Neil Poulter, Bryan Williams, Sophia Zoungas, John Chalmers

Published in: Cardiovascular Diabetology | Issue 1/2017

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Abstract

Background

Microvascular disease is associated with a high risk of macrovascular events in patients with type 2 diabetes, but the impact of macrovascular disease on the risk of microvascular events remains unknown. We sought to evaluate the respective effects of prior microvascular and macrovascular disease on the risk of major outcomes, including microvascular events, in these patients.

Methods

Participants in the Action in Diabetes and Vascular Disease: PreterAx and DiamicroN Modified-Release Controlled Evaluation (ADVANCE) trial (n = 11,140) and the ADVANCE-ON post-trial study (n = 8494) were categorized into 4 groups at baseline: dual absence of microvascular or macrovascular disease (n = 6789), presence of microvascular disease alone (n = 761), macrovascular disease alone (n = 3196), and both (n = 394). Outcomes were all-cause mortality, major macrovascular events (MACE), and major clinical microvascular events.

Results

All-cause mortality, MACE, and major clinical microvascular events occurred in 2265 (20%), 2166 (19%), and 807 (7%) participants respectively, during a median follow-up of 9.9 (inter-quartile interval 5.6–10.9) years. The adjusted hazard ratios [95% CI] of death, MACE, and major clinical microvascular events were each greater in patients with baseline microvascular disease (1.43 [1.20–1.71], 1.64 [1.37–1.97], and 4.74 [3.86–5.82], respectively), macrovascular disease (1.43 [1.30–1.57], 2.04 [1.86–2.25], and 1.26 [1.06–1.51]) or both (2.01 [1.65–2.45], 2.92 [2.40–3.55], and 6.30 [4.93–8.06]) compared with those without these conditions. No interaction was observed between baseline microvascular and macrovascular disease for these events. The addition of microvascular disease (change in c-statistic [95% CI] 0.005 [0.002–0.008], p = 0.02) or macrovascular disease (0.005 [0.002–0.007], p < 0.0001) considered separately or together (0.011 [0.007–0.014], p < 0.0001) improved the discrimination and the classification (integrated discrimination improvement (IDI): 0.013 [0.010–0.016], p < 0.001; net reclassification improvement (NRI): 0.021 [0.011–0.032], p < 0.001) of the risk of all-cause mortality. Microvascular disease improved discrimination (0.009 [0.003–0.014]) and classification (IDI: 0.008 [0.006–0.010]; NRI: 0.011 [0.001–0.020]) of MACE. Baseline macrovascular disease modestly enhanced IDI (0.002 [0.001–0.002]) and NRI (0.041 [0.002–0.087]), but not discrimination, of major clinical microvascular events.

Conclusions

Microvascular and macrovascular disease are independently associated with the 10-year risk of death, MACE, and major clinical microvascular events in patients with type 2 diabetes. The coexistence of these conditions was associated with the highest risks.
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Literature
1.
go back to reference Cordero A, Lopez-Palop R, Carrillo P, Moreno-Arribas J, Bertomeu-Gonzalez V, Frutos A, Garcia-Carrilero M, Gunturiz C, Bertomeu-Martinez V. Comparison of long-term mortality for cardiac diseases in patients with versus without diabetes mellitus. Am J Cardiol. 2016;117(7):1088–94.CrossRefPubMed Cordero A, Lopez-Palop R, Carrillo P, Moreno-Arribas J, Bertomeu-Gonzalez V, Frutos A, Garcia-Carrilero M, Gunturiz C, Bertomeu-Martinez V. Comparison of long-term mortality for cardiac diseases in patients with versus without diabetes mellitus. Am J Cardiol. 2016;117(7):1088–94.CrossRefPubMed
2.
go back to reference Bots SH, van der Graaf Y, Nathoe HM, de Borst GJ, Kappelle JL, Visseren FL, Westerink J. The influence of baseline risk on the relation between HbA1c and risk for new cardiovascular events and mortality in patients with type 2 diabetes and symptomatic cardiovascular disease. Cardiovasc Diabetol. 2016;15(1I):101.CrossRefPubMedPubMedCentral Bots SH, van der Graaf Y, Nathoe HM, de Borst GJ, Kappelle JL, Visseren FL, Westerink J. The influence of baseline risk on the relation between HbA1c and risk for new cardiovascular events and mortality in patients with type 2 diabetes and symptomatic cardiovascular disease. Cardiovasc Diabetol. 2016;15(1I):101.CrossRefPubMedPubMedCentral
3.
go back to reference Krentz AJ, Clough G, Byrne CD. Interactions between microvascular and macrovascular disease in diabetes: pathophysiology and therapeutic implications. Diabetes Obes Metab. 2007;9(6I):781–91.CrossRefPubMed Krentz AJ, Clough G, Byrne CD. Interactions between microvascular and macrovascular disease in diabetes: pathophysiology and therapeutic implications. Diabetes Obes Metab. 2007;9(6I):781–91.CrossRefPubMed
4.
go back to reference Bramlage P, Gitt AK, Schneider S, Deeg E, Tschope D. Clinical course and outcomes of type-2 diabetic patients after treatment intensification for insufficient glycaemic control—results of the 2 year prospective DiaRegis follow-up. BMC Cardiovasc Disord. 2014;14:162.CrossRefPubMedPubMedCentral Bramlage P, Gitt AK, Schneider S, Deeg E, Tschope D. Clinical course and outcomes of type-2 diabetic patients after treatment intensification for insufficient glycaemic control—results of the 2 year prospective DiaRegis follow-up. BMC Cardiovasc Disord. 2014;14:162.CrossRefPubMedPubMedCentral
5.
go back to reference Kontopantelis E, Springate DA, Reeves D, Ashcroft DM, Rutter MK, Buchan I, Doran T. Glucose, blood pressure and cholesterol levels and their relationships to clinical outcomes in type 2 diabetes: a retrospective cohort study. Diabetologia. 2015;58(3I):505–18.CrossRefPubMed Kontopantelis E, Springate DA, Reeves D, Ashcroft DM, Rutter MK, Buchan I, Doran T. Glucose, blood pressure and cholesterol levels and their relationships to clinical outcomes in type 2 diabetes: a retrospective cohort study. Diabetologia. 2015;58(3I):505–18.CrossRefPubMed
6.
go back to reference Brownrigg JR, Hughes CO, Burleigh D, Karthikesalingam A, Patterson BO, Holt PJ, Thompson MM, de Lusignan S, Ray KK, Hinchliffe RJ. Microvascular disease and risk of cardiovascular events among individuals with type 2 diabetes: a population-level cohort study. Lancet Diabetes Endocrinol. 2016;4(7I):588–97.CrossRefPubMed Brownrigg JR, Hughes CO, Burleigh D, Karthikesalingam A, Patterson BO, Holt PJ, Thompson MM, de Lusignan S, Ray KK, Hinchliffe RJ. Microvascular disease and risk of cardiovascular events among individuals with type 2 diabetes: a population-level cohort study. Lancet Diabetes Endocrinol. 2016;4(7I):588–97.CrossRefPubMed
7.
go back to reference ADVANCE Management Committee. Study rationale and design of ADVANCE: action in diabetes and vascular disease–preterax and diamicron MR controlled evaluation. Diabetologia. 2001;44(9I):1118–20. ADVANCE Management Committee. Study rationale and design of ADVANCE: action in diabetes and vascular disease–preterax and diamicron MR controlled evaluation. Diabetologia. 2001;44(9I):1118–20.
8.
go back to reference Patel A, MacMahon S, Chalmers J, Neal B, Billot L, Woodward M, Marre M, Cooper M, Glasziou P, Grobbee D, et al. Intensive blood glucose control and vascular outcomes in patients with type 2 diabetes. N Engl J Med. 2008;358(24I):2560–72.PubMed Patel A, MacMahon S, Chalmers J, Neal B, Billot L, Woodward M, Marre M, Cooper M, Glasziou P, Grobbee D, et al. Intensive blood glucose control and vascular outcomes in patients with type 2 diabetes. N Engl J Med. 2008;358(24I):2560–72.PubMed
9.
go back to reference Patel A, MacMahon S, Chalmers J, Neal B, Woodward M, Billot L, Harrap S, Poulter N, Marre M, Cooper M, et al. Effects of a fixed combination of perindopril and indapamide on macrovascular and microvascular outcomes in patients with type 2 diabetes mellitus (the ADVANCE trial): a randomised controlled trial. Lancet. 2007;370(9590I):829–40.CrossRefPubMed Patel A, MacMahon S, Chalmers J, Neal B, Woodward M, Billot L, Harrap S, Poulter N, Marre M, Cooper M, et al. Effects of a fixed combination of perindopril and indapamide on macrovascular and microvascular outcomes in patients with type 2 diabetes mellitus (the ADVANCE trial): a randomised controlled trial. Lancet. 2007;370(9590I):829–40.CrossRefPubMed
10.
go back to reference Zoungas S, Chalmers J, Neal B, Billot L, Li Q, Hirakawa Y, Arima H, Monaghan H, Joshi R, Colagiuri S, et al. Follow-up of blood-pressure lowering and glucose control in type 2 diabetes. N Engl J Med. 2014;371(15I):1392–406.CrossRefPubMed Zoungas S, Chalmers J, Neal B, Billot L, Li Q, Hirakawa Y, Arima H, Monaghan H, Joshi R, Colagiuri S, et al. Follow-up of blood-pressure lowering and glucose control in type 2 diabetes. N Engl J Med. 2014;371(15I):1392–406.CrossRefPubMed
11.
go back to reference KDIGO Group. KDIGO 2012 clinical practice guideline for the evaluation and management of chronic kidney disease. Kidney Inter. 2013;3(1):1–150.CrossRef KDIGO Group. KDIGO 2012 clinical practice guideline for the evaluation and management of chronic kidney disease. Kidney Inter. 2013;3(1):1–150.CrossRef
12.
go back to reference Pencina MJ, D’Agostino RB. Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Stat Med. 2004;23(13I):2109–23.CrossRefPubMed Pencina MJ, D’Agostino RB. Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Stat Med. 2004;23(13I):2109–23.CrossRefPubMed
13.
go back to reference Fine JP, Gray RJ. A proportional hazards model for the subdistribution of a competing risk. J Am Stat Assoc. 1999;94:496–509.CrossRef Fine JP, Gray RJ. A proportional hazards model for the subdistribution of a competing risk. J Am Stat Assoc. 1999;94:496–509.CrossRef
14.
go back to reference Woodward M, Hirakawa Y, Kengne AP, Matthews DR, Zoungas S, Patel A, Poulter N, Grobbee R, Cooper M, Jardine M, et al. Prediction of 10-year vascular risk in patients with diabetes: the AD-ON risk score. Diabetes Obes Metab. 2016;18(3I):289–94.CrossRefPubMed Woodward M, Hirakawa Y, Kengne AP, Matthews DR, Zoungas S, Patel A, Poulter N, Grobbee R, Cooper M, Jardine M, et al. Prediction of 10-year vascular risk in patients with diabetes: the AD-ON risk score. Diabetes Obes Metab. 2016;18(3I):289–94.CrossRefPubMed
15.
go back to reference Mohammedi K, Woodward M, Hirakawa Y, Zoungas S, Williams B, Lisheng L, Rodgers A, Mancia G, Neal B, Harrap S, et al. Microvascular and macrovascular disease and risk for major peripheral arterial disease in patients with type 2 diabetes. Diabetes Care. 2016;39(10I):1796–803.CrossRefPubMed Mohammedi K, Woodward M, Hirakawa Y, Zoungas S, Williams B, Lisheng L, Rodgers A, Mancia G, Neal B, Harrap S, et al. Microvascular and macrovascular disease and risk for major peripheral arterial disease in patients with type 2 diabetes. Diabetes Care. 2016;39(10I):1796–803.CrossRefPubMed
16.
go back to reference Sorensen BM, Houben AJ, Berendschot TT, Schouten JS, Kroon AA, van der Kallen CJ, Henry RM, Koster A, Sep SJ, Dagnelie PC, et al. Prediabetes and type 2 diabetes are associated with generalized microvascular dysfunction: the maastricht study. Circulation. 2016;134(18I):1339–52.CrossRefPubMed Sorensen BM, Houben AJ, Berendschot TT, Schouten JS, Kroon AA, van der Kallen CJ, Henry RM, Koster A, Sep SJ, Dagnelie PC, et al. Prediabetes and type 2 diabetes are associated with generalized microvascular dysfunction: the maastricht study. Circulation. 2016;134(18I):1339–52.CrossRefPubMed
17.
go back to reference von Scholten BJ, Hasbak P, Christensen TE, Ghotbi AA, Kjaer A, Rossing P, Hansen TW. Cardiac (82)Rb PET/CT for fast and non-invasive assessment of microvascular function and structure in asymptomatic patients with type 2 diabetes. Diabetologia. 2016;59(2I):371–8.CrossRef von Scholten BJ, Hasbak P, Christensen TE, Ghotbi AA, Kjaer A, Rossing P, Hansen TW. Cardiac (82)Rb PET/CT for fast and non-invasive assessment of microvascular function and structure in asymptomatic patients with type 2 diabetes. Diabetologia. 2016;59(2I):371–8.CrossRef
18.
go back to reference von Scholten BJ, Hansen CS, Hasbak P, Kjaer A, Rossing P, Hansen TW. Cardiac autonomic function is associated with the coronary microcirculatory function in patients with type 2 diabetes. Diabetes. 2016;65(10I):3129–38.CrossRef von Scholten BJ, Hansen CS, Hasbak P, Kjaer A, Rossing P, Hansen TW. Cardiac autonomic function is associated with the coronary microcirculatory function in patients with type 2 diabetes. Diabetes. 2016;65(10I):3129–38.CrossRef
19.
go back to reference Mohammedi K, Woodward M, Hirakawa Y, Zoungas S, Colagiuri S, Hamet P, Harrap S, Poulter N, Matthews DR, Marre M, et al. Presentations of major peripheral arterial disease and risk of major outcomes in patients with type 2 diabetes: results from the ADVANCE-ON study. Cardiovasc Diabetol. 2016;15(1I):129.CrossRefPubMedPubMedCentral Mohammedi K, Woodward M, Hirakawa Y, Zoungas S, Colagiuri S, Hamet P, Harrap S, Poulter N, Matthews DR, Marre M, et al. Presentations of major peripheral arterial disease and risk of major outcomes in patients with type 2 diabetes: results from the ADVANCE-ON study. Cardiovasc Diabetol. 2016;15(1I):129.CrossRefPubMedPubMedCentral
20.
go back to reference Lee JM, Jung JH, Hwang D, Park J, Fan Y, Na SH, Doh JH, Nam CW, Shin ES, Koo BK. Coronary flow reserve and microcirculatory resistance in patients with intermediate coronary stenosis. J Am Coll Cardiol. 2016;67(10I):1158–69.CrossRefPubMed Lee JM, Jung JH, Hwang D, Park J, Fan Y, Na SH, Doh JH, Nam CW, Shin ES, Koo BK. Coronary flow reserve and microcirculatory resistance in patients with intermediate coronary stenosis. J Am Coll Cardiol. 2016;67(10I):1158–69.CrossRefPubMed
21.
go back to reference Low Wang CC, Hess CN, Hiatt WR, Goldfine AB. Clinical update: cardiovascular disease in diabetes mellitus: atherosclerotic cardiovascular disease and heart failure in type 2 diabetes mellitus—mechanisms, management, and clinical considerations. Circulation. 2016;133(24I):2459–502.CrossRefPubMedPubMedCentral Low Wang CC, Hess CN, Hiatt WR, Goldfine AB. Clinical update: cardiovascular disease in diabetes mellitus: atherosclerotic cardiovascular disease and heart failure in type 2 diabetes mellitus—mechanisms, management, and clinical considerations. Circulation. 2016;133(24I):2459–502.CrossRefPubMedPubMedCentral
22.
go back to reference Reinhard H, Wiinberg N, Hansen PR, Kjaer A, Petersen CL, Winther K, Parving HH, Rossing P, Jacobsen PK. NT-proBNP levels, atherosclerosis and vascular function in asymptomatic type 2 diabetic patients with microalbuminuria: peripheral reactive hyperaemia index but not NT-proBNP is an independent predictor of coronary atherosclerosis. Cardiovasc Diabetol. 2011;10:71.CrossRefPubMedPubMedCentral Reinhard H, Wiinberg N, Hansen PR, Kjaer A, Petersen CL, Winther K, Parving HH, Rossing P, Jacobsen PK. NT-proBNP levels, atherosclerosis and vascular function in asymptomatic type 2 diabetic patients with microalbuminuria: peripheral reactive hyperaemia index but not NT-proBNP is an independent predictor of coronary atherosclerosis. Cardiovasc Diabetol. 2011;10:71.CrossRefPubMedPubMedCentral
23.
go back to reference Avogaro A, Fadini GP, Sesti G, Bonora E, Del Prato S. Continued efforts to translate diabetes cardiovascular outcome trials into clinical practice. Cardiovasc Diabetol. 2016;15(1I):111.CrossRefPubMedPubMedCentral Avogaro A, Fadini GP, Sesti G, Bonora E, Del Prato S. Continued efforts to translate diabetes cardiovascular outcome trials into clinical practice. Cardiovasc Diabetol. 2016;15(1I):111.CrossRefPubMedPubMedCentral
24.
go back to reference Brownlee M. The pathobiology of diabetic complications: a unifying mechanism. Diabetes. 2005;54(6I):1615–25.CrossRefPubMed Brownlee M. The pathobiology of diabetic complications: a unifying mechanism. Diabetes. 2005;54(6I):1615–25.CrossRefPubMed
26.
go back to reference Doney AS, Lee S, Leese GP, Morris AD, Palmer CN. Increased cardiovascular morbidity and mortality in type 2 diabetes is associated with the glutathione S transferase theta-null genotype: a Go-DARTS study. Circulation. 2005;111(22I):2927–34.CrossRefPubMed Doney AS, Lee S, Leese GP, Morris AD, Palmer CN. Increased cardiovascular morbidity and mortality in type 2 diabetes is associated with the glutathione S transferase theta-null genotype: a Go-DARTS study. Circulation. 2005;111(22I):2927–34.CrossRefPubMed
27.
go back to reference Higashi Y, Noma K, Yoshizumi M, Kihara Y. Endothelial function and oxidative stress in cardiovascular diseases. Circ J. 2009;73(3I):411–8.CrossRefPubMed Higashi Y, Noma K, Yoshizumi M, Kihara Y. Endothelial function and oxidative stress in cardiovascular diseases. Circ J. 2009;73(3I):411–8.CrossRefPubMed
28.
go back to reference Rosa CM, Xavier NP, Henrique Campos D, Fernandes AA, Cezar MD, Martinez PF, Cicogna AC, Gimenes C, Gimenes R, Okoshi MP, et al. Diabetes mellitus activates fetal gene program and intensifies cardiac remodeling and oxidative stress in aged spontaneously hypertensive rats. Cardiovasc Diabetol. 2013;12:152.CrossRefPubMedPubMedCentral Rosa CM, Xavier NP, Henrique Campos D, Fernandes AA, Cezar MD, Martinez PF, Cicogna AC, Gimenes C, Gimenes R, Okoshi MP, et al. Diabetes mellitus activates fetal gene program and intensifies cardiac remodeling and oxidative stress in aged spontaneously hypertensive rats. Cardiovasc Diabetol. 2013;12:152.CrossRefPubMedPubMedCentral
29.
go back to reference Patel H, Chen J, Das KC, Kavdia M. Hyperglycemia induces differential change in oxidative stress at gene expression and functional levels in HUVEC and HMVEC. Cardiovasc Diabetol. 2013;12:142.CrossRefPubMedPubMedCentral Patel H, Chen J, Das KC, Kavdia M. Hyperglycemia induces differential change in oxidative stress at gene expression and functional levels in HUVEC and HMVEC. Cardiovasc Diabetol. 2013;12:142.CrossRefPubMedPubMedCentral
30.
go back to reference Odegaard AO, Jacobs DR Jr, Sanchez OA, Goff DC Jr, Reiner AP, Gross MD. Oxidative stress, inflammation, endothelial dysfunction and incidence of type 2 diabetes. Cardiovasc Diabetol. 2016;15:51.CrossRefPubMedPubMedCentral Odegaard AO, Jacobs DR Jr, Sanchez OA, Goff DC Jr, Reiner AP, Gross MD. Oxidative stress, inflammation, endothelial dysfunction and incidence of type 2 diabetes. Cardiovasc Diabetol. 2016;15:51.CrossRefPubMedPubMedCentral
31.
go back to reference Hopps E, Noto D, Caimi G, Averna MR. A novel component of the metabolic syndrome: the oxidative stress. Nutr Metab Cardiovasc Dis. 2010;20(1I):72–7.CrossRefPubMed Hopps E, Noto D, Caimi G, Averna MR. A novel component of the metabolic syndrome: the oxidative stress. Nutr Metab Cardiovasc Dis. 2010;20(1I):72–7.CrossRefPubMed
32.
go back to reference Fadini GP, Rigato M, Cappellari R, Bonora BM, Avogaro A. Long-term prediction of cardiovascular outcomes by circulating CD34+ and CD34+ CD133+ stem cells in patients with type 2 diabetes. Diabetes Care. 2017;40(1I):125–31.CrossRefPubMed Fadini GP, Rigato M, Cappellari R, Bonora BM, Avogaro A. Long-term prediction of cardiovascular outcomes by circulating CD34+ and CD34+ CD133+ stem cells in patients with type 2 diabetes. Diabetes Care. 2017;40(1I):125–31.CrossRefPubMed
33.
go back to reference Rigato M, Bittante C, Albiero M, Avogaro A, Fadini GP. Circulating progenitor cell count predicts microvascular outcomes in type 2 diabetic patients. J Clin Endocrinol Metab. 2015;100(7I):2666–72.CrossRefPubMed Rigato M, Bittante C, Albiero M, Avogaro A, Fadini GP. Circulating progenitor cell count predicts microvascular outcomes in type 2 diabetic patients. J Clin Endocrinol Metab. 2015;100(7I):2666–72.CrossRefPubMed
34.
go back to reference Oikawa A, Siragusa M, Quaini F, Mangialardi G, Katare RG, Caporali A, van Buul JD, van Alphen FP, Graiani G, Spinetti G, et al. Diabetes mellitus induces bone marrow microangiopathy. Arterioscler Thromb Vasc Biol. 2010;30(3I):498–508.CrossRefPubMed Oikawa A, Siragusa M, Quaini F, Mangialardi G, Katare RG, Caporali A, van Buul JD, van Alphen FP, Graiani G, Spinetti G, et al. Diabetes mellitus induces bone marrow microangiopathy. Arterioscler Thromb Vasc Biol. 2010;30(3I):498–508.CrossRefPubMed
Metadata
Title
Comparative effects of microvascular and macrovascular disease on the risk of major outcomes in patients with type 2 diabetes
Authors
Kamel Mohammedi
Mark Woodward
Michel Marre
Stephen Colagiuri
Mark Cooper
Stephen Harrap
Giuseppe Mancia
Neil Poulter
Bryan Williams
Sophia Zoungas
John Chalmers
Publication date
01-12-2017
Publisher
BioMed Central
Published in
Cardiovascular Diabetology / Issue 1/2017
Electronic ISSN: 1475-2840
DOI
https://doi.org/10.1186/s12933-017-0574-y

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