Skip to main content
Top
Published in: Cardiovascular Diabetology 1/2023

Open Access 01-12-2023 | Stroke | Research

Impact of individual microvascular disease on the risks of macrovascular complications in type 2 diabetes: a nationwide population-based cohort study

Authors: Fu-Shun Yen, James Cheng-Chung Wei, Ying-Hsiu Shih, Chih-Cheng Hsu, Chii-Min Hwu

Published in: Cardiovascular Diabetology | Issue 1/2023

Login to get access

Abstract

Background

This study compared the risks of cardiovascular morbidity and mortality between patients with type 2 diabetes (T2D) with and without microvascular diseases, and between matched patients with microvascular diseases.

Methods

We identified newly diagnosed type 2 diabetes patients from National Health Insurance Research Database in Taiwan from January 1, 2008, to December 31, 2019. Propensity score matching was applied to construct matched pairs of patients with diabetic kidney disease, retinopathy, or neuropathy. Multivariable Cox proportional-hazard models were adopted to compare the risks of cardiovascular morbidity and mortality.

Results

Patients with microvascular disease had a significantly higher risk of cardiovascular morbidities and mortality than those without microvascular disease. Among the matched cohorts, patients with diabetic retinopathy had a significantly higher risk of stroke development than those with diabetic kidney disease (aHR 1.11, 95%CI 1.03–1.2). Diabetic neuropathy showed a significantly higher risk of stroke development than diabetic kidney disease (aHR 1.17, 95%CI 1.1–1.25) and diabetic retinopathy (aHR 1.12, 95%CI 1.03–1.21). Diabetic retinopathy had a significantly higher risk of incident heart failure than diabetic kidney disease (aHR 1.43, 95%CI 1.3–1.57), and diabetic neuropathy had a significantly lower risk of incident heart failure than diabetic retinopathy (aHR 0.79, 95%CI 0.71–0.87).

Conclusions

T2D patients with microvascular disease have a significantly higher risk of cardiovascular morbidities and mortality than those without microvascular disease. In the matched cohorts, diabetic neuropathy was significantly associated with stroke development, and diabetic retinopathy had a significant association with heart failure compared to other microvascular diseases.
Appendix
Available only for authorised users
Literature
1.
go back to reference Sun H, Saeedi P, Karuranga S, Pinkepank M, Ogurtsova K, Duncan BB, et al. IDF Diabetes Atlas: global, regional and country-level diabetes prevalence estimates for 2021 and projections for 2045. Diabetes Res Clin Pract. 2022;183:109119.CrossRefPubMed Sun H, Saeedi P, Karuranga S, Pinkepank M, Ogurtsova K, Duncan BB, et al. IDF Diabetes Atlas: global, regional and country-level diabetes prevalence estimates for 2021 and projections for 2045. Diabetes Res Clin Pract. 2022;183:109119.CrossRefPubMed
2.
go back to reference American Diabetes Association Professional Practice Committee. 10. Cardiovascular disease and risk management: standards of medical care in diabetes-2022. Diabetes Care. 2022;45:S144-74. American Diabetes Association Professional Practice Committee. 10. Cardiovascular disease and risk management: standards of medical care in diabetes-2022. Diabetes Care. 2022;45:S144-74.
3.
go back to reference American Diabetes Association Professional Practice Committee, American Diabetes Association Professional Practice Committee. Chronic kidney disease and risk management: standards of medical care in diabetes-2022. Diabetes Care. 2022;11:45:S175–84. American Diabetes Association Professional Practice Committee, American Diabetes Association Professional Practice Committee. Chronic kidney disease and risk management: standards of medical care in diabetes-2022. Diabetes Care. 2022;11:45:S175–84.
4.
go back to reference American Diabetes Association Professional Practice Committee, American Diabetes Association Professional Practice Committee. 12. Retinopathy, neuropathy, and foot care: standards of medical care in diabetes-2022. Diabetes Care. 2022;45:185–94.CrossRef American Diabetes Association Professional Practice Committee, American Diabetes Association Professional Practice Committee. 12. Retinopathy, neuropathy, and foot care: standards of medical care in diabetes-2022. Diabetes Care. 2022;45:185–94.CrossRef
6.
go back to reference van Dieren S, Beulens JW, Kengne AP, Peelen LM, Rutten GEHM, Woodward M, et al. Prediction models for the risk of cardiovascular disease in patients with type 2 diabetes: a systematic review. Heart. 2012;98:360–9.CrossRefPubMed van Dieren S, Beulens JW, Kengne AP, Peelen LM, Rutten GEHM, Woodward M, et al. Prediction models for the risk of cardiovascular disease in patients with type 2 diabetes: a systematic review. Heart. 2012;98:360–9.CrossRefPubMed
7.
go back to reference Brownrigg JR, Hughes CO, Burleigh D, Karthikesalingam A, Patterson BO, Holt PJ, et al. Microvascular disease and risk of cardiovascular events among individuals with type 2 diabetes: a population-level cohort study. Lancet Diabetes Endocrinol. 2016;4:588–97.CrossRefPubMed Brownrigg JR, Hughes CO, Burleigh D, Karthikesalingam A, Patterson BO, Holt PJ, et al. Microvascular disease and risk of cardiovascular events among individuals with type 2 diabetes: a population-level cohort study. Lancet Diabetes Endocrinol. 2016;4:588–97.CrossRefPubMed
8.
go back to reference Rosenson RS, Fioretto P, Dodson PM. Does microvascular disease predict macrovascular events in type 2 diabetes? Atherosclerosis. 2011;218:13–8.CrossRefPubMed Rosenson RS, Fioretto P, Dodson PM. Does microvascular disease predict macrovascular events in type 2 diabetes? Atherosclerosis. 2011;218:13–8.CrossRefPubMed
9.
go back to reference Cheung N, Wong TY. Diabetic retinopathy and systemic vascular complications. Prog Retin Eye Res. 2008;27:161–76.CrossRefPubMed Cheung N, Wong TY. Diabetic retinopathy and systemic vascular complications. Prog Retin Eye Res. 2008;27:161–76.CrossRefPubMed
10.
go back to reference Ko SH, Song KH, Park SA, Kim SR, Cha BY, Son HY, et al. Cardiovascular autonomic dysfunction predicts acute ischaemic stroke in patients with type 2 diabetes mellitus: a 7-year follow-up study. Diabet Med. 2008;25:1171–7.CrossRefPubMed Ko SH, Song KH, Park SA, Kim SR, Cha BY, Son HY, et al. Cardiovascular autonomic dysfunction predicts acute ischaemic stroke in patients with type 2 diabetes mellitus: a 7-year follow-up study. Diabet Med. 2008;25:1171–7.CrossRefPubMed
11.
go back to reference Cheng TM. Taiwan’s new national health insurance program: genesis and experience so far. Health Aff (Millwood). 2003;22:61–76.CrossRefPubMed Cheng TM. Taiwan’s new national health insurance program: genesis and experience so far. Health Aff (Millwood). 2003;22:61–76.CrossRefPubMed
12.
go back to reference Lin CC, Lai MS, Syu CY, Chang SC, Tseng FY. Accuracy of diabetes diagnosis in health insurance claims data in Taiwan. J Formos Med Assoc. 2005;104:157–63.PubMed Lin CC, Lai MS, Syu CY, Chang SC, Tseng FY. Accuracy of diabetes diagnosis in health insurance claims data in Taiwan. J Formos Med Assoc. 2005;104:157–63.PubMed
13.
go back to reference Hsieh CY, Cheng CL, Lai EC, Wang MC, Chen CH, Li CY, et al. Identifying renal dysfunction in stroke patients using diagnostic codes in the Taiwan National Health Insurance Research Database. Int J Stroke. 2015;10:E5.CrossRefPubMed Hsieh CY, Cheng CL, Lai EC, Wang MC, Chen CH, Li CY, et al. Identifying renal dysfunction in stroke patients using diagnostic codes in the Taiwan National Health Insurance Research Database. Int J Stroke. 2015;10:E5.CrossRefPubMed
14.
go back to reference Lin KD, Hsu CC, Ou HY, Wang CY, Chin MC, Shin SJ. Diabetes-related kidney, eye, and foot disease in Taiwan: an analysis of nationwide data from 2005 to 2014. J Formos Med Assoc. 2019;118:103–10.CrossRef Lin KD, Hsu CC, Ou HY, Wang CY, Chin MC, Shin SJ. Diabetes-related kidney, eye, and foot disease in Taiwan: an analysis of nationwide data from 2005 to 2014. J Formos Med Assoc. 2019;118:103–10.CrossRef
15.
go back to reference Newton KM, Wagner EH, Ramsey SD, McCulloch D, Evans R, Sandhu N, et al. The use of automated data to identify complications and comorbidities of diabetes: a validation study. J Clin Epidemiol. 1999;52:199–207.CrossRefPubMed Newton KM, Wagner EH, Ramsey SD, McCulloch D, Evans R, Sandhu N, et al. The use of automated data to identify complications and comorbidities of diabetes: a validation study. J Clin Epidemiol. 1999;52:199–207.CrossRefPubMed
16.
go back to reference Christensen DH, Knudsen ST, Nicolaisen SK, Andersen H, Callaghan BC, Finnerup NB, et al. Can diabetic polyneuropathy and foot ulcers in patients with type 2 diabetes be accurately identified based on ICD-10 hospital diagnoses and drug prescriptions? Clin Epidemiol. 2019;11:311–21.CrossRefPubMedPubMedCentral Christensen DH, Knudsen ST, Nicolaisen SK, Andersen H, Callaghan BC, Finnerup NB, et al. Can diabetic polyneuropathy and foot ulcers in patients with type 2 diabetes be accurately identified based on ICD-10 hospital diagnoses and drug prescriptions? Clin Epidemiol. 2019;11:311–21.CrossRefPubMedPubMedCentral
17.
go back to reference Kuo S, Yang CT, Chen HY, Ou HT. Valuing health states of people with type 2 diabetes: analyses of the nationwide representative linked databases. J Diabetes Investig. 2021;12:1749–58.CrossRefPubMedPubMedCentral Kuo S, Yang CT, Chen HY, Ou HT. Valuing health states of people with type 2 diabetes: analyses of the nationwide representative linked databases. J Diabetes Investig. 2021;12:1749–58.CrossRefPubMedPubMedCentral
18.
go back to reference Meduru P, Helmer D, Rajan M, Tseng CL, Pogach L, Sambamoorthi U. Chronic illness with complexity: implications for performance measurement of optimal glycemic control. J Gen Intern Med. 2007;22:408–18.CrossRefPubMedPubMedCentral Meduru P, Helmer D, Rajan M, Tseng CL, Pogach L, Sambamoorthi U. Chronic illness with complexity: implications for performance measurement of optimal glycemic control. J Gen Intern Med. 2007;22:408–18.CrossRefPubMedPubMedCentral
19.
go back to reference Cheng CL, Lee CH, Chen PS, Li YH, Lin SJ, Yang YHK. Validation of acute myocardial infarction cases in the National Health Insurance Research Database in Taiwan. J Epidemiol. 2014;24:500–7.CrossRefPubMedPubMedCentral Cheng CL, Lee CH, Chen PS, Li YH, Lin SJ, Yang YHK. Validation of acute myocardial infarction cases in the National Health Insurance Research Database in Taiwan. J Epidemiol. 2014;24:500–7.CrossRefPubMedPubMedCentral
20.
go back to reference Lin YS, Chen TH, Chi CC, Lin MS, Tung TH, Liu CH, et al. Different implications of heart failure, ischemic stroke, and mortality between non-valvular atrial fibrillation and atrial flutter-a view from a national cohort study. J Am Heart Assoc. 2017;6:e006406.CrossRefPubMedPubMedCentral Lin YS, Chen TH, Chi CC, Lin MS, Tung TH, Liu CH, et al. Different implications of heart failure, ischemic stroke, and mortality between non-valvular atrial fibrillation and atrial flutter-a view from a national cohort study. J Am Heart Assoc. 2017;6:e006406.CrossRefPubMedPubMedCentral
21.
go back to reference Chan JCN, Lim LL, Wareham NJ, Shaw JE, Orchard TJ, Zhan P, et al. The Lancet commission on diabetes: using data to transform diabetes care and patient lives. Lancet. 2021;396:2019–82.CrossRefPubMed Chan JCN, Lim LL, Wareham NJ, Shaw JE, Orchard TJ, Zhan P, et al. The Lancet commission on diabetes: using data to transform diabetes care and patient lives. Lancet. 2021;396:2019–82.CrossRefPubMed
22.
go back to reference Pearce I, Simó R, Lövestam-Adrian M, Wong DT, Evans M. Association between diabetic eye disease and other complications of diabetes: implications for care. A systematic review. Diabetes Obes Metab. 2019;21:467–78.CrossRefPubMed Pearce I, Simó R, Lövestam-Adrian M, Wong DT, Evans M. Association between diabetic eye disease and other complications of diabetes: implications for care. A systematic review. Diabetes Obes Metab. 2019;21:467–78.CrossRefPubMed
23.
go back to reference Gregg EW, Li Y, Wang J, Burrows NR, Ali MK, Rolka D, et al. Changes in diabetes-related complications in the United States, 1990–2010. N Engl J Med. 2014;370:1514–23.CrossRefPubMed Gregg EW, Li Y, Wang J, Burrows NR, Ali MK, Rolka D, et al. Changes in diabetes-related complications in the United States, 1990–2010. N Engl J Med. 2014;370:1514–23.CrossRefPubMed
24.
go back to reference Pop-Busui R, Cleary PA, Braffett BH, Martin CL, Herman WH, Low PA, et al. Association between cardiovascular autonomic neuropathy and left ventricular dysfunction: DCCT/EDIC study (Diabetes Control and Complications Trial/Epidemiology of Diabetes Interventions and Complications). J Am Coll Cardiol. 2013;61:447–54.CrossRefPubMed Pop-Busui R, Cleary PA, Braffett BH, Martin CL, Herman WH, Low PA, et al. Association between cardiovascular autonomic neuropathy and left ventricular dysfunction: DCCT/EDIC study (Diabetes Control and Complications Trial/Epidemiology of Diabetes Interventions and Complications). J Am Coll Cardiol. 2013;61:447–54.CrossRefPubMed
25.
go back to reference Cheung N, Wang JJ, Rogers SL, Brancati F, Klein R, Sharrett AR, et al. Diabetic retinopathy and risk of heart failure. J Am Coll Cardiol. 2008;51:1573–8.CrossRefPubMed Cheung N, Wang JJ, Rogers SL, Brancati F, Klein R, Sharrett AR, et al. Diabetic retinopathy and risk of heart failure. J Am Coll Cardiol. 2008;51:1573–8.CrossRefPubMed
26.
go back to reference Töyry JP, Niskanen LK, Länsimies EA, Partanen KP, Uusitupa MI. Autonomic neuropathy predicts the development of stroke in patients with non-insulin-dependent diabetes mellitus. Stroke. 1996;27:1316–18.CrossRefPubMed Töyry JP, Niskanen LK, Länsimies EA, Partanen KP, Uusitupa MI. Autonomic neuropathy predicts the development of stroke in patients with non-insulin-dependent diabetes mellitus. Stroke. 1996;27:1316–18.CrossRefPubMed
27.
go back to reference Cohen JA, Estacio RO, Lundgren RA, Esler AL, Schrier RW. Diabetic autonomic neuropathy is associated with an increased incidence of strokes. Auton Neurosci. 2003;108:73–8.CrossRefPubMed Cohen JA, Estacio RO, Lundgren RA, Esler AL, Schrier RW. Diabetic autonomic neuropathy is associated with an increased incidence of strokes. Auton Neurosci. 2003;108:73–8.CrossRefPubMed
28.
go back to reference Lo SF, Chen WL, Muo CH, Chen PC, Chen SY, Kuo CL, et al. Microvascular parameters help to predict stroke risk in the asian diabetic population in Taiwan: a population based case-control study. Front Neurol. 2018;9:719.CrossRefPubMedPubMedCentral Lo SF, Chen WL, Muo CH, Chen PC, Chen SY, Kuo CL, et al. Microvascular parameters help to predict stroke risk in the asian diabetic population in Taiwan: a population based case-control study. Front Neurol. 2018;9:719.CrossRefPubMedPubMedCentral
29.
Metadata
Title
Impact of individual microvascular disease on the risks of macrovascular complications in type 2 diabetes: a nationwide population-based cohort study
Authors
Fu-Shun Yen
James Cheng-Chung Wei
Ying-Hsiu Shih
Chih-Cheng Hsu
Chii-Min Hwu
Publication date
01-12-2023
Publisher
BioMed Central
Published in
Cardiovascular Diabetology / Issue 1/2023
Electronic ISSN: 1475-2840
DOI
https://doi.org/10.1186/s12933-023-01821-8

Other articles of this Issue 1/2023

Cardiovascular Diabetology 1/2023 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine