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1.
J Assoc Physicians India ; 72(7): 59-63, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38990588

ABSTRACT

OBJECTIVE: To explore the utility of heart rate variability (HRV), a noninvasive marker of cardiac autonomic activity, as a prescreening tool for the prediction of micro- and macrovascular complications in type 2 diabetes mellitus (T2DM). METHODS: Consenting type 2 diabetic patients of both genders between 30 and 70 years, without known micro- and macrovascular complications of diabetes, were enrolled. Patients with medications affecting the HRV were excluded. Prior to other screening tests, 15 minutes of resting electrocardiogram (ECG) (1 kHz) was recorded in enrolled patients, followed by an exercise stress test and assessment for nephropathy, retinopathy, and peripheral neuropathy. The patients with positive stress tests were referred for coronary angiography to confirm coronary artery disease. Based on screening test results, patients were grouped as Group I-T2DM without complications (n = 31) and Group II-T2DM with micro/macrovascular complications (n = 29), (total = 60). RESULTS: Group comparison and test for association were employed, and p-value of <0.05 was considered significant. Significantly reduced HRV (decreased standard deviation of NN interval) between groups and a strong association of HRV indices with complications of diabetes were observed. Logistic regression to classify complicated vs noncomplicated group was used, and an accuracy of 0.78 with 85% sensitivity, 74% specificity with area under the curve (AUC) of 0.83 was observed. CONCLUSION: Significantly reduced HRV, stronger association with complications, and 85% sensitivity, 74% specificity, and 78% accuracy of classification make HRV indices a promising prescreening tool to predict micro- and macrovascular complications in type 2 diabetes.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Heart Rate , Humans , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/physiopathology , Middle Aged , Male , Female , Heart Rate/physiology , Aged , Adult , Diabetic Angiopathies/etiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/physiopathology , Electrocardiography/methods , Exercise Test/methods , Predictive Value of Tests
2.
Cardiovasc Diabetol ; 23(1): 195, 2024 Jun 06.
Article in English | MEDLINE | ID: mdl-38844945

ABSTRACT

BACKGROUND: Micro- and macrovascular diseases are common in patients with type 2 diabetes mellitus (T2D) and may be partly caused by nocturnal hypoxemia. The study aimed to characterize the composition of nocturnal hypoxemic burden and to assess its association with micro- and macrovascular disease in patients with T2D. METHODS: This cross-sectional analysis includes overnight oximetry from 1247 patients with T2D enrolled in the DIACORE (DIAbetes COhoRtE) study. Night-time spent below a peripheral oxygen saturation of 90% (T90) as well as T90 associated with non-specific drifts in oxygen saturation (T90non - specific), T90 associated with acute oxygen desaturation (T90desaturation) and desaturation depths were assessed. Binary logistic regression analyses adjusted for known risk factors (age, sex, smoking status, waist-hip ratio, duration of T2D, HbA1c, pulse pressure, low-density lipoprotein, use of statins, and use of renin-angiotensin-aldosterone system inhibitors) were used to assess the associations of such parameters of hypoxemic burden with chronic kidney disease (CKD) as a manifestation of microvascular disease and a composite of cardiovascular diseases (CVD) reflecting macrovascular disease. RESULTS: Patients with long T90 were significantly more often affected by CKD and CVD than patients with a lower hypoxemic burden (CKD 38% vs. 28%, p < 0.001; CVD 30% vs. 21%, p < 0.001). Continuous T90desaturation and desaturation depth were associated with CKD (adjusted OR 1.01 per unit, 95% CI [1.00; 1.01], p = 0.008 and OR 1.30, 95% CI [1.06; 1.61], p = 0.013, respectively) independently of other known risk factors for CKD. For CVD there was a thresholdeffect, and only severly and very severly increased T90non-specific was associated with CVD ([Q3;Q4] versus [Q1;Q2], adjusted OR 1.51, 95% CI [1.12; 2.05], p = 0.008) independently of other known risk factors for CVD. CONCLUSION: While hypoxemic burden due to oxygen desaturations and the magnitude of desaturation depth were significantly associated with CKD, only severe hypoxemic burden due to non-specific drifts was associated with CVD. Specific types of hypoxemic burden may be related to micro- and macrovascular disease.


Subject(s)
Diabetes Mellitus, Type 2 , Hypoxia , Humans , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/complications , Male , Female , Middle Aged , Cross-Sectional Studies , Aged , Hypoxia/diagnosis , Hypoxia/blood , Hypoxia/epidemiology , Hypoxia/physiopathology , Risk Factors , Oximetry , Circadian Rhythm , Oxygen Saturation , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/physiopathology , Diabetic Angiopathies/blood , Time Factors , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/epidemiology , Renal Insufficiency, Chronic/physiopathology , Renal Insufficiency, Chronic/blood
3.
Cardiovasc Diabetol ; 23(1): 201, 2024 Jun 12.
Article in English | MEDLINE | ID: mdl-38867282

ABSTRACT

BACKGROUND: It's unclear if excess visceral adipose tissue (VAT) mass in individuals with prediabetes can be countered by adherence to a Mediterranean lifestyle (MEDLIFE). We aimed to examine VAT mass, MEDLIFE adherence, and their impact on type 2 diabetes (T2D) and diabetic microvascular complications (DMC) in individuals with prediabetes. METHODS: 11,267 individuals with prediabetes from the UK Biobank cohort were included. VAT mass was predicted using a non-linear model, and adherence to the MEDLIFE was evaluated using the 25-item MEDLIFE index, encompassing categories such as "Mediterranean food consumption," "Mediterranean dietary habits," and "Physical activity, rest, social habits, and conviviality." Both VAT and MEDLIFE were categorized into quartiles, resulting in 16 combinations. Incident cases of T2D and related DMC were identified through clinical records. Cox proportional-hazards regression models were employed to examine associations, adjusting for potential confounding factors. RESULTS: Over a median follow-up of 13.77 years, we observed 1408 incident cases of T2D and 714 cases of any DMC. High adherence to the MEDLIFE, compared to the lowest quartile, reduced a 16% risk of incident T2D (HR: 0.84, 95% CI: 0.71-0.98) and 31% for incident DMC (0.69, 0.56-0.86). Conversely, compared to the lowest quartile of VAT, the highest quartile increased the risk of T2D (5.95, 4.72-7.49) and incident any DMC (1.79, 1.36-2.35). We observed an inverse dose-response relationship between MEDLIFE and T2D/DMC, and a dose-response relationship between VAT and all outcomes (P for trend < 0.05). Restricted cubic spline analysis confirmed a nearly linear dose-response pattern across all associations. Compared to individuals with the lowest MEDLIFE quartile and highest VAT quartile, those with the lowest T2D risk had the lowest VAT and highest MEDLIFE (0.12, 0.08-0.19). High MEDLIFE was linked to reduced T2D risk across all VAT categories, except in those with the highest VAT quartile. Similar trends were seen for DMC. CONCLUSION: High adherence to MEDLIFE reduced T2D and MDC risk in individuals with prediabetes, while high VAT mass increases it, but MEDLIFE adherence may offset VAT's risk partly. The Mediterranean lifestyle's adaptability to diverse populations suggests promise for preventing T2D.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Diet, Mediterranean , Intra-Abdominal Fat , Prediabetic State , Protective Factors , Risk Reduction Behavior , Humans , Prediabetic State/epidemiology , Prediabetic State/diagnosis , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Male , Female , Middle Aged , Intra-Abdominal Fat/physiopathology , Aged , Risk Factors , Risk Assessment , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/prevention & control , Time Factors , Incidence , Adiposity , United Kingdom/epidemiology , Adult , Diet, Healthy , Exercise , Healthy Lifestyle , Obesity, Abdominal/diagnosis , Obesity, Abdominal/epidemiology , Obesity, Abdominal/physiopathology , Prospective Studies
4.
Cardiovasc Diabetol ; 23(1): 200, 2024 Jun 12.
Article in English | MEDLINE | ID: mdl-38867292

ABSTRACT

OBJECTIVES: There is currently limited understanding of the relationship between copeptin, the midregional portion of proadrenomedullin (MRproADM) and the midregional fragment of the N-terminal of proatrial natriuretic peptide (MRproANP), and arterial disorders. Toe brachial index (TBI) and aortic pulse wave velocity (aPWV) are established parameters for detecting arterial disorders. This study evaluated whether copeptin, MRproADM, and MRproANP were associated with TBI and aPWV in patients with type 2 diabetes with no history of cardiovascular disease (CVD). METHODS: In the CARDIPP study, a cross-sectional analysis of 519 patients with type 2 diabetes aged 55-65 years with no history of CVD at baseline, had complete data on copeptin, MRproADM, MRproANP, TBI, and aPWV was performed. Linear regression analysis was used to investigate the associations between conventional CVD risk factors, copeptin, MRproADM, MRproANP, TBI, and aPWV. RESULTS: Copeptin was associated with TBI (ß-0.0020, CI-0.0035- (-0.0005), p = 0.010) and aPWV (ß 0.023, CI 0.002-0.044, p = 0.035). These associations were independent of age, sex, diabetes duration, mean 24-hour ambulatory systolic blood pressure, glycated hemoglobin A1c, total cholesterol, estimated glomerular filtration rate, body mass index, and active smoking. CONCLUSIONS: Plasma copeptin may be a helpful surrogate for identifying individuals at higher risk for arterial disorders. TRIAL REGISTRATION:  ClinicalTrials.gov identifier NCT010497377.


Subject(s)
Adrenomedullin , Biomarkers , Diabetes Mellitus, Type 2 , Glycopeptides , Humans , Glycopeptides/blood , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/complications , Male , Middle Aged , Female , Biomarkers/blood , Aged , Adrenomedullin/blood , Atrial Natriuretic Factor/blood , Vascular Stiffness , Peptide Fragments/blood , Pulse Wave Analysis , Diabetic Angiopathies/blood , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/physiopathology , Protein Precursors/blood , Risk Assessment , Predictive Value of Tests
5.
J Diabetes Complications ; 38(7): 108766, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38759539

ABSTRACT

AIM: To evaluate the relationship between common carotid artery intima media thickness (CIMT) in patients with prediabetes and new-onset diabetes mellitus without proven cardiovascular disease and some classic cardio-metabolic risk factors. PATIENTS AND METHODS: The study included 461 obese patients with an average age of 53.2 ± 10.7 years, divided into three groups - group 1 without carbohydrate disturbances (n = 182), group 2 with prediabetes (n = 193) and group 3 with newly diagnosed diabetes mellitus (n = 86). RESULTS: The patients with new-onset diabetes had significantly higher mean CIMT values compared to those with prediabetes or without carbohydrate disturbances and a higher frequency of abnormal IMT values. CIMT correlated significantly with age, systolic BP, diastolic BP and fasting blood glucose and showed a high predictive value for the presence of diabetic neuropathy and sudomotor dysfunction. Patients with abnormal CIMT values had a higher incidence of arterial hypertension, dyslipidemia, metabolic syndrome, peripheral neuropathy, and sudomotor dysfunction. Patients who developed type 2 diabetes during follow-up had a significantly higher initial mean CIMT, which showed the highest predictive value for the risk of new-onset diabetes, with CIMT≥0.7 mm having 53 % sensitivity and 83 % specificity for the risk of progression to diabetes mellitus. CONCLUSION: Patients with new-onset diabetes mellitus had significantly greater intima media thickness of the common carotid artery and a greater frequency of abnormal CIMT values compared to those with normoglycemia and prediabetes. CIMT has a high predictive value for the presence of diabetic neuropathy, sudomotor dysfunction and the risk of new onset diabetes.


Subject(s)
Carotid Intima-Media Thickness , Diabetes Mellitus, Type 2 , Prediabetic State , Humans , Prediabetic State/complications , Prediabetic State/diagnosis , Prediabetic State/epidemiology , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Middle Aged , Male , Female , Adult , Carotid Artery, Common/diagnostic imaging , Carotid Artery, Common/pathology , Aged , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/diagnostic imaging , Risk Factors , Predictive Value of Tests , Obesity/complications , Obesity/epidemiology
6.
Diabetes Obes Metab ; 26(8): 3318-3327, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38764360

ABSTRACT

AIM: To examine cross-sectional associations between continuous glucose monitoring (CGM)-derived metrics and cerebral small vessel disease (SVD) in older adults with type 2 diabetes. MATERIALS AND METHODS: In total, 80 patients with type 2 diabetes aged ≥70 years were analysed. Participants underwent CGM for 14 days. From the CGM data, we derived mean sensor glucose, percentage glucose coefficient of variation, mean amplitude of glucose excursion, time in range (TIR, 70-180 mg/dl), time above range (TAR) and time below range metrics, glycaemia risk index and high/low blood glucose index. The presence of cerebral SVD, including lacunes, microbleeds, enlarged perivascular spaces and white matter hyperintensities, was assessed, and the total number of these findings comprised the total cerebral SVD score (0-4). Ordinal logistic regression analyses were performed to examine the association of CGM-derived metrics with the total SVD score. RESULTS: The median SVD score was 1 (interquartile range 0-2). Higher hyperglycaemic metrics, including mean sensor glucose, TAR >180 mg/dl, TAR >250 mg/dl, and high blood glucose index and glycaemia risk index, were associated with a higher total SVD score. In contrast, a higher TIR (per 10% increase) was associated with a lower total SVD score (odds ratio 0.73, 95% confidence interval 0.56-0.95). Glycated haemoglobin, percentage glucose coefficient of variation, mean amplitude of glucose excursions, time below range and low blood glucose index were not associated with total cerebral SVD scores. CONCLUSIONS: The hyperglycaemia metrics and TIR, derived from CGM, were associated with cerebral SVD in older adults with type 2 diabetes.


Subject(s)
Blood Glucose Self-Monitoring , Blood Glucose , Cerebral Small Vessel Diseases , Diabetes Mellitus, Type 2 , Humans , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Male , Female , Aged , Cross-Sectional Studies , Cerebral Small Vessel Diseases/blood , Blood Glucose/analysis , Blood Glucose/metabolism , Aged, 80 and over , Diabetic Angiopathies/blood , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/etiology , Hyperglycemia/blood , Continuous Glucose Monitoring
7.
J Am Heart Assoc ; 13(11): e032626, 2024 Jun 04.
Article in English | MEDLINE | ID: mdl-38818935

ABSTRACT

BACKGROUND: Diabetic vascular complications share common pathophysiological mechanisms, but the relationship between diabetes-related macrovascular complications (MacroVCs) and incident diabetic microvascular complications remains unclear. We aimed to investigate the impact of MacroVCs on the risk of microvascular complications. METHODS AND RESULTS: There were 1518 participants with type 1 diabetes (T1D) and 20 802 participants with type 2 diabetes from the UK Biobank included in this longitudinal cohort study. MacroVCs were defined by the presence of macrovascular diseases diagnosed after diabetes at recruitment, including coronary heart disease, peripheral artery disease, stroke, and ≥2 MacroVCs. The primary outcome was incident microvascular complications, a composite of diabetic retinopathy, diabetic kidney disease, and diabetic neuropathy. During a median (interquartile range) follow-up of 11.61 (5.84-13.12) years and 12.2 (9.50-13.18) years, 596 (39.3%) and 4113 (19.8%) participants developed a primary outcome in T1D and type 2 diabetes, respectively. After full adjustment for conventional risk factors, Cox regression models showed significant associations between individual as well as cumulative MacroVCs and the primary outcome, except for coronary heart disease in T1D (T1D: diabetes coronary heart disease: 1.25 [0.98-1.60]; diabetes peripheral artery disease: 3.00 [1.86-4.84]; diabetes stroke: 1.71 [1.08-2.72]; ≥2: 2.57 [1.66-3.99]; type 2 diabetes: diabetes coronary heart disease: 1.59 [1.38-1.82]; diabetes peripheral artery disease: 1.60 [1.01-2.54]; diabetes stroke: 1.50 [1.13-1.99]; ≥2: 2.66 [1.92-3.68]). Subgroup analysis showed that strict glycemic (glycated hemoglobin <6.5%) and blood pressure (<140/90 mm Hg) control attenuated the association. CONCLUSIONS: Individual and cumulative MacroVCs confer significant risk of incident microvascular complications in patients with T1D and type 2 diabetes. Our results may facilitate cost-effective high-risk population identification and development of precise prevention strategies.


Subject(s)
Diabetes Mellitus, Type 1 , Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Humans , Diabetes Mellitus, Type 1/complications , Diabetes Mellitus, Type 1/epidemiology , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Male , Female , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/etiology , Diabetic Angiopathies/diagnosis , Middle Aged , United Kingdom/epidemiology , Prospective Studies , Risk Factors , Adult , Incidence , Risk Assessment/methods , Aged , Diabetic Nephropathies/epidemiology , Biological Specimen Banks , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/etiology , Diabetic Neuropathies/epidemiology , Diabetic Neuropathies/etiology , UK Biobank
8.
Cardiovasc Diabetol ; 23(1): 166, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38730425

ABSTRACT

BACKGROUND: Studies have shown that RASGRP1 was potently associated with the onset of type 2 diabetes mellitus (T2DM), and RASGRP1 rs7403531 was significantly correlated with islet function in T2DM patients. However, the effect of RASGRP1 polymorphism on blood glucose and blood pressure in T2DM patients after continuous treatment has yet to be fully elucidated. OBJECTIVE: This study aimed to explore the association between RASGRP1 genetic polymorphism and cardiovascular complications in T2DM patients, so as to provide more evidence for the individualized treatment of T2DM patients. METHODS: We retrospectively analyzed a large-scale multicenter drug clinical study cohort that based on a 2 × 2 factorial (glucose control axis and blood pressure lowering axis) randomized controlled design, with follow-up for 5 years. The major vascular endpoint events included cardiovascular death, non-fatal stroke, coronary heart disease, new-onset or worsening renal disease, and diabetic retinopathy. RASGRP1 rs12593201, rs56254815 and rs7403531 were finally selected as candidate single nucleotide polymorphisms. Mixed linear model and Cox hazard ratio (HR) model were used for data analysis with IBM SPSS (version 20.0 for windows; Chicago, IL). RESULTS: Our study enrolled 1357 patients with high-risk diabetes, with a mean follow-up duration of 4.8 years. RASGRP1 rs7403531 was associated with vascular events in hypoglycemic and antihypertensive therapy. Specifically, compared with CC carriers, patients with CT/TT genotype had fewer major microvascular events (HR = 0.41, 95% confidence interval (CI) 0.21-0.80, P = 0.009), and reduced the risk of major eye disease events (HR = 0.44, 95% CI 0.20-0.94, P = 0.03). For glucose lowering axis, CT/TT carriers had a lower risk of secondary nephropathy (HR = 0.48, 95% CI 0.25-0.92, P = 0.03) in patients with standard glycemic control. For blood pressure lowering axis, all cerebrovascular events (HR = 2.24, 95% CI 1.11-4.51, P = 0.025) and stroke events (HR = 2.07, 95% CI 1.03-4.15, P = 0.04) were increased in patients with CC genotype compared to those with CT/TT genotype in the placebo group, respectively. Furthermore, patients with CC genotype showed a reduced risk of major cerebrovascular events in antihypertensive group (HR = 0.36, 95% CI 0.15-0.86, P = 0.021). For RASGRP1 rs56254815, compared with the AA genotype carriers, the systolic blood pressure of AG/GG carriers in the antihypertensive group decreased by 1.5mmhg on average (P = 0.04). In the placebo group, the blood pressure of AG/GG carriers was 1.7mmHg higher than that of AA carriers (P = 0.02). CONCLUSION: We found that patients with G allele of RASGRP1 (rs56254815) showed a better antihypertensive therapy efficacy in T2DM patients. The rs7403531 T allele could reduce the risk of major microvascular events and major eye diseases in T2DM patients receiving either hypoglycemic or antihypertensive therapy. Our findings suggest that RASGRP1 genetic polymorphism might predict the cardiovascular complications in T2DM patients.


Subject(s)
Antihypertensive Agents , Blood Glucose , Blood Pressure , Diabetes Mellitus, Type 2 , Genetic Predisposition to Disease , Glycemic Control , Guanine Nucleotide Exchange Factors , Polymorphism, Single Nucleotide , Humans , Male , Female , Middle Aged , Antihypertensive Agents/therapeutic use , Antihypertensive Agents/adverse effects , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/blood , China/epidemiology , Blood Glucose/metabolism , Blood Glucose/drug effects , Aged , Retrospective Studies , Guanine Nucleotide Exchange Factors/genetics , Risk Factors , Treatment Outcome , Glycemic Control/adverse effects , Blood Pressure/drug effects , Blood Pressure/genetics , Asian People/genetics , Diabetic Angiopathies/genetics , Diabetic Angiopathies/diagnosis , Risk Assessment , Phenotype , Hypoglycemic Agents/therapeutic use , Hypoglycemic Agents/adverse effects , Time Factors , Biomarkers/blood , Genetic Association Studies , Hypertension/genetics , Hypertension/drug therapy , Hypertension/physiopathology , Hypertension/diagnosis , DNA-Binding Proteins/genetics , East Asian People
9.
J Diabetes Complications ; 38(6): 108765, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38749295

ABSTRACT

BACKGROUND: This post-hoc study investigated whether biomarkers reflecting extracellular matrix (ECM) turnover predicted cardiovascular disease (CVD), mortality, and progression of diabetic kidney disease (DKD) in individuals with type 2 diabetes (T2D) and microalbuminuria. METHODS: Serum levels of specific ECM turnover biomarkers were assessed in 192 participants with T2D and microalbuminuria from an observational study conducted at Steno Diabetes Center Copenhagen from 2007 to 2008. Endpoints included CVD events, mortality, and DKD progression, defined as decline in estimated glomerular filtration rate (eGFR) of >30 %. RESULTS: Participants had a mean age of 59 years, with 75 % males. Over a median follow-up of 4.9 to 6.3 years, the study recorded 38 CVD events, 24 deaths, and 40 DKD events. Elevated levels of a degradation fragment of collagen type I (C1M) were associated with an increased risk of >30 % eGFR decline, although this association was not independent of other risk factors. No significant associations were found between other ECM turnover biomarkers and DKD progression, mortality, or CVD risk. CONCLUSION: Elevated C1M levels were linked to DKD progression in individuals with T2D and microalbuminuria, but not independently of other risk factors. None of the ECM turnover biomarkers were associated with CVD or mortality.


Subject(s)
Albuminuria , Biomarkers , Cardiovascular Diseases , Diabetes Mellitus, Type 2 , Diabetic Nephropathies , Disease Progression , Extracellular Matrix Proteins , Humans , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/blood , Male , Middle Aged , Female , Albuminuria/blood , Biomarkers/blood , Aged , Diabetic Nephropathies/blood , Diabetic Nephropathies/diagnosis , Diabetic Nephropathies/epidemiology , Diabetic Nephropathies/physiopathology , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/etiology , Extracellular Matrix Proteins/blood , Denmark/epidemiology , Risk Factors , Glomerular Filtration Rate , Extracellular Matrix/metabolism , Collagen Type I/blood , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/blood , Diabetic Angiopathies/diagnosis , Follow-Up Studies
10.
Front Endocrinol (Lausanne) ; 15: 1367376, 2024.
Article in English | MEDLINE | ID: mdl-38660516

ABSTRACT

Background: The systemic immuno-inflammation index (SII), neutrophil-to-lymphocyte ratio (NLR), and platelet-to-lymphocyte ratio (PLR) are widely used and have been shown to be predictive indicators of various diseases. Diabetic nephropathy (DN), retinopathy (DR), and peripheral neuropathy (DPN) are the most prominent and common microvascular complications, which have seriously negative impacts on patients, families, and society. Exploring the associations with these three indicators and diabetic microvascular complications are the main purpose. Methods: There were 1058 individuals with type 2 diabetes mellitus (T2DM) in this retrospective cross-sectional study. SII, NLR, and PLR were calculated. The diseases were diagnosed by endocrinologists. Logistic regression and subgroup analysis were applied to evaluate the association between SII, NLP, and PLR and diabetic microvascular complications. Results: SII, NLR, and PLR were significantly associated with the risk of DN [odds ratios (ORs): 1.52, 1.71, and 1.60, respectively] and DR [ORs: 1.57, 1.79, and 1.55, respectively] by multivariate logistic regression. When NLR ≥2.66, the OR was significantly higher for the risk of DPN (OR: 1.985, 95% confidence interval: 1.29-3.05). Subgroup analysis showed no significant positive associations across different demographics and comorbidities, including sex, age, hypertension, HbA1c (glycated hemoglobin), and dyslipidemia. Conclusion: This study found a positive relationship between NLR and DN, DR, and DPN. In contrast, SII and PLR were found to be only associated with DN and DR. Therefore, for the diagnosis of diabetic microvascular complications, SII, NLR and PLR are highly valuable.


Subject(s)
Blood Platelets , Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Lymphocytes , Neutrophils , Humans , Male , Female , Middle Aged , Neutrophils/pathology , Retrospective Studies , Cross-Sectional Studies , Lymphocytes/pathology , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/blood , Diabetic Angiopathies/blood , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/immunology , Diabetic Angiopathies/pathology , Blood Platelets/pathology , Aged , Inflammation/blood , Inflammation/pathology , Diabetic Neuropathies/blood , Diabetic Neuropathies/pathology , Diabetic Neuropathies/etiology , Diabetic Neuropathies/diagnosis , Diabetic Retinopathy/blood , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/immunology , Diabetic Nephropathies/blood , Diabetic Nephropathies/pathology , Diabetic Nephropathies/diagnosis , Lymphocyte Count , Platelet Count , Adult
11.
Diabetes Obes Metab ; 26(6): 2329-2338, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38488254

ABSTRACT

AIM: To evaluate whether 1-hour plasma glucose (1hPG) can be a comparable measurement to 2-hour plasma glucose (2hPG) in identifying individuals at high risk of developing diabetes. METHODS: A total of 1026 non-diabetic subjects in the Da Qing IGT and Diabetes Study were included and classified according to baseline postload 1hPG. The participants were followed up and assessed at 6-, 20- and 30year follow-up for outcomes including diabetes, all-cause and cardiovascular mortality, cardiovascular disease (CVD) events, and microvascular disease. We then conducted a proportional hazards analysis in this post hoc study to determine the risks of developing type 2 diabetes and its complications in a '1hPG-normal' group (1hPG <8.6 mmol/L) and a '1hPG-high' group (≥8.6 mmol/L). The predictive values of 1hPG and 2hPG were evaluated using a time-dependent receiver-operating characteristic (ROC) curve. RESULTS: Compared with the 1hPG-normal group, the 1hPG-high group had increased risk of diabetes (hazard ratio [HR] 4.45, 95% CI 3.43-5.79), all-cause mortality (HR 1.46, 95% CI 1.07-2.01), CVD mortality (HR 1.84, 95% CI 1.16-2.95), CVD events (HR 1.39, 95% CI 1.03-1.86) and microvascular disease (HR 1.70, 95% CI: 1.03-2.79) after adjusting for confounders. 1hPG exhibited a higher area under the ROC curve (AUC) for predicting diabetes than 2hPG during the long-term follow-up (AUC [1hPG vs. 2hPG]: 10 years: 0.86 vs. 0.84, p = 0.08; 20 years: 0.88 vs. 0.87, p = 0.04; 30 years: 0.85 vs. 0.82, p = 0.009). CONCLUSIONS: Elevated 1hPG level (≥8.6 mmol/L) was associated with increased risk of developing type 2 diabetes and its long-term complications, and could be considered as a suitable measurement for identifying individuals at high risk of type 2 diabetes.


Subject(s)
Blood Glucose , Diabetes Mellitus, Type 2 , Predictive Value of Tests , Humans , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/blood , Male , Female , Middle Aged , Blood Glucose/analysis , Blood Glucose/metabolism , Follow-Up Studies , China/epidemiology , Glucose Tolerance Test , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/etiology , Cardiovascular Diseases/blood , Cardiovascular Diseases/mortality , Glucose Intolerance/blood , Glucose Intolerance/diagnosis , Glucose Intolerance/complications , Adult , Diabetes Complications/blood , Diabetes Complications/epidemiology , Aged , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/blood , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/prevention & control , Diabetic Angiopathies/mortality , ROC Curve
12.
Heart ; 110(11): 776-782, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38514173

ABSTRACT

BACKGROUND: To assess the roles of diabetic microvascular disease and modifiable risk factors and their combination in the development of arrhythmias. METHODS: We included participants with type 2 diabetes (T2D) who were free of arrhythmias during recruitment in the UK Biobank study. The associations of microvascular disease states (defined by the presence of retinopathy, peripheral neuropathy or chronic kidney disease), four modifiable arrhythmic risk factors (body mass index, smoking, systolic blood pressure and glycosylated haemoglobin) and their joint associations with incident arrhythmias were examined. RESULTS: Among the 25 632 participants with T2D, 1705 (20.1%) of the 8482 with microvascular disease and 2017 (11.8%) of the 17 150 without microvascular disease developed arrhythmias during a median follow-up of 12.3 years. Having any of the three microvascular diseases was associated with a 48% increase in the hazard of developing arrhythmias. Incorporating microvascular disease states into a model alongside 11 traditional risk factors significantly enhanced arrhythmia prediction. Furthermore, individuals with microvascular disease who had optimal levels of zero to one, two, three or four arrhythmic risk factors showed an HR of 2.05 (95% CI 1.85, 2.27), 1.67 (95% CI 1.53, 1.83), 1.35 (95% CI 1.22, 1.50) and 0.91 (95% CI 0.73, 1.13), respectively, compared with those without microvascular disease. CONCLUSIONS: Although microvascular disease, a non-traditional risk factor, was associated with incident arrhythmias in individuals with T2D, having optimal levels of risk factors may mitigate this risk.


Subject(s)
Arrhythmias, Cardiac , Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Humans , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Male , Female , Middle Aged , Arrhythmias, Cardiac/epidemiology , Arrhythmias, Cardiac/etiology , Incidence , United Kingdom/epidemiology , Risk Factors , Aged , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/diagnosis , Risk Assessment/methods , Body Mass Index , Glycated Hemoglobin/metabolism , Glycated Hemoglobin/analysis , Smoking/adverse effects , Smoking/epidemiology
14.
J Vasc Surg ; 80(1): 251-259.e3, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38417709

ABSTRACT

OBJECTIVE: Patients with diabetes mellitus (DM) are at increased risk for peripheral artery disease (PAD) and its complications. Arterial calcification and non-compressibility may limit test interpretation in this population. Developing tools capable of identifying PAD and predicting major adverse cardiac event (MACE) and limb event (MALE) outcomes among patients with DM would be clinically useful. Deep neural network analysis of resting Doppler arterial waveforms was used to detect PAD among patients with DM and to identify those at greatest risk for major adverse outcome events. METHODS: Consecutive patients with DM undergoing lower limb arterial testing (April 1, 2015-December 30, 2020) were randomly allocated to training, validation, and testing subsets (60%, 20%, and 20%). Deep neural networks were trained on resting posterior tibial arterial Doppler waveforms to predict all-cause mortality, MACE, and MALE at 5 years using quartiles based on the distribution of the prediction score. RESULTS: Among 11,384 total patients, 4211 patients with DM met study criteria (mean age, 68.6 ± 11.9 years; 32.0% female). After allocating the training and validation subsets, the final test subset included 856 patients. During follow-up, there were 262 deaths, 319 MACE, and 99 MALE. Patients in the upper quartile of prediction based on deep neural network analysis of the posterior tibial artery waveform provided independent prediction of death (hazard ratio [HR], 3.58; 95% confidence interval [CI], 2.31-5.56), MACE (HR, 2.06; 95% CI, 1.49-2.91), and MALE (HR, 13.50; 95% CI, 5.83-31.27). CONCLUSIONS: An artificial intelligence enabled analysis of a resting Doppler arterial waveform permits identification of major adverse outcomes including all-cause mortality, MACE, and MALE among patients with DM.


Subject(s)
Peripheral Arterial Disease , Predictive Value of Tests , Ultrasonography, Doppler , Humans , Male , Female , Aged , Peripheral Arterial Disease/physiopathology , Peripheral Arterial Disease/diagnostic imaging , Peripheral Arterial Disease/mortality , Peripheral Arterial Disease/complications , Risk Assessment , Middle Aged , Risk Factors , Deep Learning , Reproducibility of Results , Prognosis , Aged, 80 and over , Time Factors , Tibial Arteries/diagnostic imaging , Tibial Arteries/physiopathology , Diabetic Angiopathies/physiopathology , Diabetic Angiopathies/diagnostic imaging , Diabetic Angiopathies/mortality , Diabetic Angiopathies/diagnosis
15.
Med Phys ; 50(5): 3019-3026, 2023 May.
Article in English | MEDLINE | ID: mdl-36617729

ABSTRACT

BACKGROUND: Although diabetic and atherosclerotic vascular diseases have different pathophysiological mechanisms, the screening methods currently used for diabetic lower-extremity vascular diseases are mainly based on the evaluation methods used for atherosclerotic vascular diseases. Thus, assessment of microvascular perfusion is of great importance in early detection of lower-extremity ischemia in diabetes. PURPOSE: This cross-sectional study aimed to develop a quantitative model for evaluating lower-extremity perfusion. METHODS: We recruited 57 participants (14 healthy participants and 43 diabetes patients, of which 16 had lower-extremity arterial disease [LEAD]). All participants underwent technetium-99 m sestamibi (99mTc-MIBI) scintigraphy and ankle-brachial index (ABI) examination. We derived two key perfusion kinetics indices named activity perfusion index (API) and basal perfusion index (BPI). This study was registered in ClinicalTrials.gov (URL: https://www. CLINICALTRIALS: gov, NCT02752100). RESULTS: The estimated limb perfusion values in our lower-extremity perfusion assessment (LEPA) model showed excellent consistency with the actual measured data. Diabetes patients showed reduced lower-extremity perfusion in comparison with the control group (BPI: 106.21 ± 11.99 vs. 141.56 ± 17.38, p < 0.05; API: 12.34 ± 3.27 vs. 14.56 ± 3.12, p < 0.05). Using our model, the reductions in lower-extremity perfusion could be detected early in approximately 96.30% of diabetes patients. Patients with LEAD showed more severe reductions in lower-extremity perfusion than diabetes patients without LEAD (BPI: 47.85 ± 20.30 vs. 106.21 ± 11.99, p < 0.05; API: 7.06 ± 1.70 vs. 12.34 ± 3.27, p < 0.05). Discriminant analysis using API and BPI could successfully screen all diabetes patients with LEAD with a sensitivity of 100% and specificity of 80.77%. CONCLUSIONS: We established a LEPA model that could successfully assess lower-extremity microvascular perfusion in diabetes patients. This model has important application value for the recognition of early-stage LEAD in patients with diabetes.


Subject(s)
Diabetes Mellitus , Diabetic Angiopathies , Peripheral Arterial Disease , Humans , Cross-Sectional Studies , Lower Extremity/diagnostic imaging , Lower Extremity/blood supply , Diabetic Angiopathies/diagnosis , Technetium Tc 99m Sestamibi , Perfusion , Diabetes Mellitus/diagnostic imaging
16.
J Vasc Surg ; 77(4): 1155-1164.e2, 2023 04.
Article in English | MEDLINE | ID: mdl-36563711

ABSTRACT

BACKGROUND: Concomitant diabetes mellitus and peripheral artery disease (PAD) is a complex disease process. This retrospective analysis of the National Inpatient Sample sought to understand trends in limb outcomes of this unique and prevalent cohort of patients. METHODS: The National Inpatient Sample was queried between 2003 and 2017 for hospitalizations of patients with both type 2 diabetes mellitus and PAD. Trends in hospitalizations, limb outcomes, vascular interventions, and costs were analyzed. RESULTS: There were 10,303,673 hospitalizations of patients with concomitant diabetes mellitus and PAD that were identified between 2003 and 2017. The prevalence of hospitalizations associated with this disease process increased from 1644 to 3228 per 100,000 hospitalizations, a 96.4% increase. This included an increase of 288 to 587 per 100,000 hospitalizations of patients aged 18 to 49 years old, which was accompanied by a 10.8% increase in minor amputations. Nontraumatic lower extremity amputations decreased overall. Black and Hispanic ethnicity were associated with an increased risk for amputation, along with Medicaid insurance and lower income quartile. Inpatient endovascular revascularization has increased over time with an associated decrease in open revascularization procedures. Amputation-related hospital costs significantly increased from $6.6 billion in 2003 to $14.8 billion in 2017. CONCLUSIONS: An alarming increase of disease prevalence, negative in-hospital limb outcomes, and costs are seen in the current era in this analysis of patients with concurrent diabetes and PAD.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Endovascular Procedures , Peripheral Arterial Disease , United States/epidemiology , Humans , Adolescent , Young Adult , Adult , Middle Aged , Retrospective Studies , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Limb Salvage , Lower Extremity/blood supply , Risk Factors , Treatment Outcome , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/surgery , Peripheral Arterial Disease/diagnosis , Peripheral Arterial Disease/epidemiology , Peripheral Arterial Disease/surgery
17.
Ghana Med J ; 57(2): 87-96, 2023 Jun.
Article in English | MEDLINE | ID: mdl-38504754

ABSTRACT

Objectives: To investigate the prevalence of macrovascular and non-ocular microvascular complications and the associated factors among children and adolescents with diabetes mellitus in selected hospitals in southern Ghana. Design: A cross-sectional study. Setting: The out-patient clinics of the Departments of Child Health, Medicine and Therapeutics, Family Medicine, Ophthalmology, and the National Diabetes Management and Research Centre, all at the Korle Bu Teaching Hospital, Accra, as well as from Cape-Coast Teaching Hospital in the Central Region of Ghana. Participants: Fifty-eight children and adolescents aged 4-19 years who had been diagnosed with diabetes mellitus. Main outcome measures: Macrovascular (peripheral artery disease and coronary heart disease) and non-ocular microvascular complications (neuropathy and nephropathy). Results: Data from 58 children and adolescents with diabetes were analysed. The mean age of participants was 14.6±2.6 years, and a female preponderance was observed (45, 77.6%). The prevalence of macrovascular and non-ocular microvascular complications was 27.6% and 8.6%, respectively. Long duration of diabetes diagnosis (p=0.044) and low triglycerides (p=0.009) were associated with microvascular complications, while high triglycerides (p=0.032), lower HDL cholesterol (p=0.046), and abnormal body mass index (p=0.020) were associated with macrovascular complications. Conclusions: Macrovascular and non-ocular microvascular complications are common among children and adolescents with diabetes in southern Ghana and are associated with a long duration of diabetes diagnosis, abnormal body mass index, low HDL cholesterol, and triglyceride levels. Therefore, the early institution of regular screening for diabetes-related complications to allow early detection and appropriate management is recommended. Funding: University of Ghana Research Fund.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Child , Humans , Female , Adolescent , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/prevention & control , Cholesterol, HDL , Ghana/epidemiology , Cross-Sectional Studies , Triglycerides , Diabetes Mellitus, Type 2/complications , Risk Factors
18.
Int J Rheum Dis ; 25(10): 1176-1185, 2022 Oct.
Article in English | MEDLINE | ID: mdl-35916331

ABSTRACT

OBJECTIVE: To investigate cardiovascular risk among diabetic patients with Sjögren syndrome. METHODS: This study was a nationwide population-based case-control study from 1997 to 2013, in which the association between autoimmune diseases and diabetes was investigated. The study population consisted of individuals with newly diagnosed type 2 diabetes with macrovascular or microvascular complications with at least two outpatient visits or one hospitalization as the outcome variables, and the exposure variables included traditional risk factors, medications, and autoimmune diseases. The odds ratio of cardiovascular events among each prevalent autoimmune disease and hydroxychloroquine's effect on cardiovascular risk were analyzed. RESULTS: The study included a total of 7026 individuals with diabetes with microvascular and macrovascular complications and the same number of patients in the control group. Sjögren syndrome was significantly higher in the diabetes complication group than in the non-complication group (0.8% vs 0.5%, P = 0.036). By using multivariate analysis, we found hypertension, hyperlipidemia, and Sjögren syndrome to be three independent risk factors for diabetes vascular complications (odds ratio [OR] 1.96, 95% confidence interval [CI] 1.82-2.10; OR 1.53, 95% CI 1.42-1.64; and OR 1.67, 95% CI 1.06-2.65; respectively, all P < 0.05). Treatment with traditional statins and aspirin might be able to overcome the increased risk of developing cardiovascular events while comparing between diabetes patients with and without Sjögren syndrome. CONCLUSION: Sjögren syndrome is an unrecognized independent risk factor for cardiovascular events among diabetes patients, which indicates that patients with diabetes combined with Sjögren syndrome require closer follow up regarding cardiovascular complications in clinical settings. Treatment with hydroxychloroquine might not be enough to lower the cardiovascular risk significantly in diabetes patients with Sjögren syndrome.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Angiopathies , Hydroxymethylglutaryl-CoA Reductase Inhibitors , Sjogren's Syndrome , Aspirin/therapeutic use , Case-Control Studies , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/drug therapy , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/etiology , Humans , Hydroxychloroquine/therapeutic use , Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use , Risk Factors , Sjogren's Syndrome/complications , Sjogren's Syndrome/diagnosis , Sjogren's Syndrome/drug therapy
19.
J Diabetes Complications ; 36(7): 108206, 2022 07.
Article in English | MEDLINE | ID: mdl-35644724

ABSTRACT

Advanced glycation accelerated by chronic hyperglycaemia contributes to the development of diabetic vascular complications throughout several mechanisms. One of these mechanisms is supposed to be impaired microvascular reactivity, that precedes significant vascular changes. The aim of this study was to find an association between advanced glycation, the soluble receptor for AGEs (sRAGE), and microvascular reactivity (MVR) in diabetes. Skin autofluorescence (SAF), which reflects advanced glycation, was assessed by AGE-Reader, MVR was measured by laser Doppler fluxmetry and evaluated together with sRAGE in 43 patients with diabetes (25 Type 1 and 18 Type 2) and 26 healthy controls of comparable age. SAF was significantly higher in patients with diabetes compared to controls (2.4 ± 0.5 vs. 2.0 ± 0.5 AU; p < 0.01). Patients with diabetes with SAF > 2.3 AU presented significantly worse MVR in both post-occlusive reactive hyperaemia (PORH) on the finger and forearm, and thermal hyperaemia (TH), compared to patients with SAF < 2.3 AU. SAF was age dependent in both diabetes (r = 0.41, p < 0.01) and controls (r = 0.45, p < 0.05). There was no association between SAF and diabetes control expressed by glycated haemoglobin. A significant relationship was observed between SAF and sRAGE in diabetes (r = 0.56, p < 0.001), but not in controls. A significant inverse association was found between SAF and MVR on the forearm in diabetes (PORH: r = -0.42, p < 0.01; TH: r = -0.46, p < 0.005). Both advanced glycation expressed by higher SAF or sRAGE and impaired MVR are involved in the pathogenesis of vascular complications in diabetes, and we confirm a strong interplay of these processes in this scenario.


Subject(s)
Diabetes Mellitus , Diabetic Angiopathies , Hyperemia , Diabetes Mellitus/diagnosis , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/etiology , Glycated Hemoglobin/analysis , Glycation End Products, Advanced , Humans , Skin/chemistry
20.
Cardiovasc Diabetol ; 21(1): 6, 2022 01 08.
Article in English | MEDLINE | ID: mdl-34998417

ABSTRACT

BACKGROUND: Fetuin-A is a hepatokine which has the capacity to prevent vascular calcification. Moreover, it is linked to the induction of metabolic dysfunction, insulin resistance and associated with increased risk of diabetes. It has not been clarified whether fetuin-A associates with risk of vascular, specifically microvascular, complications in patients with diabetes. We aimed to investigate whether pre-diagnostic plasma fetuin-A is associated with risk of complications once diabetes develops. METHODS: Participants with incident type 2 diabetes and free of micro- and macrovascular disease from the European Prospective Investigation into Cancer and Nutrition (EPIC)-Potsdam cohort (n = 587) were followed for microvascular and macrovascular complications (n = 203 and n = 60, respectively, median follow-up: 13 years). Plasma fetuin-A was measured approximately 4 years prior to diabetes diagnosis. Prospective associations between baseline fetuin-A and risk of complications were assessed with Cox regression. RESULTS: In multivariable models, fetuin-A was linearly inversely associated with incident total and microvascular complications, hazard ratio (HR, 95% CI) per standard deviation (SD) increase: 0.86 (0.74; 0.99) for total, 0.84 (0.71; 0.98) for microvascular and 0.92 (0.68; 1.24) for macrovascular complications. After additional adjustment for cardiometabolic plasma biomarkers, including triglycerides and high-density lipoprotein, the associations were slightly attenuated: 0.88 (0.75; 1.02) for total, 0.85 (0.72; 1.01) for microvascular and 0.95 (0.67; 1.34) for macrovascular complications. No interaction by sex could be observed (p > 0.10 for all endpoints). CONCLUSIONS: Our data show that lower plasma fetuin-A levels measured prior to the diagnosis of diabetes may be etiologically implicated in the development of diabetes-associated microvascular disease.


Subject(s)
Diabetes Mellitus, Type 2/blood , Diabetic Angiopathies/blood , alpha-2-HS-Glycoprotein/analysis , Adult , Aged , Biomarkers/blood , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/epidemiology , Female , Germany/epidemiology , Humans , Incidence , Male , Middle Aged , Predictive Value of Tests , Prognosis , Prospective Studies , Risk Assessment , Risk Factors , Time Factors
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