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1.
J Diabetes ; 16(1): e13466, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37670495

ABSTRACT

OBJECTIVE: This study investigated the association of economic status with metabolic index control in type 2 diabetes mellitus (T2DM) patients. METHODS: In total, 37 454 T2DM patients from 10 National Metabolic Management Centers in China were recruited and categorized into two groups: a high-gross domestic product (GDP) group (n = 23 993) and a low-GDP group (n = 13 461). Sociodemographic characteristics, medical histories, and lifestyle factors were recorded. Logistic regression and interaction analysis were performed to evaluate the association of economic status and healthy lifestyle with metabolic control. RESULTS: Compared to the low-GDP group, there were fewer patients with glycated hemoglobin (HbA1c) levels ≥7% in the high-GDP group. Fewer patients with a high GDP had an abnormal metabolic state (HbA1c ≥ 7%, blood pressure [BP] ≥130/80 mm Hg, total cholesterol [TCH] ≥4.5 mmol/L or body mass index [BMI] ≥24 kg/m2 ). The risks of developing HbA1c ≥ 7% (odds ratios [OR] = 0.545 [95% CI: 0.515-0.577], p < .001), BP ≥ 130/80 mm Hg (OR = 0.808 [95% CI: 0.770-0.849], p < .001), BMI ≥ 24 kg/m2 (OR = 0.840 [95% CI: 0.799-0.884], p < .001), and an abnormal metabolic state (OR = 0.533 [95% CI: 0.444-0.636], p < .001) were significantly lower in the high-GDP group even after adjustment for confounding factors. Younger participants; those with a family history of diabetes, normal weight, and a physical activity level up to standard; and those who did not drink alcohol in the high-GDP group were predisposed to better glycemic levels. CONCLUSIONS: T2DM patients in economically developed regions had better metabolic control, especially glycemic control. A healthy lifestyle had an additive effect on achieving glycemic goals, even among high-GDP patients.


Subject(s)
Diabetes Mellitus, Type 2 , Humans , Glycated Hemoglobin , Blood Glucose/metabolism , Economic Status , China/epidemiology
2.
J Diabetes ; 16(1): e13463, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37680102

ABSTRACT

BACKGROUND: "Obesity paradox" occurs in type 2 diabetes mellitus (T2DM) patients when body mass index (BMI) is applied to define obesity. We examined the association of visceral fat area (VFA) as an obesity measurement with arterial stiffness in seven ideal cardiovascular health metrics (ICVHMs). METHODS: A total of 29 048 patients were included in the analysis from June 2017 to April 2021 in 10 sites of National Metabolic Management Centers. ICVHMs were modified from the recommendations of the American Heart Association. Brachial-ankle pulse wave velocity (BaPWV) ≥ 1400 cm/s was employed to evaluate increased arterial stiffness. Multivariate regression models were used to compare the different effects of BMI and VFA on arterial stiffness. RESULTS: Lower VFA was more strongly associated with low BaPWV than lower BMI when other ICVHMs were included (adjusted odds ratio [OR], 0.85 [95% confidence interval [CI], 0.80-0.90] vs OR 1.08 [95% CI, 1.00-1.17]). Multivariable-adjusted ORs for arterial stiffness were highest in patients with the VAT area VFA in the range of 150-200 cm2 (adjusted OR, 1.26 [95% CI 1.12-1.41]). Compared with participants with VAT VFA < 100 cm2 , among participants with higher VAT VFA, the OR for arterial stiffness decreased gradually from 1.89 (95% CI, 1.73-2.07) in patients who had ≤1 ICVHM to 0.39 (95% CI, 0.25-0.62) in patients who had ≥5 ICVHMs. CONCLUSION: In patients with T2DM, using VAT for anthropometric measures of obesity, VFA was more relevant to cardiovascular risk than BMI in the seven ICVHMs. For anthropometric measures of obesity in the ICVHMs to describe cardiovascular risk VFA would be more optimal than BMI.


Subject(s)
Diabetes Mellitus, Type 2 , Vascular Stiffness , Humans , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/metabolism , Body Mass Index , Ankle Brachial Index , Intra-Abdominal Fat/metabolism , Quality Indicators, Health Care , Pulse Wave Analysis , Obesity/complications , Obesity/metabolism , Risk Factors
3.
J Diabetes Investig ; 14(1): 92-101, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36161704

ABSTRACT

AIMS/INTRODUCTION: To investigate the impact of visceral adipose tissue (VAT) on atherosclerosis in type 2 diabetes patients with normal bodyweight (OB[-]) in the Chinese population, and to further assess the sex-age differences between them. MATERIALS AND METHODS: A total of 8,839 type 2 diabetes patients from two of the National Metabolic Management Centers in China were included in this study. Participants were classified into four groups by visceral fat area (VFA; cm2 ) and body mass index (BMI; kg/m2 ): VFA < 100 and BMI < 23.9 (VA[-]OB[-]), VFA < 100 and BMI ≥ 23.9 (VA[-]OB[+]), VFA ≥ 100 and BMI < 23.9 (VA[+]OB[-]), VFA ≥ 100 and BMI ≥ 23.9 (VA[+]OB[+]). Atherosclerosis was defined by brachial-ankle pulse wave velocity (baPWV; cm/s), and we analyzed the association between VFA, BMI and the tertiles of baPWV values. RESULTS: The VA(+)OB(-) prevalence was 3.7% among these participants. Patients with VA(+)OB(-) had the highest baPWV value (P < 0.001) and the highest proportion of the tertile 3 of baPWV (P < 0.001) among four groups, and were significantly associated with baPWV (standardized ß = 0.026, P = 0.008). VFA was significantly related to tertile 2 to tertile 3 of baPWV in (OB[-]) type 2 diabetes patients, when compared with tertile 1 of baPWV, respectively. In sex-age stratified analysis, the association of VFA and the tertiles of baPWV showed sex differences. For the 55 years age stratification analysis, there was no age difference in the relationship between VFA and baPWV in (OB[-]) patients. CONCLUSION: Increased VAT was an independent risk factor for atherosclerosis in female type 2 diabetes patients with normal weight.


Subject(s)
Atherosclerosis , Diabetes Mellitus, Type 2 , Vascular Stiffness , Humans , Female , Male , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Intra-Abdominal Fat , Ankle Brachial Index , East Asian People , Sex Characteristics , Pulse Wave Analysis , Body Weight , Risk Factors , Atherosclerosis/complications , Atherosclerosis/epidemiology
4.
J Diabetes ; 14(5): 345-355, 2022 May.
Article in English | MEDLINE | ID: mdl-35510608

ABSTRACT

BACKGROUND: To investigate the arterial stiffness (AS) risk within urinary albumin-to-creatinine ratio (UACR) and estimated glomerular filtration rate (eGFR) categories and the joint effect between kidney disease parameters and metabolic goal achievement on AS risk in adult people with type 2 diabetes (T2D). METHODS: A total of 27 439 Chinese participants with T2D from 10 National Metabolic Management Centers (MMC) were categorized into four albuminuria/decreased eGFR groups. The criteria for decreased eGFR and AS were eGFR <90 ml/min/1.73 m2 and brachial-ankle pulse wave velocity value >the 75th percentile (1770.0 cm/s). Three metabolic goals were defined as glycated hemoglobin <7%, BP <130/80 mmHg, andlow-density lipoprotein cholesterol <2.6 mmol/L. RESULTS: After full adjustment, odds ratios (ORs) for AS were highest for albuminuria and decreased eGFR (2.23 [1.98-2.52]) and were higher for albuminuria and normal eGFR (1.52 [1.39-1.67]) than for those with nonalbuminuria and decreased eGFR (1.17 [1.04-1.32]). Both UACR and eGFR in the subgroup or overall population independently correlated with AS risk. The achievement of ≥2 metabolic goals counteracted the association between albuminuria and AS risk (OR: 0.93; 95% CI: 0.80-1.07; p = .311). When the metabolic goals added up to ≥2 for patients with decreased eGFR, they showed significantly lower AS risk (OR: 0.65; 95% CI: 0.56-0.74; p < .001). CONCLUSIONS: Both higher UACR and lower eGFR are determinants of AS risk, with UACR more strongly related to AS than eGFR in adults with T2D. The correlation between albuminuria/decreased eGFR and AS was modified by the achievement of multiple metabolic elements.


Subject(s)
Diabetes Mellitus, Type 2 , Kidney Diseases , Vascular Stiffness , Adult , Albuminuria/epidemiology , Albuminuria/etiology , Ankle Brachial Index , China/epidemiology , Creatinine , Diabetes Mellitus, Type 2/epidemiology , Glomerular Filtration Rate , Goals , Humans , Pulse Wave Analysis
5.
J Diabetes ; 14(5): 306-314, 2022 May.
Article in English | MEDLINE | ID: mdl-35613850

ABSTRACT

BACKGROUND: To determine whether the follow-up frequency for type 2 diabetes mellitus (T2DM) patients in the National Metabolic Management Centers (MMCs) leads to different clinical outcomes. METHODS: A total of 19 908 T2DM patients with at least 6 months of facility-based follow-up were recruited in MMCs between June 2017 and April 2021 and divided into lower-frequency and higher-frequency follow-up (LFF and HFF) groups according to the median follow-up frequency of 2.0 (interquartile range 1.2) times per year. Metabolic parameters at baseline and at the last follow-up visit were analyzed. Multivariable linear regression models were performed to assess the relationship between follow-up frequency and between-group percentage changes, adjusting for the major covariables. Additional stratified analyses were conducted to evaluate the metabolic outcomes in the subgroups. RESULTS: The characteristics of the participants in the LFF and HFF groups were significantly different at baseline. Participants had significant improvements in multiple metabolic parameters after follow-up. Patients with HFF showed significantly greater decrease in percentage changes of fasting blood glucose (-4.95% ± 37.96% vs -2.21% ± 43.08%, P < .0001) and glycosylated hemoglobin (HbA1c) (-12.14% ± 19.78% vs -9.67% ± 20.29%, P < .0001) after adjustments compared to those with LFF. Furthermore, stratification analyses showed that significant between-group percentage changes of HbA1c were observed in those with younger age (<55 years) and higher HbA1c (>9%) at baseline (P for interaction <.001). CONCLUSIONS: HFF is associated with better metabolic outcomes. Participants, especially with younger age or worse HbA1c at baseline in the HFF group achieved better glycemic control than those in the LFF group.


Subject(s)
Diabetes Mellitus, Type 2 , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Follow-Up Studies , Glycated Hemoglobin/metabolism , Glycemic Control , Humans , Middle Aged
6.
J Diabetes ; 14(2): 134-143, 2022 Feb.
Article in English | MEDLINE | ID: mdl-35023626

ABSTRACT

BACKGROUND: To investigate the different efficacies of glycemic control between basal and premixed insulin in participants with type 2 diabetes (T2DM) when non-insulin medications fail to reach treatment targets. METHODS: This was a prospective, large-scale, real-world study at 10 diabetes centers in China. Between June 2017 and June 2021, we enrolled 1104 T2DM participants initiated with either once-daily basal insulin or twice-daily premixed insulin when the glycosylated hemoglobin (HbA1c) control target was not met after at least two non-insulin agents were administered. A Cox proportional hazards regression model adjusting for multiple influencing factors was performed to compare the different effects of basal and premixed insulin on reaching the HbA1c control target. RESULTS: At baseline, basal insulin (57.3%) was prescribed more frequently than premixed insulin (42.7%). Patients with a higher body mass index (BMI) or higher HbA1c levels were more likely to receive premixed insulin than basal insulin (both p < 0.001). After a median follow-up of 12.0 months, compared to those with premixed insulin, the hazard ratio for reaching the HbA1c target to those with basal insulin was 1.10 (95% CI, 0.92-1.31; p = 0.29) after adjustment, and less weight gain was observed in those with basal insulin than with premixed insulin (percentage change of BMI from baseline -0.37[5.50]% vs 3.40[6.73]%, p < 0.0001). CONCLUSIONS: In this real-world study, once-daily basal insulin was more frequently prescribed and had similar glycemic control effects but less weight gain compared with twice-daily premixed insulin when used as initiation therapy for those in whom glycemic control with non-insulin medications failed.


Subject(s)
Diabetes Mellitus, Type 2 , Insulin , Blood Glucose , Diabetes Mellitus, Type 2/drug therapy , Glycated Hemoglobin/analysis , Glycemic Control , Humans , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Prospective Studies
7.
J Diabetes ; 14(1): 64-72, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34989161

ABSTRACT

BACKGROUND: Atherosclerosis is a common complication in patients with type 2 diabetes (T2DM). Multiple factors are involved in the development and progress of atherosclerosis. We evaluated the association of weekly sedentary time (WST) with carotid plaque formation. METHODS: After data cleaning, a total of 26 664 participants with T2DM from 10 National Metabolic Management Centers (MMCs) from June 2017 to April 2021 were enrolled. Self-reported lifestyle data including WST, sleeping time, smoking and drinking information, carotid artery ultrasound, and biochemical parameters were obtained. The independent association of carotid plaue with sedentary and other lifestyle behaviors was evaluated using multivariable logistic regression models, and odds ratio (OR) with 95% confidence interval (CI) were reported. Moreover, stratified analysis was conducted to demonstrate the influence of confounding factors. RESULTS: The mean (SD) age of the participants was 54.0 (11.6) years, and the median (interquartile range) WST was 35.0 (21.0, 42.0) h. Comparing with participants in the first tertile of WST, those in the second or third tertile of WST were younger and with a shorter duration of diabetes. There were positive associations between longer sedentary time and odds of artery plaque after adjustment, with corresponding ORs in the second and third tertile were 1.40 (95% CI: 1.31-1.50) and 1.67 (95% CI: 1.56-1.79), respectively. However, the effect of WST on plaque in patients aged 18-40 years old had no statistical significance; the p value in the third tertile was 0.163. CONCLUSIONS: In summary, higher WST appears to be associated with higher prevalence of carotid plaque in patients with T2DM, especially in aged populations.


Subject(s)
Carotid Artery Diseases , Diabetes Mellitus, Type 2 , Plaque, Atherosclerotic , Adolescent , Adult , Aged , Carotid Arteries/diagnostic imaging , Carotid Artery Diseases/diagnostic imaging , Carotid Artery Diseases/epidemiology , Carotid Artery Diseases/etiology , Carotid Intima-Media Thickness , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Humans , Middle Aged , Plaque, Atherosclerotic/complications , Plaque, Atherosclerotic/etiology , Risk Factors , Sedentary Behavior , Young Adult
8.
Article in English | MEDLINE | ID: mdl-33087340

ABSTRACT

INTRODUCTION: Early screening for diabetic retinopathy (DR) with an efficient and scalable method is highly needed to reduce blindness, due to the growing epidemic of diabetes. The aim of the study was to validate an artificial intelligence-enabled DR screening and to investigate the prevalence of DR in adult patients with diabetes in China. RESEARCH DESIGN AND METHODS: The study was prospectively conducted at 155 diabetes centers in China. A non-mydriatic, macula-centered fundus photograph per eye was collected and graded through a deep learning (DL)-based, five-stage DR classification. Images from a randomly selected one-third of participants were used for the DL algorithm validation. RESULTS: In total, 47 269 patients (mean (SD) age, 54.29 (11.60) years) were enrolled. 15 805 randomly selected participants were reviewed by a panel of specialists for DL algorithm validation. The DR grading algorithms had a 83.3% (95% CI: 81.9% to 84.6%) sensitivity and a 92.5% (95% CI: 92.1% to 92.9%) specificity to detect referable DR. The five-stage DR classification performance (concordance: 83.0%) is comparable to the interobserver variability of specialists (concordance: 84.3%). The estimated prevalence in patients with diabetes detected by DL algorithm for any DR, referable DR and vision-threatening DR were 28.8% (95% CI: 28.4% to 29.3%), 24.4% (95% CI: 24.0% to 24.8%) and 10.8% (95% CI: 10.5% to 11.1%), respectively. The prevalence was higher in female, elderly, longer diabetes duration and higher glycated hemoglobin groups. CONCLUSION: This study performed, a nationwide, multicenter, DL-based DR screening and the results indicated the importance and feasibility of DR screening in clinical practice with this system deployed at diabetes centers. TRIAL REGISTRATION NUMBER: NCT04240652.


Subject(s)
Diabetes Mellitus , Diabetic Retinopathy , Adult , Aged , Artificial Intelligence , China/epidemiology , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/epidemiology , Female , Humans , Mass Screening , Middle Aged , Prospective Studies
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