1Department of Endocrinology and Metabolism, Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Clinical Center for Diabetes, Shanghai Diabetes Institute, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai Key Clinical Center for Metabolic Disease, Shanghai, China
2Department of Endocrinology, Eastern Theater Air Force Hospital of People’s Liberation Army, Nanjing, China
3Clinical Research Center, Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
Copyright © 2024 Korean Diabetes Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICTS OF INTEREST
No potential conflict of interest relevant to this article was reported.
AUTHOR CONTRIBUTIONS
Conception or design: L.X.L.
Acquisition, analysis, or interpretation of data: M.R.X., A.P.W., Y.J.W., J.X.L.
Drafting the work or revising: L.X.L., M.R.X., Y.J.W., J.X.L.
Final approval of the manuscript: all authors.
FUNDING
T his work was supported by the National Natural Science Foundation of China (81170759, 81770813, and 82070866), the National Key Research and Development Plan (2018YFC1314900 and 2018YFC1314905), the Shanghai Research Center for Endocrine and Metabolic Diseases (2022ZZ01002), and Shanghai Municipal Key Clinical Specialty.
Variable | Q1 (n=1,595) | Q2 (n=1,899) | Q3 (n=1,489) | Q4 (n=1,532) | Q5 (n=1,495) | P valuea | P valueb |
---|---|---|---|---|---|---|---|
Serum magnesium, mmol/L | <0.82 | 0.82–0.87 | 0.88–0.91 | 0.92–0.96 | >0.97 | - | - |
Male sex | 782 (49.0) | 1,046 (55.1) | 858 (57.6) | 873 (57.0) | 848 (56.7) | <0.001 | <0.001 |
Age, yr | 58±13 | 59±13 | 59±12 | 61±12 | 62±12 | <0.001 | <0.001 |
DD, moc | 108 (48–156) | 96 (36–156) | 96 (36–156) | 96 (36–156) | 84 (36–144) | 0.003 | 0.011 |
Smoking | 458 (28.7) | 570 (30.0) | 468 (31.4) | 467 (30.5) | 436 (29.2) | 0.498 | 0.468 |
Drinking | 253 (15.9) | 305 (16.1) | 276 (18.5) | 250 (16.3) | 256 (17.1) | 0.257 | 0.451 |
HTN | 889 (55.7) | 1,014 (53.4) | 828 (55.6) | 812 (53.0) | 833 (55.7) | 0.300 | 0.001 |
IIAs | 1,226 (76.9) | 1,428 (75.2) | 1,032 (69.3) | 969 (63.3) | 896 (59.9) | <0.001 | <0.001 |
SUs | 1,026 (64.3) | 1,245 (65.6) | 962 (64.6) | 1,017 (66.4) | 989 (66.2) | 0.685 | 0.954 |
Metformin | 1,058 (66.3) | 1,170 (61.6) | 900 (60.4) | 849 (55.4) | 774 (51.8) | <0.001 | <0.001 |
SBP, mm Hg | 133±17 | 132±17 | 132±17 | 132±17 | 132±18 | 0.759 | 0.051 |
DBP, mm Hg | 81±9 | 80±9 | 80±9 | 79±9 | 80±9 | 0.006 | 0.850 |
BMI, kg/m2 | 25.37±3.84 | 25.19±3.46 | 25.07±3.33 | 24.81±3.38 | 24.67±3.28 | 0.752 | 0.871 |
WC, cm | 90.41±10.95 | 90.51±10.40 | 89.84±10.05 | 89.21±10.07 | 88.97±10.33 | <0.001 | 0.630 |
WHtR | 0.55±0.07 | 0.55±0.06 | 0.54±0.06 | 0.54±0.06 | 0.54±0.06 | <0.001 | 0.370 |
WHR | 0.92±0.07 | 0.92±0.07 | 0.92±0.06 | 0.92±0.06 | 0.91±0.06 | <0.001 | 0.820 |
FPG, mmol/Lc | 8.4 (6.7–10.7) | 8.0 (6.4–10.1) | 7.7 (6.2–9.5) | 7.3 (5.9–9.2) | 7.0 (5.8–8.5) | <0.001 | <0.001 |
2hr PPG, mmol/Lc | 13.9 (11.1–17.3) | 13.9 (10.7–17.2) | 13.2 (9.9–16.6) | 12.4 (9.5–15.9) | 12.1 (9.3–15.3) | <0.001 | <0.001 |
HbA1c, % | 9.50±2.29 | 9.14±2.18 | 8.79±2.07 | 8.38±2.01 | 8.12±2.04 | <0.001 | <0.001 |
FCP, ng/mLc | 1.81 (1.09–2.56) | 1.71 (1.11–2.49) | 1.82 (1.15–2.57) | 1.83 (1.24–2.61) | 1.95 (1.24–2.76) | <0.001 | 0.087 |
2hr CP, ng/mLc | 3.45 (2.05–5.58) | 3.85 (2.21–5.80) | 4.08 (2.41–6.03) | 4.44 (2.75–6.25) | 4.56 (2.78–6.42) | <0.001 | <0.001 |
HOMA2-IR | 1.59 (0.95–2.30) | 1.49 (0.96–2.17) | 1.53 (0.95–2.22) | 1.57 (1.00–2.20) | 1.61 (1.03–2.27) | 0.078 | 0.807 |
TG, mmol/Lc | 1.52 (1.04–2.33) | 1.44 (1.00–2.15) | 1.39 (0.99–2.14) | 1.39 (0.98–2.02) | 1.38 (0.99–1.97) | <0.001 | 0.699 |
TC, mmol/L | 4.78±1.20 | 4.75±1.22 | 4.74±1.11 | 4.72±1.03 | 4.73±1.14 | 0.648 | 0.400 |
HDL-C, mmol/L | 1.10±0.31 | 1.12±0.32 | 1.13±0.30 | 1.14±0.30 | 1.15±0.33 | <0.001 | 0.901 |
LDL-C, mmol/L | 2.96±0.95 | 3.01±0.94 | 3.05±0.94 | 3.05±0.89 | 3.07±0.97 | 0.007 | 0.502 |
ALT, U/Lc | 17 (12–26) | 18 (13–28) | 19 (13–29) | 19 (14–30) | 21 (15–33) | 0.534 | 0.252 |
Cr, μmol/Lc | 62 (50–75) | 65 (54–78) | 66 (55–78) | 68 (58–81) | 71 (60–85) | <0.001 | 0.008 |
SUA, μmol/Lc | 317 (260–384) | 314 (261–374) | 310 (258–372) | 311 (263–372) | 319 (266–377) | 0.067 | 0.953 |
UAE, mg/dayc | 15 (8–53) | 12 (7–37) | 11 (7–28) | 11 (6–26) | 10 (6–26) | <0.001 | 0.003 |
eGFR, mL/min/1.73 m2c | 121 (96–146) | 123 (93–136) | 110 (92–131) | 106 (88–126) | 101 (83–120) | <0.001 | <0.001 |
Values are presented as number (%), mean±standard deviation, or median (interquartile range).
DD, duration of diabetes; HTN, hypertension; IIA, insulin or insulin analogue; SU, sulfonylurea; SBP, systolic blood pressure; DBP, diastolic blood pressure; BMI, body mass index; WC, waist circumference; WHtR, waist-to-height ratio; WHR, waist-to-hip ratio; FPG, fasting plasma glucose; 2hr PPG, 2-hour postprandial plasma glucose; HbA1c, glycosylated hemoglobin; FCP, fasting C-peptide; 2hr CP, 2-hour postprandial C-peptide; HOMA2-IR, updated homoeostasis model assessment of insulin sensitivity/insulin resistance; TG, total triglyceride; TC, total cholesterol; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; ALT, alanine aminotransferase; Cr, creatinine; SUA, serum uric acid; UAE, urinary albumin excretion; eGFR, estimated glomerular filtration rate.
a The P values were not adjusted for sex for the trend,
b The P values were adjusted for sex for the trend,
c The Mann-Whitney U test was applied.
Model 1: unadjusted; Model 2: adjusted for age, gender, and duration of diabetes; Model 3: additionally adjusted for hypertension, smoking, and alcohol drinking; Model 4: additionally adjusted for the use of insulin or insulin analogues, metformin, and sulfonylurea; Model 5: additionally adjusted for systolic blood pressure and diastolic blood pressure; Model 6: further adjusted for alanine aminotransferase, total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, total triglyceride, estimated glomerular filtration rate, creatinine, serum uric acid, urinary albumin excretion, fasting plasma glucose, 2-hour postprandial plasma glucose, glycosylated hemoglobin, fasting C-peptide, 2-hour postprandial C-peptide, and C-reactive protein.
OR, odds ratio; CI, confidence interval.
Model 1: unadjusted; Model 2: adjusted for age, gender, and duration of diabetes; Model 3: additionally adjusted for hypertension, smoking and alcohol drinking; Model 4: additionally adjusted for the use of insulin or insulin analogues, metformin, and sulfonylurea; Model 5: additionally adjusted for systolic blood pressure and diastolic blood pressure; Model 6: further adjusted for alanine aminotransferase, total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, triglyceride, estimated glomerular filtration rate, creatinine, serum uric acid, urinary albumin excretion, fasting plasma glucose, 2-hour postprandial plasma glucose, glycosylated hemoglobin, fasting C-peptide, 2-hour postprandial C-peptide, and C-reactive protein.
OR, odds ratio; CI, confidence interval.
Variable | Q1 (n=1,595) | Q2 (n=1,899) | Q3 (n=1,489) | Q4 (n=1,532) | Q5 (n=1,495) | P value |
P value |
---|---|---|---|---|---|---|---|
Serum magnesium, mmol/L | <0.82 | 0.82–0.87 | 0.88–0.91 | 0.92–0.96 | >0.97 | - | - |
Male sex | 782 (49.0) | 1,046 (55.1) | 858 (57.6) | 873 (57.0) | 848 (56.7) | <0.001 | <0.001 |
Age, yr | 58±13 | 59±13 | 59±12 | 61±12 | 62±12 | <0.001 | <0.001 |
DD, moc | 108 (48–156) | 96 (36–156) | 96 (36–156) | 96 (36–156) | 84 (36–144) | 0.003 | 0.011 |
Smoking | 458 (28.7) | 570 (30.0) | 468 (31.4) | 467 (30.5) | 436 (29.2) | 0.498 | 0.468 |
Drinking | 253 (15.9) | 305 (16.1) | 276 (18.5) | 250 (16.3) | 256 (17.1) | 0.257 | 0.451 |
HTN | 889 (55.7) | 1,014 (53.4) | 828 (55.6) | 812 (53.0) | 833 (55.7) | 0.300 | 0.001 |
IIAs | 1,226 (76.9) | 1,428 (75.2) | 1,032 (69.3) | 969 (63.3) | 896 (59.9) | <0.001 | <0.001 |
SUs | 1,026 (64.3) | 1,245 (65.6) | 962 (64.6) | 1,017 (66.4) | 989 (66.2) | 0.685 | 0.954 |
Metformin | 1,058 (66.3) | 1,170 (61.6) | 900 (60.4) | 849 (55.4) | 774 (51.8) | <0.001 | <0.001 |
SBP, mm Hg | 133±17 | 132±17 | 132±17 | 132±17 | 132±18 | 0.759 | 0.051 |
DBP, mm Hg | 81±9 | 80±9 | 80±9 | 79±9 | 80±9 | 0.006 | 0.850 |
BMI, kg/m2 | 25.37±3.84 | 25.19±3.46 | 25.07±3.33 | 24.81±3.38 | 24.67±3.28 | 0.752 | 0.871 |
WC, cm | 90.41±10.95 | 90.51±10.40 | 89.84±10.05 | 89.21±10.07 | 88.97±10.33 | <0.001 | 0.630 |
WHtR | 0.55±0.07 | 0.55±0.06 | 0.54±0.06 | 0.54±0.06 | 0.54±0.06 | <0.001 | 0.370 |
WHR | 0.92±0.07 | 0.92±0.07 | 0.92±0.06 | 0.92±0.06 | 0.91±0.06 | <0.001 | 0.820 |
FPG, mmol/L |
8.4 (6.7–10.7) | 8.0 (6.4–10.1) | 7.7 (6.2–9.5) | 7.3 (5.9–9.2) | 7.0 (5.8–8.5) | <0.001 | <0.001 |
2hr PPG, mmol/L |
13.9 (11.1–17.3) | 13.9 (10.7–17.2) | 13.2 (9.9–16.6) | 12.4 (9.5–15.9) | 12.1 (9.3–15.3) | <0.001 | <0.001 |
HbA1c, % | 9.50±2.29 | 9.14±2.18 | 8.79±2.07 | 8.38±2.01 | 8.12±2.04 | <0.001 | <0.001 |
FCP, ng/mL |
1.81 (1.09–2.56) | 1.71 (1.11–2.49) | 1.82 (1.15–2.57) | 1.83 (1.24–2.61) | 1.95 (1.24–2.76) | <0.001 | 0.087 |
2hr CP, ng/mL |
3.45 (2.05–5.58) | 3.85 (2.21–5.80) | 4.08 (2.41–6.03) | 4.44 (2.75–6.25) | 4.56 (2.78–6.42) | <0.001 | <0.001 |
HOMA2-IR | 1.59 (0.95–2.30) | 1.49 (0.96–2.17) | 1.53 (0.95–2.22) | 1.57 (1.00–2.20) | 1.61 (1.03–2.27) | 0.078 | 0.807 |
TG, mmol/L |
1.52 (1.04–2.33) | 1.44 (1.00–2.15) | 1.39 (0.99–2.14) | 1.39 (0.98–2.02) | 1.38 (0.99–1.97) | <0.001 | 0.699 |
TC, mmol/L | 4.78±1.20 | 4.75±1.22 | 4.74±1.11 | 4.72±1.03 | 4.73±1.14 | 0.648 | 0.400 |
HDL-C, mmol/L | 1.10±0.31 | 1.12±0.32 | 1.13±0.30 | 1.14±0.30 | 1.15±0.33 | <0.001 | 0.901 |
LDL-C, mmol/L | 2.96±0.95 | 3.01±0.94 | 3.05±0.94 | 3.05±0.89 | 3.07±0.97 | 0.007 | 0.502 |
ALT, U/L |
17 (12–26) | 18 (13–28) | 19 (13–29) | 19 (14–30) | 21 (15–33) | 0.534 | 0.252 |
Cr, μmol/L |
62 (50–75) | 65 (54–78) | 66 (55–78) | 68 (58–81) | 71 (60–85) | <0.001 | 0.008 |
SUA, μmol/L |
317 (260–384) | 314 (261–374) | 310 (258–372) | 311 (263–372) | 319 (266–377) | 0.067 | 0.953 |
UAE, mg/day |
15 (8–53) | 12 (7–37) | 11 (7–28) | 11 (6–26) | 10 (6–26) | <0.001 | 0.003 |
eGFR, mL/min/1.73 m2 |
121 (96–146) | 123 (93–136) | 110 (92–131) | 106 (88–126) | 101 (83–120) | <0.001 | <0.001 |
Variable | OR | 95% CI | P value |
---|---|---|---|
Obesity | |||
Model 1 | 0.879 | 0.841–0.919 | <0.001 |
Model 2 | 0.888 | 0.849–0.928 | <0.001 |
Model 3 | 0.899 | 0.859–0.940 | <0.001 |
Model 4 | 0.919 | 0.877–0.963 | <0.001 |
Model 5 | 0.922 | 0.881–0.966 | 0.001 |
Model 6 | 0.885 | 0.835–0.938 | <0.001 |
Abdominal obesity | |||
Model 1 | 0.881 | 0.840–0.923 | <0.001 |
Model 2 | 0.886 | 0.843–0.932 | <0.001 |
Model 3 | 0.895 | 0.851–0.942 | <0.001 |
Model 4 | 0.925 | 0.878–0.975 | 0.004 |
Model 5 | 0.927 | 0.880–0.977 | 0.004 |
Model 6 | 0.910 | 0.852–0.971 | 0.004 |
Variable | OR (95% CI) |
P values for trend | ||||
---|---|---|---|---|---|---|
Q1 | Q2 | Q3 | Q4 | Q5 | ||
Obesity | ||||||
Model 1 | 1 | 0.979 (0.857–1.119) | 0.909 (0.789–1.047) | 0.788 (0.684–0.906) | 0.740 (0.642–0.852) | <0.001 |
Model 2 | 1 | 0.990 (0.866–1.131) | 0.921 (0.799–1.061) | 0.805 (0.699–0.927) | 0.761 (0.660–0.877) | <0.001 |
Model 3 | 1 | 1.023 (0.893–1.171) | 0.937 (0.812–1.082) | 0.843 (0.730–0.973) | 0.786 (0.680–0.908) | 0.001 |
Model 4 | 1 | 1.049 (0.914–1.204) | 0.962 (0.831–1.113) | 0.889 (0.768–1.029) | 0.844 (0.728–0.978) | 0.020 |
Model 5 | 1 | 1.057 (0.920–1.214) | 0.963 (0.831–1.115) | 0.887 (0.766–1.028) | 0.854 (0.736–0.990) | 0.023 |
Model 6 | 1 | 1.093 (0.923–1.294) | 0.947 (0.791–1.134) | 0.870 (0.727–1.042) | 0.768 (0.639–0.923) | 0.001 |
Abdominal obesity | ||||||
Model 1 | 1 | 0.952 (0.822–1.102) | 0.855 (0.733–0.997) | 0.790 (0.678–0.919) | 0.727 (0.625–0.847) | <0.001 |
Model 2 | 1 | 1.007 (0.865–1.173) | 0.921 (0.785–1.081) | 0.832 (0.710–0.975) | 0.753 (0.643–0.882) | 0.001 |
Model 3 | 1 | 1.043 (0.894–1.217) | 0.932 (0.792–1.095) | 0.872 (0.743–1.024) | 0.774 (0.660–0.908) | 0.001 |
Model 4 | 1 | 1.077 (0.921–1.261) | 0.968 (0.821–1.142) | 0.938 (0.796–1.106) | 0,850 (0.720–1.002) | 0.053 |
Model 5 | 1 | 1.082 (0.925–1.267) | 0.970 (0.822–1.144) | 0.934 (0.793–1.101) | 0.859 (0.728–1.014) | 0.063 |
Model 6 | 1 | 1.125 (0.925–1.367) | 0.961 (0.784–1.178) | 1.000 (0.817–1.225) | 0.823 (0.671–1.010) | 0.031 |
Values are presented as number (%), mean±standard deviation, or median (interquartile range). DD, duration of diabetes; HTN, hypertension; IIA, insulin or insulin analogue; SU, sulfonylurea; SBP, systolic blood pressure; DBP, diastolic blood pressure; BMI, body mass index; WC, waist circumference; WHtR, waist-to-height ratio; WHR, waist-to-hip ratio; FPG, fasting plasma glucose; 2hr PPG, 2-hour postprandial plasma glucose; HbA1c, glycosylated hemoglobin; FCP, fasting C-peptide; 2hr CP, 2-hour postprandial C-peptide; HOMA2-IR, updated homoeostasis model assessment of insulin sensitivity/insulin resistance; TG, total triglyceride; TC, total cholesterol; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; ALT, alanine aminotransferase; Cr, creatinine; SUA, serum uric acid; UAE, urinary albumin excretion; eGFR, estimated glomerular filtration rate. The The The Mann-Whitney
Model 1: unadjusted; Model 2: adjusted for age, gender, and duration of diabetes; Model 3: additionally adjusted for hypertension, smoking, and alcohol drinking; Model 4: additionally adjusted for the use of insulin or insulin analogues, metformin, and sulfonylurea; Model 5: additionally adjusted for systolic blood pressure and diastolic blood pressure; Model 6: further adjusted for alanine aminotransferase, total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, total triglyceride, estimated glomerular filtration rate, creatinine, serum uric acid, urinary albumin excretion, fasting plasma glucose, 2-hour postprandial plasma glucose, glycosylated hemoglobin, fasting C-peptide, 2-hour postprandial C-peptide, and C-reactive protein. OR, odds ratio; CI, confidence interval.
Model 1: unadjusted; Model 2: adjusted for age, gender, and duration of diabetes; Model 3: additionally adjusted for hypertension, smoking and alcohol drinking; Model 4: additionally adjusted for the use of insulin or insulin analogues, metformin, and sulfonylurea; Model 5: additionally adjusted for systolic blood pressure and diastolic blood pressure; Model 6: further adjusted for alanine aminotransferase, total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, triglyceride, estimated glomerular filtration rate, creatinine, serum uric acid, urinary albumin excretion, fasting plasma glucose, 2-hour postprandial plasma glucose, glycosylated hemoglobin, fasting C-peptide, 2-hour postprandial C-peptide, and C-reactive protein. OR, odds ratio; CI, confidence interval.