1Department of Internal Medicine, College of Medicine, Hallym University, Chuncheon, Korea
2Department of Statistics and Actuarial Science, College of Natural Sciences, Soongsil University, Seoul, Korea
Copyright © 2025 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
Eun Roh has been associate editor of the Diabetes & Metabolism Journal since 2022. She was not involved in the review process of this article. Otherwise, there was no conflict of interest.
AUTHOR CONTRIBUTIONS
Conception or design: J.K.K., K.D.H., J.G.K.
Acquisition, analysis, or interpretation of data: H.N.J., B.J.K., B.H., J.H.H.
Drafting the work or revising: J.K.K., E.R., J.H.K.
Final approval of the manuscript: K.D.H., J.G.K.
FUNDING
None
ACKNOWLEDGMENTS
None
Values are presented as number (%), mean±standard deviation, or geometric mean (95% confidence interval).
DM, diabetes mellitus; IFG, impaired fasting glucose; HTN, hypertension; BMI, body mass index; BP, blood pressure; eGFR, estimated glomerular filtration rate; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol.
Values are presented as median (range).
ESKD, end-stage kidney disease; DM, diabetes mellitus; eGFR, estimated glomerular filtration rate; IFG, impaired fasting glucose.
a Hazard ratio adjusted with age, sex, income, smoke, drink, exercise, hypertension, dyslipidemia, body mass index, and proteinuria.
DM status |
eGFR, mL/min/1.73 m2 |
||||
---|---|---|---|---|---|
≥90 | 60–90 | 45–60 | 30–45 | <30 | |
None | 34 | 84 | 1,169 | 17,269 | 51,300 |
IFG | 52 | 114 | 1,049 | 12,237 | 51,596 |
<5 years | 293 | 404 | 2,327 | 17,127 | 60,667 |
≥5 years | 1,173 | 1,892 | 7,367 | 35,002 | 142,238 |
Variable | DM status and duration |
P value | |||
---|---|---|---|---|---|
Normal | IFG | DM <5 years | DM ≥5 years | ||
Number | 3,242,924 (67.6) | 1,071,403 (22.3) | 277,583 (5.8) | 203,518 (4.2) | |
Age, yr | 45.72±13.58 | 50.72±12.87 | 55.82±12.03 | 62.46±10.20 | <0.0001 |
<40 | 1,110,036 (34.2) | 206,621 (19.3) | 23,329 (8.4) | 2,567 (1.3) | |
40–64 | 1,817,602 (56.1) | 706,088 (65.9) | 188,288 (67.8) | 114,074 (56.0) | |
≥65 | 315,286 (9.7) | 158,694 (14.8) | 65,966 (23.8) | 86,877 (42.7) | |
Male sex | 1,636,912 (50.48) | 670,820 (62.61) | 177,085 (63.8) | 117,269 (57.62) | <0.0001 |
Income, low 25% | 712,147 (21.96) | 229,154 (21.39) | 65,930 (23.75) | 50,242 (24.69) | <0.0001 |
Smoke | <0.0001 | ||||
Non | 2,030,571 (62.62) | 575,236 (53.69) | 142,799 (51.44) | 120,798 (59.35) | |
Ex-smoker | 443,606 (13.68) | 207,272 (19.35) | 57,003 (20.54) | 42,523 (20.89) | |
Current | 768,747 (23.71) | 288,895 (26.96) | 77,781 (28.02) | 40,197 (19.75) | |
Drink | <0.0001 | ||||
Non | 1,678,388 (51.76) | 493,466 (46.06) | 144,606 (52.09) | 132,518 (65.11) | |
Mild | 1,365,621 (42.11) | 471,030 (43.96) | 104,064 (37.49) | 56,868 (27.94) | |
Heavy | 198,915 (6.13) | 106,907 (9.98) | 28,913 (10.42) | 14,132 (6.94) | |
Regular exercise | 609,600 (18.80) | 216,801 (20.24) | 57,449 (20.70) | 48,375 (23.77) | <0.0001 |
HTN | 642,765 (19.82) | 372,670 (34.78) | 158,798 (57.21) | 146,615 (72.04) | <0.0001 |
Dyslipidemia | 506,435 (15.62) | 265,601 (24.79) | 124,162 (44.73) | 109,675 (53.89) | <0.0001 |
BMI, kg/m2 | 23.33±3.18 | 24.48±3.25 | 25.30±3.46 | 24.76±3.21 | <0.0001 |
Waist circumference | 78.74±9.08 | 82.58±8.76 | 85.52±8.77 | 85.30±8.47 | <0.0001 |
Systolic BP, mm Hg | 119.79±14.19 | 125.47±14.65 | 128.39±15.29 | 128.54±15.51 | <0.0001 |
Diastolic BP, mm Hg | 74.95±9.74 | 78.34±9.94 | 79.49±10.17 | 77.35±9.89 | <0.0001 |
Pulse pressure, mm Hg | 44.8±4.5 | 47.0±4.7 | 49.4±5.1 | 51.5±5.6 | <0.0001 |
Laboratory findings | |||||
Glucose | 88.14±7.36 | 107.46±6.43 | 138.59±43.20 | 143.06±50.58 | <0.0001 |
eGFR, mL/min/1.73 m2 | 93.45±36.65 | 89.64±32.97 | 89.23±35.84 | 84.11±34.93 | <0.0001 |
≥90 | 1,622,816 (43.4) | 455,793 (42.5) | 116,614 (42.0) | 69,700 (34.2) | |
60–90 | 1,535,256 (41.0) | 571,573 (53.3) | 142,730 (51.4) | 104,550 (51.4) | |
45–60 | 75,749 (2.0) | 39,326 (3.7) | 15,588 (5.6) | 22,052 (10.8) | |
30–45 | 6,706 (0.2) | 3,758 (0.4) | 2,149 (0.8) | 5,676 (2.8) | |
<30 | 2,397 (0.1) | 953 (0.1) | 502 (0.2) | 1,540 (0.8) | |
Proteinuria | 50,499 (1.56) | 23,011 (2.15) | 13,007 (4.69) | 16,648 (8.18) | <0.0001 |
Total cholesterol, mg/dL | 192.85±35.20 | 201.89±37.26 | 197.02±42.06 | 180.97±39.33 | <0.0001 |
HDL-C, mg/dL | 56.42±17.55 | 54.67±17.52 | 51.62±16.12 | 50.06±15.02 | <0.0001 |
LDL-C, mg/dL | 113.2±32.6 | 118.72±35.43 | 112.37±38.76 | 101.25±35.81 | <0.0001 |
Triglyceride | 100.66 (100.59–100.72) | 125.44 (125.31–125.57) | 145.76 (145.45–146.07) | 130.85 (130.55–131.16) | <0.0001 |
DM status | eGFR, mL/min/1.73 m2 |
||||
---|---|---|---|---|---|
≥90 | 60–90 | 45–60 | 30–45 | <30 | |
None | 1 (reference) | 2.2 (1.9–2.4) | 20.1 (18.0–22.1) | 153.1 (136.4–171.8) | 501.3 (446.5–562.8) |
IFG | 1.2 (0.99–1.4) | 2.4 (2.1–2.7) | 15.1 (13.1–17.3) | 108.8 (94.4–125.4) | 478.5 (414.1–552.8) |
<5 years | 4.3 (3.8–5.0) | 5.6 (4.9–6.4) | 24.6 (21.3–28.5) | 131.0 (112.2–152.9) | 377.8 (316.5–451.3) |
≥5 years | 13.9 (12.4–15.7) | 19.5 (18.4–22.7) | 63.1 (56.4–70.5) | 226.5 (202.5–253.4) | 800.0 (708.1–900.3) |
DM status | eGFR, mL/min/1.73 m2 |
||||
---|---|---|---|---|---|
≥90 | 60–90 | 45–60 | 30–45 | <30 | |
None | 34 | 84 | 1,169 | 17,269 | 51,300 |
IFG | 52 | 114 | 1,049 | 12,237 | 51,596 |
<5 years | 293 | 404 | 2,327 | 17,127 | 60,667 |
≥5 years | 1,173 | 1,892 | 7,367 | 35,002 | 142,238 |
eGFR | DM status | Number | ESKD | Duration, person-yr | IR, pmp | HR (95% CI) | Pinteraction | |
---|---|---|---|---|---|---|---|---|
Age <65 years | ≥90 | Normal | 1,548,508 | 418 | 14,435,963.5 | 29 | 1 (ref) | |
IFG | 423,054 | 168 | 3,917,647.6 | 43 | 1.22 (1.02–1.46) | |||
DM <5 years | 103,029 | 267 | 944,082.8 | 283 | 5.50 (4.70–6.43) | |||
DM ≥5 years | 54,187 | 621 | 491,581.3 | 1,263 | 19.97 (17.46–22.67) | |||
60–90 | Normal | 1,330,787 | 696 | 12,405,358.5 | 56 | 1.81 (1.65–2.10) | ||
IFG | 467,465 | 316 | 4,334,460.4 | 73 | 2.00 (1.72–2.31) | |||
DM <5 years | 101,081 | 341 | 929,956.9 | 367 | 6.81 (5.88–7.89) | |||
DM ≥5 years | 53,431 | 1,059 | 483,085.0 | 2,192 | 30.92 (27.38–34.91) | |||
45–60 | Normal | 43,894 | 434 | 405,421.4 | 1,070 | 26.12 (22.76–29.97) | ||
IFG | 20,306 | 185 | 186,600.3 | 1,000 | 20.99 (16.74–23.86) | |||
DM <5 years | 6,570 | 142 | 59,257.2 | 2,391 | 31.66 (26.04–38.50) | |||
DM ≥5 years | 6,737 | 613 | 57,962.1 | 10,571 | 102.89 (89.93–117.71) | |||
30–45 | Normal | 2,813 | 565 | 23,412.9 | 24,123 | 246.01 (215.39–280.96) | ||
IFG | 1,320 | 184 | 11,194.4 | 16,431 | 177.38 (148.35–212.10) | |||
DM <5 years | 697 | 154 | 5,437.2 | 28,325 | 228.82 (189.02–277.01) | <0.001 | ||
DM ≥5 years | 1,709 | 632 | 11,662.9 | 54,190 | 367.01 (320.62–420.11) | |||
Age ≥65 years | ≥90 | Normal | 74,308 | 100 | 651,807.4 | 153 | 1 (ref) | |
IFG | 32,739 | 49 | 285,464.2 | 172 | 0.99 (0.77–1.39) | |||
DM <5 years | 13,585 | 43 | 115,690.5 | 372 | 1.77 (1.24–2.53) | |||
DM ≥5 years | 15,513 | 109 | 130,787.3 | 833 | 3.63 (2.77–4.77) | |||
60–90 | Normal | 204,469 | 491 | 1,794,917.4 | 274 | 1.71 (1.38–2.12) | ||
IFG | 104,108 | 284 | 907,184.1 | 313 | 1.72 (1.37–2.16) | |||
DM <5 years | 41,649 | 178 | 354,617.9 | 502 | 2.28 (1.78–2.92) | |||
DM ≥5 years | 51,119 | 663 | 427,231.9 | 1,552 | 6.16 (4.99–7.61) | |||
45–60 | Normal | 31,855 | 355 | 269,554.3 | 1,317 | 7.04 (5.64–8.79) | ||
IFG | 19,020 | 179 | 159,918.1 | 1,119 | 5.28 (4.13–6.75) | |||
DM <5 years | 9,018 | 168 | 73,958.6 | 2,272 | 9.07 (7.08–11.63) | |||
DM ≥5 years | 15,315 | 704 | 120,797.0 | 5,828 | 19.72 (15.90–24.33) | |||
30–45 | Normal | 3,893 | 325 | 28,123.2 | 11,556 | 42.06 (33.59–52.67) | ||
IFG | 2,438 | 169 | 17,652.8 | 9,574 | 32.75 (25.55–41.97) | |||
DM <5 years | 1,452 | 111 | 10,035.6 | 11,061 | 35.95 (27.42–47.15) | |||
DM ≥5 years | 3,967 | 689 | 26,176.3 | 26,322 | 71.91 (58.22–88.80) |
Values are presented as number (%), mean±standard deviation, or geometric mean (95% confidence interval). DM, diabetes mellitus; IFG, impaired fasting glucose; HTN, hypertension; BMI, body mass index; BP, blood pressure; eGFR, estimated glomerular filtration rate; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol.
Values are presented as median (range). ESKD, end-stage kidney disease; DM, diabetes mellitus; eGFR, estimated glomerular filtration rate; IFG, impaired fasting glucose. Hazard ratio adjusted with age, sex, income, smoke, drink, exercise, hypertension, dyslipidemia, body mass index, and proteinuria.
pmp, per million population; ESKD, end-stage kidney disease; DM, diabetes mellitus; eGFR, estimated glomerular filtration rate; IFG, impaired fasting glucose.
ESKD, end-stage kidney disease; eGFR, estimated glomerular filtration rate; DM, diabetes mellitus; IR, incidence rate; pmp, per million population; HR, hazard ratio; CI, confidence interval; IFG, impaired fasting glucose.