

, Han Na Jung1, Bum Jun Kim1, Boram Han1, Ji Hye Huh1, Eun Roh1, Joo-Hee Kim1, Kyung-Do Han2

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
Division of Endocrinology and Metabolism, Department of Internal Medicine, Hallym University Sacred Heart Hospital, College of Medicine, Hallym University, 22 Gwanpyeong-ro 170beon-gil, Dongan-gu, Anyang 14068, Korea E-mail: kjg0804@hallym.or.kr
Department of Statistics and Actuarial Science, College of Natural Sciences, Soongsil University, 369 Sangdo-ro, Dongjak-gu, Seoul 06978, Korea E-mail: hkd917@naver.com 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 |
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| 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.
