1Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
2Institute of Endocrine Research, Yonsei University College of Medicine, Seoul, Korea
Copyright © 2022 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: B.W.L
Acquisition, analysis, or interpretation of data: H.K.K., M.L., B.W.L.
Drafting the work or revising: H.K.K, M.L., Y.L., E.S.K., B.S.C., B.W.L.
Final approval of the manuscript: B.W.L.
FUNDING
This work was supported by the Technology Innovation Program funded by the Ministry of Trade, Industry & Energy (MOTIE, Korea) (20004103) and by Severance Hospital Research Fund for Clinical excellence (SHRC C 2019-0032).
Characteristic | Total (n=300) | Low u-NCR (≤6.77 U/g Cr) (n=150) | High u-NCR (>6.77 U/g Cr) (n=150) | P value | |
---|---|---|---|---|---|
Demographic | |||||
Age, yr | 57.1±13.5 | 56.4±13.8 | 57.7±13.2 | 0.410 | |
Male sex | 204 (68) | 115 (76.7) | 89 (59.3) | 0.001a | |
Hypertension | 150 (50) | 75 (50) | 99 (66) | 0.005a | |
Lipid medication | 150 (50) | 82 (54.7) | 82 (54.7) | 0.990 | |
Duration of diabetes, yr | 3 (0 to 10) | 3 (0 to 8) | 4 (0 to 11) | 0.050a | |
BMI, kg/m2 | 26.7±–3.9 | 26.5±3.5 | 26.9±4.3 | 0.470 | |
Waist circumference, cm | 93.1±10.1 | 92.9±9.2 | 93.4±11.0 | 0.660 | |
Systolic blood pressure, mm Hg | 128.3±16.1 | 126.4±15.2 | 130±16.9 | 0.050 | |
Diastolic blood pressure, mm Hg | 80±13.0 | 79.5±12.2 | 80.6±13.7 | 0.470 | |
Biochemistry profile | |||||
AST, IU/L | 27 (19 to 39) | 26 (19 to 36) | 27 (18 to 42) | 0.690 | |
ALT, IU/L | 27 (19 to 47) | 27 (20 to 49) | 26 (17 to 45) | 0.260 | |
Albumin, mg/dL | 4.4±0.39 | 4.5±0.31 | 4.3±0.44 | <0.001a | |
Platelet, 103/μL | 240±75 | 240±68 | 241±51 | 0.940 | |
Total cholesterol, mg/dL | 164 (135 to 195) | 155 (131 to 192) | 169 (141 to 202) | 0.036a | |
Triglyceride, mg/dL | 134 (98 to 194) | 131 (98 to 186) | 137 (99 to 215) | 0.470 | |
HDL-C, mg/dL | 44 (36 to 53) | 44 (38 to 52) | 44 (35 to 54) | 0.620 | |
LDL-C, mg/dL | 89 (63 to 115) | 86 (57 to 113) | 91 (68 to 117) | 0.130 | |
Glycemic parameter | |||||
Fasting glucose, mg/dL | 145±58 | 128±31 | 167±71 | <0.001a | |
Postprandial glucose, mg/dL | 214±79 | 184±53 | 245±90 | <0.001a | |
HbA1c, % | 7.7±1.8 | 7.2±1.4 | 8.3±1.9 | <0.001a | |
Glycated albumin, % | 17 (15 to 22) | 16 (14 to 18) | 20 (17 to 25) | <0.001a | |
Homeostasis model assessment (insulin non-user n=249) | 133 (56.4) | 116 (46.6) | |||
HOMA-β | 54.9 (30.7 to 98.0) | 61.5 (38 to 105) | 46 (25.2 to 96.3) | 0.009a | |
HOMA-IR | 3.4 (2.1 to 6.3) | 3.2 (2.0 to 5.7) | 3.9 (2.2 to 6.6) | 0.097 | |
Nephropathic indices | |||||
CKD (eGFR <60 mL/min/1.73 m2) | 150 (50) | 4 (2.7) | 17 (11.3) | 0.003a | |
Creatinine, mg/dL | 0.8 (0.68 to 0.96) | 0.8 (0.69 to 0.95) | 0.8 (0.66 to 0.96) | 0.900 | |
eGFR CKD-EPI, mL/min/1.73 m2 | 93.2±19.6 | 96.9±17.2 | 89.6±21.2 | 0.001a | |
u-NCR, U/g creatinine | 6.8 (4.2 to 10.8) | 4.2 (3.1 to 5.6) | 10.8 (8.4 to 14.4) | <0.001a | |
u-ACR, mg/g creatinine | 12.5 (5.7 to 45.7) | 8.8 (4.5 to 25.8) | 22.1 (8.5 to 89.7) | <0.001a | |
Albuminuria (≥30 mg/g creatinine) | 97 (32.3) | 34 (22.7) | 63 (42.0) | <0.001a | |
u-PCR, mg/g creatinine | 100 (70 to 190) | 80 (60 to 125) | 130 (90 to 283) | <0.001a | |
Indices of hepatic steatosis | |||||
CAP, dB/m | 292 (254 to 325) | 292 (257 to 319) | 293 (251 to 336) | 0.710 | |
NLFS | 0.85 (–0.22 to 2.17) | 0.89 (–0.25 to 2.12) | 0.75 (–0.22 to 2.33) | 0.900 | |
NLFS >–0.64 | 240 (80.8) | 120 (80.5) | 120 (81.1) | 0.910 | |
FSI | 0.60 (–0.08 to 1.59) | 0.65 (–0.08 to 1.5) | 0.57 (–0.09 to 1.64) | 0.830 | |
Indices of hepatic fibrosis | |||||
LSM, kPa | 6.0 (4.6 to 8.3) | 5.4 (4.5 to 6.7) | 6.3 (4.9 to 10.2) | 0.001a | |
FIB-4 index | 1.24 (0.83 to 1.89) | 1.15 (0.81 to 1.65) | 1.39 (0.86 to 2.0) | 0.055 | |
FIB-4 index >2.67 | 39 (13) | 19 (12.7) | 20 (13.3) | 0.86 | |
NFS | –0.85 (–1.73 to –0.03) | –1.11 (–1.81 to –0.12) | –0.63 (–1.6 to 0.14) | 0.032a | |
NFS >0.676 | 36 (12) | 17 (11.3) | 19 (12.7) | 0.720 | |
Hepatic fibrosis stage | |||||
F0–1 (<7 kPa) | 202 (67.3) | 116 (77.3) | 86 (57.3) | 0.001a | |
F2 (≥7 kPa) | 28 (9.3) | 11 (7.3) | 17 (11.3) | ||
F3 (≥8.7 kPa) | 23 (7.7) | 5 (3.3) | 18 (12.0) | ||
F4 (≥11.5 kPa) | 47 (15.7) | 18 (12) | 29 (19.3) |
Values are presented as mean±standard deviation, number (%), or median (interquartile range).
u-NCR, urinary N-acetyl-β-D-glucosaminidase to creatinine ratio; Cr, creatinine; BMI, body mass index; AST, aspartate aminotransferase; ALT, alanine aminotransferase; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; HbA1c, glycosylated hemoglobin; HOMA-β, homeostasis model assessment-β; HOMA-IR, homeostasis model assessment of insulin resistance; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; CKD-EPI, chronic kidney disease epidemiology collaboration; u-ACR, urinary albumin to creatinine ratio; u-PCR, urinary protein to creatinine ratio; CAP, controlled attenuation parameter; NLFS, nonalcoholic fatty liver disease (NAFLD) liver fat score; FSI, Framingham steatosis index; LSM, liver stiffness measurement; FIB-4, Fibrosis-4-calculator; NFS, NAFLD fibrosis score; F0–1, no fibrosis and mild fibrosis; F2, significant fibrosis.
a Statistical significance at P<0.05.
Variable |
u-NCRa |
|
---|---|---|
r | P value | |
Demographics | ||
Age, yr | 0.069 | 0.230 |
Duration of diabetes, yr | 0.130 | 0.032b |
BMI, kg/m2 | –0.039 | 0.510 |
Waist circumference, cm | –0.037 | 0.520 |
Systolic blood pressure, mm Hg | 0.062 | 0.280 |
Diastolic blood pressure, mm Hg | 0.008 | 0.890 |
Biochemistry profile | ||
AST, IU/L | 0.046 | 0.240 |
ALT, IU/L | –0.010 | 0.800 |
Albumin, mg/dL | –0.30 | <0.001b |
Total cholesterol, mg/dL | 0.090 | 0.017b |
Triglyceride, mg/dL | 0.001 | 0.980 |
HDL-C, mg/dL | –0.006 | 0.870 |
LDL-C, mg/dL | 0.073 | 0.059 |
Glycemic parameters | ||
Fasting glucose, mg/dL | 0.380 | <0.001b |
Postprandial glucose, mg/dL | 0.440 | <0.001b |
HbA1c, % | 0.370 | <0.001b |
Glycated albumin, % | 0.360 | <0.001b |
HOMA-β (insulin non-user n=249) | –0.150 | 0.021b |
HOMA-IR (insulin non-user n=249) | 0.087 | 0.170 |
Nephropathic indices | ||
Creatinine, mg/dL | 0.015 | 0.710 |
eGFR CKD-EPI, mL/min/1.73 m2 | –0.22 | <0.001b |
u-ACR, mg/g creatinine | 0.230 | <0.001b |
u-PCR, mg/g creatinine | 0.320 | <0.001b |
Index of hepatic steatosis | ||
NLFS | 0.001 | 0.990 |
FSI | –0.01 | 0.810 |
Index of hepatic fibrosis | ||
FIB-4 index | 0.340 | <0.001b |
NFS | 0.350 | <0.001b |
u-NCR, urinary N-acetyl-β-D-glucosaminidase to creatinine ratio; BMI, body mass index; AST, aspartate aminotransferase; ALT, alanine aminotransferase; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; HbA1c, glycosylated hemoglobin; HOMA-β, homeostasis model assessment-β; HOMA-IR, homeostasis model assessment of insulin resistance; eGFR, estimated glomerular filtration rate; CKD-EPI, chronic kidney disease epidemiology collaboration; u-ACR, urinary albumin to creatinine ratio; u-PCR, urinary protein to creatinine ratio; NLFS, nonalcoholic fatty liver disease (NAFLD) liver fat score; FSI, Framingham steatosis index; FIB-4, fibrosis-4-calculator; NFS, NAFLD fibrosis score.
a Statistical significance at P<0.05,
b Log transformed form.
Variable |
Model 1 |
Model 2 |
Model 3 |
Model 4 |
||||
---|---|---|---|---|---|---|---|---|
STD β | P value | STD β | P value | STD β | P value | STD β | P value | |
u-NCR, U/g Cra | 1.58 | <0.001b | 1.41 | 0.001b | 0.130 | 0.002b | 1.58 | <0.001b |
Age, yr | 0.027 | 0.250 | 0.018 | 0.422 | 0.014 | 0.560 | 0.005 | 0.811 |
Male sex | –0.46 | 0.481 | –0.520 | 0.421 | –0.180 | 0.781 | –0.046 | 0.942 |
BMI, kg/m2 | 0.21 | 0.009b | 0.211 | 0.011b | 0.150 | 0.101 | 0.130 | 0.160b |
Duration of diabetes, yr | –0.058 | 0.140 | –0.04 | 0.320 | –0.027 | 0.510 | –0.004 | 0.920 |
Hypertension | 0.970 | 0.140 | 1.03 | 0.130 | 0.970 | 0.131 | ||
Lipid medication | –1.74 | 0.007b | –1.69 | 0.009b | –1.68 | 0.007b | ||
Triglyceride, mg/dL | –0.006 | 0.089 | –0.005 | 0.132 | ||||
ALT, IU/L | 0.010 | 0.300 | 0.011 | 0.243 | ||||
HOMA-IR, % | 0.130 | 0.096 | 0.0001 | 0.990 | ||||
HbA1c, % | 0.141 | 0.550 | ||||||
HOMA-β | 0.017 | 0.011b |
Model 1 was adjusted for age, male sex, BMI, and duration of diabetes; Model 2 adjusted for Model 1 parameters plus hypertension, lipid medication; Model 3 adjusted for Model 2 parameters plus triglyceride, ALT, HOMA-IR; Model 4 adjusted for Model 3 parameters plus HbA1c, HOMA-β.
u-NCR, urinary N-acetyl-β-D-glucosaminidase to creatinine ratio; STD, standardized; BMI, body mass index; ALT, alanine aminotransferase; HOMA-IR, homeostasis model assessment of insulin resistance; HbA1c, glycosylated hemoglobin; HOMA-β, homeostasis model assessment-β.
a Statistical significance at P<0.05,
b Log transformed form.
Characteristic | Total (n=300) | Low u-NCR (≤6.77 U/g Cr) (n=150) | High u-NCR (>6.77 U/g Cr) (n=150) | P value | |
---|---|---|---|---|---|
Demographic | |||||
Age, yr | 57.1±13.5 | 56.4±13.8 | 57.7±13.2 | 0.410 | |
Male sex | 204 (68) | 115 (76.7) | 89 (59.3) | 0.001 |
|
Hypertension | 150 (50) | 75 (50) | 99 (66) | 0.005 |
|
Lipid medication | 150 (50) | 82 (54.7) | 82 (54.7) | 0.990 | |
Duration of diabetes, yr | 3 (0 to 10) | 3 (0 to 8) | 4 (0 to 11) | 0.050 |
|
BMI, kg/m2 | 26.7±–3.9 | 26.5±3.5 | 26.9±4.3 | 0.470 | |
Waist circumference, cm | 93.1±10.1 | 92.9±9.2 | 93.4±11.0 | 0.660 | |
Systolic blood pressure, mm Hg | 128.3±16.1 | 126.4±15.2 | 130±16.9 | 0.050 | |
Diastolic blood pressure, mm Hg | 80±13.0 | 79.5±12.2 | 80.6±13.7 | 0.470 | |
Biochemistry profile | |||||
AST, IU/L | 27 (19 to 39) | 26 (19 to 36) | 27 (18 to 42) | 0.690 | |
ALT, IU/L | 27 (19 to 47) | 27 (20 to 49) | 26 (17 to 45) | 0.260 | |
Albumin, mg/dL | 4.4±0.39 | 4.5±0.31 | 4.3±0.44 | <0.001 |
|
Platelet, 103/μL | 240±75 | 240±68 | 241±51 | 0.940 | |
Total cholesterol, mg/dL | 164 (135 to 195) | 155 (131 to 192) | 169 (141 to 202) | 0.036 |
|
Triglyceride, mg/dL | 134 (98 to 194) | 131 (98 to 186) | 137 (99 to 215) | 0.470 | |
HDL-C, mg/dL | 44 (36 to 53) | 44 (38 to 52) | 44 (35 to 54) | 0.620 | |
LDL-C, mg/dL | 89 (63 to 115) | 86 (57 to 113) | 91 (68 to 117) | 0.130 | |
Glycemic parameter | |||||
Fasting glucose, mg/dL | 145±58 | 128±31 | 167±71 | <0.001 |
|
Postprandial glucose, mg/dL | 214±79 | 184±53 | 245±90 | <0.001 |
|
HbA1c, % | 7.7±1.8 | 7.2±1.4 | 8.3±1.9 | <0.001 |
|
Glycated albumin, % | 17 (15 to 22) | 16 (14 to 18) | 20 (17 to 25) | <0.001 |
|
Homeostasis model assessment (insulin non-user n=249) | 133 (56.4) | 116 (46.6) | |||
HOMA-β | 54.9 (30.7 to 98.0) | 61.5 (38 to 105) | 46 (25.2 to 96.3) | 0.009 |
|
HOMA-IR | 3.4 (2.1 to 6.3) | 3.2 (2.0 to 5.7) | 3.9 (2.2 to 6.6) | 0.097 | |
Nephropathic indices | |||||
CKD (eGFR <60 mL/min/1.73 m2) | 150 (50) | 4 (2.7) | 17 (11.3) | 0.003 |
|
Creatinine, mg/dL | 0.8 (0.68 to 0.96) | 0.8 (0.69 to 0.95) | 0.8 (0.66 to 0.96) | 0.900 | |
eGFR CKD-EPI, mL/min/1.73 m2 | 93.2±19.6 | 96.9±17.2 | 89.6±21.2 | 0.001 |
|
u-NCR, U/g creatinine | 6.8 (4.2 to 10.8) | 4.2 (3.1 to 5.6) | 10.8 (8.4 to 14.4) | <0.001 |
|
u-ACR, mg/g creatinine | 12.5 (5.7 to 45.7) | 8.8 (4.5 to 25.8) | 22.1 (8.5 to 89.7) | <0.001 |
|
Albuminuria (≥30 mg/g creatinine) | 97 (32.3) | 34 (22.7) | 63 (42.0) | <0.001 |
|
u-PCR, mg/g creatinine | 100 (70 to 190) | 80 (60 to 125) | 130 (90 to 283) | <0.001 |
|
Indices of hepatic steatosis | |||||
CAP, dB/m | 292 (254 to 325) | 292 (257 to 319) | 293 (251 to 336) | 0.710 | |
NLFS | 0.85 (–0.22 to 2.17) | 0.89 (–0.25 to 2.12) | 0.75 (–0.22 to 2.33) | 0.900 | |
NLFS >–0.64 | 240 (80.8) | 120 (80.5) | 120 (81.1) | 0.910 | |
FSI | 0.60 (–0.08 to 1.59) | 0.65 (–0.08 to 1.5) | 0.57 (–0.09 to 1.64) | 0.830 | |
Indices of hepatic fibrosis | |||||
LSM, kPa | 6.0 (4.6 to 8.3) | 5.4 (4.5 to 6.7) | 6.3 (4.9 to 10.2) | 0.001 |
|
FIB-4 index | 1.24 (0.83 to 1.89) | 1.15 (0.81 to 1.65) | 1.39 (0.86 to 2.0) | 0.055 | |
FIB-4 index >2.67 | 39 (13) | 19 (12.7) | 20 (13.3) | 0.86 | |
NFS | –0.85 (–1.73 to –0.03) | –1.11 (–1.81 to –0.12) | –0.63 (–1.6 to 0.14) | 0.032 |
|
NFS >0.676 | 36 (12) | 17 (11.3) | 19 (12.7) | 0.720 | |
Hepatic fibrosis stage | |||||
F0–1 (<7 kPa) | 202 (67.3) | 116 (77.3) | 86 (57.3) | 0.001 |
|
F2 (≥7 kPa) | 28 (9.3) | 11 (7.3) | 17 (11.3) | ||
F3 (≥8.7 kPa) | 23 (7.7) | 5 (3.3) | 18 (12.0) | ||
F4 (≥11.5 kPa) | 47 (15.7) | 18 (12) | 29 (19.3) |
Variable | u-NCR |
|
---|---|---|
r | P value | |
Demographics | ||
Age, yr | 0.069 | 0.230 |
Duration of diabetes, yr | 0.130 | 0.032 |
BMI, kg/m2 | –0.039 | 0.510 |
Waist circumference, cm | –0.037 | 0.520 |
Systolic blood pressure, mm Hg | 0.062 | 0.280 |
Diastolic blood pressure, mm Hg | 0.008 | 0.890 |
Biochemistry profile | ||
AST, IU/L | 0.046 | 0.240 |
ALT, IU/L | –0.010 | 0.800 |
Albumin, mg/dL | –0.30 | <0.001 |
Total cholesterol, mg/dL | 0.090 | 0.017 |
Triglyceride, mg/dL | 0.001 | 0.980 |
HDL-C, mg/dL | –0.006 | 0.870 |
LDL-C, mg/dL | 0.073 | 0.059 |
Glycemic parameters | ||
Fasting glucose, mg/dL | 0.380 | <0.001 |
Postprandial glucose, mg/dL | 0.440 | <0.001 |
HbA1c, % | 0.370 | <0.001 |
Glycated albumin, % | 0.360 | <0.001 |
HOMA-β (insulin non-user n=249) | –0.150 | 0.021 |
HOMA-IR (insulin non-user n=249) | 0.087 | 0.170 |
Nephropathic indices | ||
Creatinine, mg/dL | 0.015 | 0.710 |
eGFR CKD-EPI, mL/min/1.73 m2 | –0.22 | <0.001 |
u-ACR, mg/g creatinine | 0.230 | <0.001 |
u-PCR, mg/g creatinine | 0.320 | <0.001 |
Index of hepatic steatosis | ||
NLFS | 0.001 | 0.990 |
FSI | –0.01 | 0.810 |
Index of hepatic fibrosis | ||
FIB-4 index | 0.340 | <0.001 |
NFS | 0.350 | <0.001 |
Variable | Model 1 |
Model 2 |
Model 3 |
Model 4 |
||||
---|---|---|---|---|---|---|---|---|
STD β | P value | STD β | P value | STD β | P value | STD β | P value | |
u-NCR, U/g Cr |
1.58 | <0.001 |
1.41 | 0.001 |
0.130 | 0.002 |
1.58 | <0.001 |
Age, yr | 0.027 | 0.250 | 0.018 | 0.422 | 0.014 | 0.560 | 0.005 | 0.811 |
Male sex | –0.46 | 0.481 | –0.520 | 0.421 | –0.180 | 0.781 | –0.046 | 0.942 |
BMI, kg/m2 | 0.21 | 0.009 |
0.211 | 0.011 |
0.150 | 0.101 | 0.130 | 0.160 |
Duration of diabetes, yr | –0.058 | 0.140 | –0.04 | 0.320 | –0.027 | 0.510 | –0.004 | 0.920 |
Hypertension | 0.970 | 0.140 | 1.03 | 0.130 | 0.970 | 0.131 | ||
Lipid medication | –1.74 | 0.007 |
–1.69 | 0.009 |
–1.68 | 0.007 |
||
Triglyceride, mg/dL | –0.006 | 0.089 | –0.005 | 0.132 | ||||
ALT, IU/L | 0.010 | 0.300 | 0.011 | 0.243 | ||||
HOMA-IR, % | 0.130 | 0.096 | 0.0001 | 0.990 | ||||
HbA1c, % | 0.141 | 0.550 | ||||||
HOMA-β | 0.017 | 0.011 |
Values are presented as mean±standard deviation, number (%), or median (interquartile range). u-NCR, urinary Statistical significance at
u-NCR, urinary Statistical significance at Log transformed form.
Model 1 was adjusted for age, male sex, BMI, and duration of diabetes; Model 2 adjusted for Model 1 parameters plus hypertension, lipid medication; Model 3 adjusted for Model 2 parameters plus triglyceride, ALT, HOMA-IR; Model 4 adjusted for Model 3 parameters plus HbA1c, HOMA-β. u-NCR, urinary Statistical significance at Log transformed form.