Abstract
Background
Methods
Results
ACKNOWLEDGMENTS
Notes
References
SUPPLEMENTARY MATERIALS
Table 1.
GADA | ICA | IAA | No. (%) |
---|---|---|---|
+ | + | + | 25 (4.9) |
+ | + | – | 18 (3.5) |
+ | – | + | 6 (1.2) |
+ | – | – | 42 (8.3) |
– | + | + | 20 (3.9) |
– | – | + | 98 (19.3) |
– | + | – | 0 |
– | – | – | 300 (58.9) |
Table 2.
Characteristic | Either autoantibody positive group (n=209) | Autoantibody negative group (n=300) | P valuea |
---|---|---|---|
Sex, male/female | 115 (55.0)/94 (45.0) | 188 (62.7)/112 (37.3) | 0.084 |
Age, yr | 58.8±14.4 | 56.22±14.2 | 0.038b |
Duration of diabetes, yr | 8 (2–13) | 7 (1–13) | 0.453 |
Systolic BP, mm Hg | 131±17.5 | 135.61±18.1 | 0.004c |
Diastolic BP, mm Hg | 76.0±11.4 | 78.1±10.5 | 0.037b |
Weight, kg | 65 (58–74.5) | 70 (61–79.8) | 0.000c |
BMI, kg/m2 | 23.8 (21.4–26.1) | 24.7 (22.6–27.7) | 0.001c |
Waist, cm | 88 (80–95) | 90 (84–97) | 0.008c |
Family history of diabetes | 17 (8.1) | 47 (15.7) | 0.012b |
Diabetic retinopathy | 81 (38.8) | 84 (28) | 0.011b |
Diabetic nephropathy | 21 (10) | 25 (8.3) | 0.507 |
Macrovascular complications | 16 (7.7) | 20 (6.7) | 0.397 |
HbA1c, % | 9.4 (7.9–11.7) | 9.9 (8–11.5) | 0.555 |
TC, mmol/L | 4.4 (3.6–5.4) | 4.7 (3.9–5.5) | 0.035b |
TG, mmol/L | 1.3 (0.9–2.2) | 1.6 (1.0–2.5) | 0.029b |
HDL-C, mmol/L | 1.1 (0.9–1.3) | 1.1 (0.9–1.3) | 0.163 |
LDL-C, mmol/L | 2.6±0.9 | 2.8±1.0 | 0.005c |
UA, μmol/L | 280 (219.5–335) | 283 (229.3–349) | 0.227 |
eGFR, mL/min/1.73 m2 | 113.5±37.8 | 118.8±37.4 | 0.116 |
UACR, mg/mmol | 1.5 (0.8–7.0) | 1.5 (0.7–7.3) | 0.585 |
Whole body fat mass, kg | 19.9±7.2 | 21.6±7.7 | 0.015b |
Visceral fat mass, kg | 1.1±0.6 | 1.3±0.6 | 0.000c |
FINS, pmol/L | 45.9 (21.8–113.1) | 51.3 (29.9–83.9) | 0.560 |
120minINS, pmol/L | 147.8 (73.2–367.2) | 169.5 (90.4–274.1) | 0.741 |
FCP, nmol/L | 0.6 (0.4–1.0) | 0.7 (0.5–0.9) | 0.009c |
120minCP, nmol/L | 1.4 (0.8–2.1) | 1.6 (1.1–2.2) | 0.007c |
FPG, mmol/L | 10.2 (8.6–12.7) | 10.5 (8.9–13.2) | 0.272 |
120minPG, mmol/L | 22.6±5.2 | 22.2±4.9 | 0.421 |
HOMA-IR | 3.0 (1.4–7.5) | 3.5 (2.0–5.9) | 0.450 |
HOMA-β | 18.3 (9.1–52.2) | 20.6 (11.7–33.7) | 0.907 |
ΔI30/ΔG30 | 1.4 (0.4–3.7) | 1.9 (0.7–3.5) | 0.111 |
Matsuda index | 79.1 (32.3–159.8) | 67.4 (43.3–115.8) | 0.568 |
DI | 0.4 (0.1–1.5) | 0.5 (0.2–1.5) | 0.250 |
AUCCP | 602.9 (359.0–896.8) | 677.0 (475.3–935.2) | 0.011b |
AUCINS/AUCGlu | 0.9 (0.4–2.4) | 1.0 (0.5–1.6) | 0.990 |
Medical treatment | |||
Insulin | 46 (22.0) | 38 (12.7) | |
Oral agents | 40 (19.1) | 72 (24.0) | |
Insulin+oral agents | 123 (58.9) | 190 (63.3) | |
Lipid-lowering agents | 111 (53.1) | 162 (54.0) | 0.457 |
Values are presented as number (%), mean±standard deviation, or median (range).
BP, blood pressure; BMI, body mass index; HbA1c, glycosylated hemoglobin; TC, total cholesterol; TG, triglyceride; HDL-C, high density lipoprotein cholesterol; LDL-C, low density lipoprotein cholesterol; UA, uric acid; eGFR, estimated glomerular filtration rate; UACR, urine albumin/creatinine ratio; FINS, fasting insulin; 120minINS, 120 minutes insulin; FCP, fasting C-peptide; 120minCP, 120 minutes C-peptide; FPG, fasting plasma glucose; 120minPG, 120 minutes plasma glucose; HOMA-IR, homeostatic model assessment for insulin resistance; HOMA-β, homeostatic model assessment for β-cell function; ΔI30, increase of insulin concentration at the 30th minute after the sugar load; ΔG30, increase of glucose concentration at the 30th minute after the sugar load; DI, glucose disposition index; AUCCP, the area under the C-peptide curve; AUCINS, the area under the insulin curve; AUCGlu, the area under the glucose curve.
Table 3.
Characteristic | GADA negative group (n=418) | GADA positive group (n=91) | P valuea |
---|---|---|---|
Male/female | 261 (62.4)/157 (37.6) | 42 (46.2)/49 (53.8) | 0.006b |
Age, yr | 57.3±14.3 | 57.5±14.8 | 0.882 |
Duration of diabetes, yr | 7 (1–13) | 8 (1.8–15) | 0.337 |
Systolic BP, mm Hg | 134.7±18.4 | 129.3±15.2 | 0.004b |
Diastolic BP, mm Hg | 77.3±10.9 | 76.8±10.5 | 0.713 |
Weight, kg | 69.2±12.6 | 65.1±12.0 | 0.005b |
BMI, kg/m2 | 24.8±4.0 | 24.0±4.0 | 0.065 |
Waist, cm | 90.2±10.4 | 87.9±11.3 | 0.055 |
Family history of diabetes | 57 (13.6) | 7 (7.8) | 0.130 |
Diabetic retinopathy | 135 (32.2) | 30 (33.3) | 0.838 |
Diabetic nephropathy | 38 (9.1) | 8 (8.9) | 0.957 |
Macrovascular complications | 29 (6.9) | 7 (7.7) | 0.472 |
HbA1c, % | 9.7 (7.9–11.4) | 9.5 (8.1–12.2) | 0.459 |
TC, mmol/L | 4.8±1.4 | 4.5±1.5 | 0.037c |
TG, mmol/L | 1.5 (1.0–2.4) | 1.3 (0.9–2.3) | 0.117 |
HDL-C, mmol/L | 1.1 (0.9–1.3) | 1.1 (0.9–1.3) | 0.715 |
LDL-C, mmol/L | 2.8±0.9 | 2.5±0.9 | 0.028c |
UA, μmol/L | 296.0±108.8 | 283.4±97.9 | 0.291 |
eGFR, mL/min/1.73 m2 | 116.8±36.7 | 115.7±41.6 | 0.798 |
UACR, mg/mmol | 1.6 (0.7–7.4) | 1.5 (0.6–4.8) | 0.469 |
Whole body fat mass, kg | 21.1±7.6 | 20.0±7.2 | 0.201 |
Visceral fat mass, kg | 1.2±0.6 | 1.1±0.7 | 0.018c |
ICA, IU/mL | 0.2 (0.1–0.3) | 0.9 (0.4–2.6) | 0.000b |
GADA, IU/mL | 2.1 (0.6–4.5) | 20.5 (12.7–43.2) | 0.000b |
IAA, IU/mL | 0.3 (0.1–1.5) | 0.4 (0.2–1.6) | 0.009b |
Total autoantibody, IU/mL | 3.9 (2.0–7.3) | 25.1 (15.5–68.7) | 0.000b |
FINS, pmol/L | 50.6 (27.9–90.7) | 41.8 (19.9–111.8) | 0.245 |
120minINS, pmol/L | 169.2 (88.2–301.7) | 119.0 (54.4–315.0) | 0.110 |
FCP, nmol/L | 0.7 (0.4–0.9) | 0.5 (0.2–0.7) | 0.000b |
120minCP, nmol/L | 1.5 (1.0–2.2) | 1.1 (0.6–1.7) | 0.000b |
FPG, mmol/L | 10.5 (8.9–12.9) | 10.3 (8.3–13.1) | 0.344 |
120minPG, mmol/L | 22.2±4.9 | 23.0±5.6 | 0.171 |
HOMA-IR | 3.5 (1.8–6.0) | 2.6 (1.3–7.8) | 0.235 |
HOMA-β | 20.5 (10.6–36.5) | 17.9 (8.3–59.8) | 0.770 |
ΔI30/ΔG30 | 1.7 (0.7–3.6) | 1.3 (0.3–3.7) | 0.199 |
Matsuda index | 67.9 (40.9–124.2) | 87.8 (31.6–183.9) | 0.233 |
DI | 0.5 (0.2–1.4) | 0.3 (0.1–1.8) | 0.337 |
AUCCP | 671.5 (458.7–938.4) | 506.2 (292.6–729.9) | 0.000b |
AUCINS/AUCGlu | 1.0 (0.5–1.8) | 0.7 (0.3–2.1) | 0.038c |
Medical treatment | |||
Insulin | 56 (13.4) | 28 (30.8) | |
Oral agents | 97 (23.2) | 15 (16.5) | |
Insulin+oral agents | 265 (63.4) | 48 (52.7) | |
Lipid-lowering agents | 227 (54.3) | 46 (50.5) | 0.296 |
Values are presented as number (%), mean±standard deviation, or median (range).
GADA, glutamic acid decarboxylase antibody; BP, blood pressure; BMI, body mass index; HbA1c, glycosylated hemoglobin; TC, total cholesterol; TG, triglyceride; HDL-C, high density lipoprotein cholesterol; LDL-C, low density lipoprotein cholesterol; UA, uric acid; eGFR, estimated glomerular filtration rate; UACR, urine albumin/creatinine ratio; ICA, islet cell antibody; IAA, insulin autoantibody; FINS, fasting insulin; 120minINS, 120 minutes insulin; FCP, fasting C-peptide; 120minCP, 120 minutes C-peptide; FPG, fasting plasma glucose; 120minPG, 120 minutes plasma glucose; HOMA-IR, homeostatic model assessment for insulin resistance; HOMA-β, homeostatic model assessment for β-cell function; ΔI30, increase of insulin concentration at the 30th minute after the sugar load; ΔG30, increase of glucose concentration at the 30th minute after the sugar load; DI, glucose disposition index; AUCCP, the area under the C-peptide curve; AUCINS, the area under the insulin curve; AUCGlu, the area under the glucose curve.
Table 4.
Variable |
GADA titer |
ICA titer |
IAA titer |
|||
---|---|---|---|---|---|---|
R | P valuea | R | P valuea | R | P valuea | |
Age, yr | 0.007 | 0.878 | 0.139 | 0.002b | 0.193 | 0.000b |
Duration of diabetes, yr | 0.087 | 0.050 | 0.084 | 0.059 | 0.120 | 0.007b |
Systolic BP, mm Hg | –0.046 | 0.305 | –0.013 | 0.765 | –0.039 | 0.380 |
Diastolic BP, mm Hg | 0.042 | 0.348 | –0.023 | 0.610 | –0.110 | 0.013c |
Weight, kg | –0.047 | 0.292 | –0.155 | 0.000b | –0.138 | 0.002b |
BMI , kg/m2 | 0.003 | 0.937 | –0.108 | 0.015c | –0.108 | 0.015c |
Waist, cm | –0.015 | 0.731 | –0.120 | 0.007b | –0.064 | 0.149 |
HbA1c, % | –0.035 | 0.432 | –0.068 | 0.128 | –0.108 | 0.015c |
TC, mmol/L | –0.116 | 0.009b | –0.150 | 0.001b | –0.127 | 0.004b |
TG, mmol/L | –0.017 | 0.710 | –0.137 | 0.002b | –0.092 | 0.037c |
HDL-C, mmol/L | –0.063 | 0.153 | –0.013 | 0.767 | 0.037 | 0.406 |
LDL-C, mmol/L | –0.088 | 0.047c | –0.134 | 0.002b | –0.167 | 0.000b |
UA, μmol/L | –0.032 | 0.469 | –0.035 | 0.435 | –0.025 | 0.577 |
eGFR, mL/min/1.73 m2 | 0.004 | 0.936 | –0.113 | 0.011c | –0.120 | 0.077 |
UACR, mg/mmol | –0.050 | 0.260 | –0.061 | 0.172 | 0.084 | 0.059 |
Diabetic retinopathy | –0.019 | 0.669 | 0.017 | 0.701 | 0.121 | 0.006b |
Diabetic nephropathy | –0.030 | 0.494 | 0.023 | 0.612 | 0.028 | 0.530 |
Whole body fat mass, kg | 0.029 | 0.509 | –0.082 | 0.064 | –0.081 | 0.069 |
Visceral fat mass, kg | –0.054 | 0.227 | –0.144 | 0.001b | –0.088 | 0.048c |
GADA, IU/mL | - | - | 0.458 | 0.000b | –0.005 | 0.911 |
ICA, IU/mL | 0.458 | 0.000b | - | - | 0.554 | 0.000b |
IAA, IU/mL | –0.005 | 0.911 | 0.554 | 0.000b | - | - |
FINS, pmol/L | 0.008 | 0.861 | –0.046 | 0.303 | 0.070 | 0.116 |
120minINS, pmol/L | –0.028 | 0.533 | –0.041 | 0.361 | 0.077 | 0.082 |
FCP, nmol/L | –0.152 | 0.001b | –0.169 | 0.000b | –0.029 | 0.515 |
120minCP, nmol/L | –0.144 | 0.001b | –0.150 | 0.001b | –0.030 | 0.500 |
FPG, mmol/L | –0.034 | 0.444 | –0.023 | 0.600 | –0.036 | 0.418 |
120minPG, mmol/L | 0.013 | 0.766 | 0.071 | 0.108 | 0.025 | 0.579 |
HOMA-IR | 0.009 | 0.838 | –0.044 | 0.316 | 0.063 | 0.159 |
HOMA-β | 0.028 | 0.521 | –0.032 | 0.469 | 0.071 | 0.109 |
ΔI30/ΔG30 | –0.006 | 0.890 | –0.075 | 0.092 | 0.000 | 0.997 |
Matsuda index | –0.010 | 0.828 | 0.027 | 0.545 | –0.075 | 0.090 |
DI | –0.024 | 0.586 | –0.059 | 0.183 | –0.009 | 0.843 |
AUCCP | –0.140 | 0.002b | –0.143 | 0.001b | –0.018 | 0.681 |
AUCINS/AUCGlu | –0.015 | 0.730 | –0.035 | 0.425 | 0.080 | 0.072 |
GADA, glutamic acid decarboxylase antibody; ICA, islet cell antibody; IAA, insulin autoantibody; BP, blood pressure; BMI, body mass index; HbA1c, glycosylated hemoglobin; TC, total cholesterol; TG, triglyceride; HDL-C, high density lipoprotein cholesterol; LDL-C, low density lipoprotein cholesterol; UA, uric acid; eGFR, estimated glomerular filtration rate; UACR, urine albumin/creatinine ratio; FINS, fasting insulin; 120minINS, 120 minutes insulin; FCP, fasting C-peptide; 120minCP, 120 minutes C-peptide; FPG, fasting plasma glucose; 120minPG, 120 minutes plasma glucose; HOMA-IR, homeostatic model assessment for insulin resistance; HOMA-β, homeostatic model assessment for β-cell function; ΔI30, increase of insulin concentration at the 30th minute after the sugar load; ΔG30, increase of glucose concentration at the 30th minute after the sugar load; DI, glucose disposition index; AUCCP, the area under the C-peptide curve; AUCINS, the area under the insulin curve; AUCGlu, the area under the glucose curve.
Table 5.
Variable |
Model 1 |
Model 2 |
||
---|---|---|---|---|
β | P value | β | P value | |
TC, mmol/L | –6.507 | 0.213 | –8.061 | 0.217 |
LDL-C, mmol/L | –16.770 | 0.033a | –41.981 | 0.013a |
ICA, IU/mL | 12.326 | 0.000a | 12.287 | 0.000a |
FCP, nmol/L | –41.293 | 0.022a | –40.560 | 0.040a |
120minCP, nmol/L | –14.823 | 0.040a | –13.838 | 0.085 |
AUCCP | –0.038 | 0.032a | –0.036 | 0.067 |
Model 1 adjusted for age, gender, duration of diabetes, systolic blood pressure (BP), diastolic BP, weight, body mass index (BMI), waist circumference; Model 2 adjusted for age, gender, duration of diabetes, systolic BP, diastolic BP, weight, BMI, waist circumference, glycosylated hemoglobin, TC, triglyceride, high density lipoprotein, estimated glomerular filtration rate, and urine albumin/creatinine ratio.
GADA, glutamic acid decarboxylase antibody; TC, total cholesterol; LDL-C, low density lipoprotein cholesterol; ICA, islet cell antibody; FCP, fasting C-peptide; 120minCP, 120 minutes C-peptide; AUCCP, the area under the C-peptide curve.