Observational Study
Copyright ©The Author(s) 2025.
World J Diabetes. Jun 15, 2025; 16(6): 105558
Published online Jun 15, 2025. doi: 10.4239/wjd.v16.i6.105558
Table 1 Comparison of the clinical and laboratory data between the type 2 diabetes mellitus patients and no-diabetes mellitus patients, n (%)

Overall (n = 1284)
No-DM (n = 642)
T2DM (n = 642)
P value
Age (years)33.00 (29.00, 36.00)33.00 (30.00, 36.00)33.00 (29.00, 36.00)0.499
Female465 (36.2)237 (36.9)228 (35.5)0.642
Smoking253 (19.7)89 (13.9)164 (25.5)< 0.001
Alcohol182 (14.2)56 (8.7)126 (19.6)< 0.001
CVD6 (0.5)1 (0.2)5 (0.8)0.22
HBP137 (10.7)28 (4.4)109 (17.0)< 0.001
Hyperlipemia291 (22.7)19 (3.0)272 (42.4)< 0.001
Fatty liver440 (34.3)51 (7.9)389 (60.6)< 0.001
Hyperuricemia155 (12.1)41 (6.4)114 (17.8)< 0.001
Obesity133 (10.4)21 (3.3)112 (17.4)< 0.001
Osteopenia17 (1.3)0 (0.0)17 (2.6)< 0.001
CKD158 (12.3)30 (4.7)128 (19.9)< 0.001
25VitD, ng/mL16.63 (12.57, 22.63)17.41 (13.16, 23.96)15.90 (11.77, 21.21)< 0.001
25VitD class< 0.001
Normal114 (8.9)63 (9.8)51 (7.9)
Insufficient328 (25.5)194 (30.2)134 (20.9)
Deficient679 (52.9)321 (50.0)358 (55.8)
Severely deficient163 (12.7)64 (10.0)99 (15.4)
25VitD2, ng/mL0.48 (0.19, 0.85)0.50 (0.22, 0.88)0.46 (0.18, 0.84)0.344
25VitD3, ng/mL16.10 (12.00, 21.60)16.70 (12.61, 23.08)15.30 (11.20, 20.40)< 0.001
LDL-C, mmol/L2.78 (2.19, 3.45)2.71 (2.17, 3.34)2.88 (2.23, 3.54)0.01
HDL-C, mmol/L1.04 (0.87, 1.28)1.15 (0.98, 1.41)0.94 (0.78, 1.13)< 0.001
TG, mmol/L1.52 (0.98, 2.45)1.31 (0.81, 1.97)1.78 (1.18, 2.94)< 0.001
No HDL-C, mmol/L3.68 (2.95, 4.51)3.47 (2.77, 4.21)3.95 (3.13, 4.84)< 0.001
Apolipoprotein A1, g/L1.19 (1.04, 1.42)1.27 (1.13, 1.52)1.11 (0.98, 1.28)< 0.001
Apolipoprotein B, g/L0.89 (0.72, 1.09)0.83 (0.67, 1.01)0.96 (0.77, 1.18)< 0.001
ApoB/ApoA10.70 (0.54, 0.94)0.62 (0.47, 0.78)0.83 (0.62, 1.06)< 0.001
Free fatty acids, μmol/L503.50 (374.00, 662.00)488.00 (355.00, 633.50)530.00 (397.75, 693.75)0.001
lipoprotein, mg/L103.00 (48.75, 207.25)102.00 (51.00, 215.50)108.00 (47.00, 202.75)0.489
UA, μmol/L363.00 (284.00, 432.00)358.00 (276.00, 422.75)369.00 (291.00, 438.75)0.012
Glu, mmol/L5.20 (4.64, 7.18)4.80 (4.46, 5.15)7.08 (5.34, 9.79)< 0.001
ALB, g/L41.60 (38.10, 44.80)43.60 (40.02, 45.90)40.00 (37.30, 42.80)< 0.001
ALT, U/L24.00 (14.00, 48.00)21.00 (13.00, 34.75)30.00 (17.00, 62.00)< 0.001
AST, U/L22.00 (17.00, 32.00)21.00 (17.00, 26.00)24.00 (16.25, 41.75)< 0.001
ALP, U/L78.00 (63.00, 95.00)76.00 (61.00, 92.75)79.00 (65.00, 97.00)0.087
Scr, μmol/L69.10 (56.60, 79.50)71.50 (58.28, 81.22)67.10 (55.47, 76.60)< 0.001
eGFR, mL/minute/1.73 m²118.51 (106.40, 130.59)114.67 (103.85, 128.66)121.81 (110.17, 132.13)< 0.001
Ca, mmol/L2.32 (2.23, 2.39)2.34 (2.27, 2.41)2.28 (2.20, 2.36)< 0.001
P, mmol/L1.25 (1.11, 1.40)1.22 (1.09, 1.36)1.27 (1.14, 1.44)< 0.001
iPTH, pg/mL33.40 (24.20, 45.32)33.50 (24.00, 45.60)33.10 (24.40, 44.92)0.605
Hemoglobin, g/L147.00 (130.00, 158.00)146.00 (129.00, 157.00)147.00 (131.00, 159.00)0.024
White blood cell, × 109/L7.02 (5.80, 8.53)6.81 (5.62, 8.24)7.23 (6.09, 8.71)< 0.001
PLT, × 109/L238.00 (199.00, 280.00)240.00 (201.25, 280.00)237.00 (196.25, 280.00)0.344
Table 2 Comparison of the clinical and laboratory data between the four groups, n (%)

Overall (n = 642)
VitD normal (n = 51)
VitD insufficient (n = 134)
VitD deficient (n = 358)
VitD severely deficient (n = 99)
P value
Age (years)33.0 (29.0, 36.0)33.0 (29.5, 35.5)35.0 (31.0, 38.0)33.0 (28.0, 36.0)31.0 (27.0, 35.0)< 0.001
Female228 (35.5)31 (60.8)33 (24.6)118 (33.0)46 (46.5)< 0.001
Smoking164 (25.5)11 (21.6)40 (29.9)91 (25.4)22 (22.2)0.511
Alcohol126 (19.6)10 (19.6)39 (29.1)60 (16.8)17 (17.2)0.02
CVD5 (0.8)2 (3.9)1 (0.7)2 (0.6)0 (0.0)0.057
HBP109 (17.0)4 (7.8)22 (16.4)67 (18.7)16 (16.2)0.277
Hyperlipemia272 (42.4)13 (25.5)65 (48.5)155 (43.3)39 (39.4)0.037
Fatty liver389 (60.6)17 (33.3)83 (61.9)225 (62.8)64 (64.6)0.001
Hyperuricemia114 (17.8)7 (13.7)23 (17.2)64 (17.9)20 (20.2)0.799
Obesity112 (17.4)7 (13.7)23 (17.2)64 (17.9)18 (18.2)0.901
Osteopenia17 (2.6)2 (3.9)3 (2.2)12 (3.4)0 (0.0)0.285
CKD128 (19.9)9 (17.6)28 (20.9)73 (20.4)18 (18.2)0.923
25VitD, ng/mL15.90 (11.77, 21.21)35.46 (32.13, 41.36)23.51 (21.51, 26.17)15.08 (12.71, 17.31)7.82 (6.11, 9.05)< 0.001
25VitD2, ng/mL0.46 (0.18, 0.84)0.53 (0.26, 0.69)0.52 (0.21, 0.90)0.47 (0.19, 0.90)0.33 (0.04, 0.63)0.006
25VitD3, ng/mL15.30 (11.20, 20.40)34.20 (31.10, 40.55)22.70 (20.90, 25.30)14.18 (11.83, 16.50)7.29 (5.92, 8.41)< 0.001
LDL-C, mmol/L2.88 (2.23, 3.54)2.95 (2.42, 3.33)2.88 (2.18, 3.53)2.87 (2.22, 3.52)2.92 (2.37, 3.64)0.909
HDL-C, mmol/L0.94 (0.78, 1.13)1.34 (0.90, 1.86)0.94 (0.76, 1.14)0.93 (0.79, 1.09)0.92 (0.79, 1.09)< 0.001
TG, mmol/L1.78 (1.18, 2.94)2.54 (1.40, 3.23)1.97 (1.33, 3.39)1.70 (1.15, 2.92)1.50 (1.04, 2.33)0.007
No HDL-C, mmol/L3.95 (3.13, 4.84)3.95 (3.33, 4.56)4.09 (3.42, 4.86)3.92 (3.08, 4.86)3.86 (3.04, 4.69)0.331
Apolipoprotein A1, g/L1.11 (0.98, 1.28)1.58 (1.12, 2.36)1.11 (0.98, 1.41)1.10 (0.98, 1.24)1.08 (0.92, 1.19)< 0.001
Apolipoprotein B, g/L0.96 (0.77, 1.18)1.00 (0.84, 1.15)0.99 (0.82, 1.20)0.95 (0.77, 1.18)0.90 (0.74, 1.17)0.322
ApoB/ApoA10.83 (0.62, 1.06)0.61 (0.46, 0.84)0.83 (0.61, 1.05)0.86 (0.65, 1.08)0.82 (0.65, 1.10)< 0.001
Free fatty acids, μmol/L530 (398, 694)512 (433, 608)526 (372, 682)525 (393,685)571 (411, 758)0.302
Lipoproteina, mg/L108 (47, 203)116 (44, 188)92 (35, 232)117 (47, 201)101 (61, 201)0.885
UA, μmol/L369 (291, 439)316 (272, 386)368 (292, 424)373 (295, 440)373 (284, 475)0.089
Glu, mmol/L7.08 (5.34, 9.79)5.46 (4.40, 7.34)6.81 (5.26, 9.34)7.32 (5.52, 9.92)7.71 (5.66, 10.30)< 0.001
ALB, g/L40.0 (37.3, 42.8)38.1 (35.1, 41.8)40.7 (38.0, 43.8)40.1 (37.8, 42.7)39.1 (35.7, 42.2)0.019
ALT, U/L30.0 (17.0, 62.0)22.0 (11.5, 59.0)28.0 (18.0, 60.8)31.0 (18.0, 62.0)34.0 (16.0, 65.5)0.211
AST, U/L24.0 (16.3, 41.8)23.0 (15.0, 33.0)23.0 (17.0, 33.8)24.0 (17.0, 42.8)27.0 (16.0, 46.0)0.329
ALP, U/L79.0 (65.0, 97.0)80.0 (65.5, 96.0)82.0 (65.0, 101.8)78.0 (64.0, 96.0)76.0 (64.0, 97.5)0.528
Scr, μmol/L67.1 (55.5, 76.6)57.7 (48.1, 70.3)70.1 (60.6, 80.0)68.1 (56.5, 76.7)61.0 (52.0, 73.9)< 0.001
eGFR, mL/minute/1.73 m²121.81 (110.17, 132.13)125.11 (119.47, 132.95)117.11 (108.36, 128.38)121.09 (109.86, 132.74)124.97 (116.59, 132.42)0.015
Ca, mmol/L2.28 (2.20, 2.36)2.29 (2.21, 2.36)2.29 (2.22, 2.36)2.28 (2.20, 2.36)2.27 (2.17, 2.34)0.147
P, mmol/L1.27 (1.14, 1.44)1.27 (1.18, 1.44)1.28 (1.14, 1.42)1.28 (1.15, 1.44)1.25 (1.10, 1.44)0.613
iPTH, pg/mL33.1 (24.4, 44.9)25.4 (17.4, 31.8)30.2 (23.4, 40.6)34.5 (26.4, 46.0)38.1 (26.7, 46.1)< 0.001
Hemoglobin, g/L147 (131, 159)132 (119, 152)151 (139, 160)148 (133, 160)144 (130, 156)0.001
White blood cell, × 109/L7.23 (6.09, 8.71)8.54 (6.43, 9.68)7.00 (6.09, 8.46)7.14 (6.02, 8.48)7.99 (6.30, 9.04)0.004
PLT, × 109/L237 (196, 280)224 (192, 258)233 (192, 277)237 (198, 276)256 (207, 318)0.011
Table 3 Comparison of the clinical and laboratory data between high- and low-apolipoprotein A1 groups, n (%)

Overall (n = 642)
ApoA1 ≥ 1 g/L (n = 440)
ApoA1 < 1 g/L (n = 202)
P value
Age (years)33.00 (29.00, 36.00)33.00 (29.00, 37.00)33.00 (28.00, 36.00)0.436
Female228 (35.51)194 (44.09)34 (16.83)< 0.001
Smoking164 (25.55)88 (20.00)76 (37.62)< 0.001
Alcohol126 (19.63)70 (15.91)56 (27.72)< 0.001
CVD5 (0.78)2 (0.45)3 (1.49)0.370
HBP109 (16.98)74 (16.82)35 (17.33)0.873
Fatty liver389 (60.59)235 (53.41)154 (76.24)< 0.001
Obesity112 (17.45)74 (16.82)38 (18.81)0.536
Hyperuricemia114 (17.76)78 (17.73)36 (17.82)0.977
25VitD, ng/mL15.90 (11.77, 21.21)16.54 (12.54, 21.51)15.07 (11.01, 19.96)0.001
25VitD class0.003
Normal51 (7.94)45 (10.23)6 (2.97)
Insufficient134 (20.87)89 (20.23)45 (22.28)
Deficient358 (55.76)248 (56.36)110 (54.46)
Severely deficient99 (15.42)58 (13.18)41 (20.30)
LDL-C, mmol/L2.88 (2.23, 3.54)2.89 (2.27, 3.54)2.83 (2.12, 3.53)0.239
HDL-C, mmol/L0.94 (0.78, 1.13)1.04 (0.90, 1.26)0.76 (0.67, 0.84)< 0.001
TG, mmol/L1.78 (1.18, 2.94)1.73 (1.11, 2.82)1.86 (1.29, 3.60)0.009
No HDL-C, mmol/L3.95 (3.13, 4.84)3.91 (3.15, 4.72)4.11 (3.11, 5.01)0.152
Apolipoprotein B, g/L0.96 (0.77, 1.18)0.94 (0.77, 1.18)0.98 (0.75, 1.17)0.780
Free fatty acids, μmol/L530.00 (397.75, 693.75)530.00 (389.00, 680.50)526.00 (416.25, 710.50)0.118
Lipoproteina, mg/L108.00 (47.00, 202.75)116.00 (50.75, 209.25)88.00 (37.75, 194.25)0.104
UA, μmol/L369.00 (291.00, 438.75)361.50 (279.50, 432.00)377.00 (314.25, 453.75)0.003
Glu, mmol/L7.08 (5.34, 9.79)6.72 (5.15, 9.56)7.66 (5.93, 10.24)0.001
ALB, g/L40.00 (37.30, 42.80)40.30 (37.30, 43.00)39.60 (37.32, 42.00)0.138
ALT, U/L30.00 (17.00, 62.00)28.00 (15.00, 56.00)39.50 (21.00, 74.50)< 0.001
AST, U/L24.00 (16.25, 41.75)23.00 (16.00, 38.00)27.50 (18.00, 46.75)0.002
ALP, U/L79.00 (65.00, 97.00)77.00 (63.00, 96.00)82.50 (68.25, 99.75)0.015
Scr, μmol/L67.10 (55.47, 76.60)64.75 (53.30, 75.60)70.50 (63.47, 77.77)< 0.001
eGFR, mL/minute/1.73 m²121.81 (110.17, 132.13)122.26 (110.72, 132.44)120.67 (109.75, 130.25)0.442
Ca, mmol/L2.28 (2.20, 2.36)2.29 (2.21, 2.37)2.27 (2.19, 2.33)0.002
P, mmol/L1.27 (1.14, 1.44)1.28 (1.16, 1.44)1.25 (1.09, 1.42)0.051
iPTH, pg/mL33.10 (24.40, 44.92)32.70 (24.20, 45.02)34.45 (24.92, 44.70)0.542
Hemoglobin, g/L147.00 (131.00, 159.00)145.00 (129.00, 158.00)151.50 (140.00, 160.00)< 0.001
White blood cell, × 109/L7.23 (6.09, 8.71)7.28 (6.06, 8.76)7.16 (6.14, 8.68)0.958
PLT, × 109/L237.00 (196.25, 280.00)239.50 (196.75, 285.25)230.50 (196.50, 271.00)0.313
Table 4 Univariate and multivariate logistic regression analyses for independent factors associated with apolipoprotein A1 in type 2 diabetes mellitus patients
VariablesUnivariate logistic regression analyses
multivariate logistic regression analyses
β value
SE
Z value
P value
OR (95%CI)
β value
SE
Z value
P value
OR (95%CI)
Sex
Male1.00 (Reference)1.00 (Reference)
Female-1.360.21-6.44< 0.0010.26 (0.17-0.39)-0.980.36-2.730.0060.38 (0.19-0.76)
Smoking
01.00 (Reference)1.00 (Reference)
10.880.194.69< 0.0012.41 (1.67-3.49)0.430.241.780.0751.54 (0.96-2.47)
Alcohol
01.00 (Reference)1.00 (Reference)
10.710.203.46< 0.0012.03 (1.36-3.03)0.030.260.110.9161.03 (0.62-1.72)
Hyperlipemia
01.00 (Reference)1.00 (Reference)
10.540.173.150.0021.72 (1.23-2.41)0.040.200.180.8561.04 (0.70-1.54)
Fatty liver
01.00 (Reference)1.00 (Reference)
11.030.195.39< 0.0012.80 (1.93-4.07)0.190.240.790.4321.21 (0.76-1.92)
25VitD class
Normal1.00 (Reference)1.00 (Reference)
Insufficient1.330.472.830.0053.79 (1.50-9.56)0.790.541.460.1442.20 (0.77-6.30)
Deficient1.200.452.670.0073.33 (1.38-8.03)0.570.521.110.2661.78 (0.65-4.88)
Severely deficient1.670.483.47< 0.0015.30 (2.07-13.59)1.230.562.220.0263.43 (1.16-10.20)
UA, μmol/L0.010.003.260.0011.01 (1.01-1.01)-0.000.00-0.310.7541.00 (1.00-1.00)
Glu, mmol/L0.040.021.980.0481.04 (1.01-1.08)-0.010.02-0.570.5700.99 (0.94-1.03)
ALT, U/L0.010.002.950.0031.01 (1.01-1.01)-0.010.00-0.120.9011.00 (0.99-1.01)
AST, U/L0.010.002.850.0041.01 (1.01-1.01)0.010.011.000.3191.01 (1.00-1.02)
Scr, μmol/L0.020.013.230.0011.02 (1.01-1.03)-0.000.01-0.550.5811.00 (0.98-1.01)
Ca, mmol/L-2.020.70-2.870.0040.13 (0.03-0.53)-2.780.92-3.030.0020.06 (0.01-0.38)
Hemoglobin, g/L0.020.004.00< 0.0011.02 (1.01-1.03)-0.010.01-1.340.1790.99 (0.98-1.00)
HDL-C class
01.00 (Reference)1.00 (Reference)
13.460.516.72< 0.00131.77 (11.59-87.06)3.090.545.75< .00122.00 (7.67-63.13)
TG, mmol/L0.120.033.97< 0.0011.13 (1.06-1.19)0.060.031.740.0821.06 (0.99-1.12)