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Observational Study
Copyright ©The Author(s) 2025.
World J Diabetes. Oct 15, 2025; 16(10): 110211
Published online Oct 15, 2025. doi: 10.4239/wjd.v16.i10.110211
Table 1 Characteristics of study participants divided by uric acid-to-high-density lipoprotein cholesterol ratio tertile, n (%)
Variables
Total, n = 285
Tertiles of UHR
P value
T1, n= 94
T2, n = 96
T3, n = 95
Age (year)58.79 ± 15.0061.22 ± 12.2257.60 ± 14.9657.57 ± 17.240.157
Male182 (63.86)39 (41.49)67 (69.79)76 (80.00)< 0.001
BMI (kg/m2)25.12 ± 4.0224.86 ± 3.3226.02 ± 4.350.0230.006
Education0.842
    Illiterate34 (11.93)13 (13.83)10 (10.42)11 (11.58)
    Primary school72 (25.26)27 (28.72)24 (25.00)21 (22.11)
    Junior high school95 (33.33)29 (30.85)33 (34.38)33 (34.74)
    Senior high school40 (14.04)12 (12.77)11 (11.46)17 (17.89)
    College or above44 (15.44)13 (13.83)18 (18.75)13 (13.68)
DM duration (years)0.815
    < 145 (16.01)17 (18.48)17 (17.89)11 (11.70)
    < 10139 (49.47)44 (47.83)43 (45.26)52 (55.32)
    < 2062 (22.06)20 (21.74)22 (23.16)20 (21.28)
    ≥ 2035 (12.46)11 (11.96)13 (13.68)11 (11.70)
Smoking126 (44.21)30 (31.91)44 (45.83)52 (54.74)0.006
Drinking104 (36.49)26 (27.66)38 (39.58)40 (42.11)0.088
HbA1c (%)8.93 ± 2.408.65 ± 2.289.40 ± 2.368.74 ± 2.510.062
FPG (mmol/L)7.87 ± 2.507.69 ± 2.058.17 ± 2.977.74 ± 2.380.348
AST (U/L)23.64 ± 16.7523.12 ± 19.9022.58 ± 11.7425.23 ± 17.670.514
ALT (U/L)27.11 ± 21.8424.20 ± 19.8426.60 ± 18.6830.53 ± 26.040.132
TG (mmol/L)2.35 ± 2.282.04 ± 2.462.16 ± 1.552.84 ± 2.640.033
TC (mmol/L)4.54 ± 1.334.83 ± 1.304.58 ± 1.374.21 ± 1.270.005
LDL-C (mmol/L)2.69 ± 1.192.86 ± 1.262.78 ± 1.252.44 ± 1.000.036
HDL-C (mmol/L)1.11 ± 0.291.34 ± 0.281.09 ± 0.190.91 ± 0.19< 0.001
UA (mg/dL)5.48 ± 1.713.97 ± 1.195.36 ± 0.917.09 ± 1.29< 0.001
UHR5.33 ± 2.383.01 ± 0.834.95 ± 0.548.01 ± 1.82< 0.001
SDS46.16 ± 10.6744.92 ± 9.7344.00 ± 11.1449.57 ± 10.34< 0.001
SAS42.75 ± 7.8942.03 ± 7.3542.36 ± 8.8843.86 ± 7.300.238
Table 2 The results of univariate analysis, n (%)
Variables
SDS, β (95%CI)
P value
SAS, β (95%CI)
P value
Gender
    FemaleReferenceReference
    Male-2.69 (-5.19 to -0.19) 0.0351-2.71 (-4.57 to -0.84) 0.0045
Age (years)0.13 (0.05-0.21) 0.00100.11 (0.06-0.16) < 0.0001
Education
    IlliterateReferenceReference
    Primary school-3.14 (-7.38 to 1.10) 0.1471-3.51 (-6.46 to -0.57) 0.0193
    Junior high school-2.83 (-6.91 to 1.24) 0.1731-7.49 (-10.26 to -4.71) < 0.0001
    Senior high school-4.28 (-8.96 to 0.39) 0.0724-8.08 (-11.22 to -4.93) < 0.0001
    College or above-7.12 (-11.81 to -2.44) 0.0029-6.28 (-9.29 to -3.26) < 0.0001
DM duration (years)
    < 1ReferenceReference
    < 103.29 (-0.25, 6.83) 0.06893.74 (1.29, 6.20) 0.0028
    < 202.17 (-1.90, 6.23) 0.29633.80 (1.02, 6.58) 0.0073
    ≥ 203.75 (-0.74, 8.24) 0.10193.38 (-0.09, 6.85) 0.0561
Smoking
    No00
    Yes-1.61 (-4.11, 0.89) 0.2058-2.21 (-4.05, -0.37) 0.0188
Drinking
    NoReferenceReference
    Yes-0.42 (-3.02, 2.17) 0.7496-2.04 (-3.93, -0.15) 0.0346
BMI (kg/m2)0.12 (-0.15, 0.39) 0.38590.14 (-0.09, 0.37) 0.2269
HbA1c (%)-0.39 (-0.90, 0.13) 0.1449-0.12 (-0.46, 0.22) 0.4891
FPG (mmol/L)-0.01 (-0.46, 0.44) 0.95180.01 (-0.29, 0.31) 0.9645
AST (U/L)0.05 (-0.02, 0.12) 0.19080.02 (-0.04, 0.08) 0.4797
ALT (U/L)0.00 (-0.05, 0.06) 0.9513-0.01 (-0.05, 0.03) 0.7473
TG (mmol/L)-0.01 (-0.59, 0.56) 0.9670-0.24 (-0.66, 0.18) 0.2606
TC (mmol/L)-1.26 (-2.18, -0.33) 0.0078-0.71 (-1.39, -0.03) 0.0400
LDL-C (mmol/L)-1.59 (-2.52, -0.66) 0.0008-0.97 (-1.71, -0.24) 0.0095
HDL-C (mmol/L)-5.58 (-9.92, -1.23) 0.0119-1.29 (-4.41, 1.82) 0.4154
UA (mg/dL)1.25 (0.61, 1.88) 0.00010.75 (0.27, 1.24) 0.0022
UHR1.13 (0.69, 1.58) < 0.00010.57 (0.20, 0.93) 0.0026
Table 3 Subgroup analysis of the correlation of uric acid to high-density lipoprotein cholesterol ratio with depression/anxiety
Subgroup
n
SDS, β (95%CI)
P value
SAS, β (95%CI)
P value
Gender
    Female1031.86 (1.17-2.54) < 0.00010.77 (0.15-1.38) 0.0144
    Male1821.22 (0.70-1.73) < 0.00010.79 (0.34-1.24) 0.0006
Age (years)
    < 601441.32 (0.69-1.96) < 0.00010.49 (-0.10-1.08) 0.1030
    ≥ 601410.94 (0.34-1.55) 0.00230.64 (0.21-1.06) 0.0037
Education (n, %)
    Illiterate342.03 (1.12-2.94) < 0.00010.63 (0.01-1.24) 0.0454
    Primary school721.17 (0.37-1.98) 0.00420.56 (-0.12 to 1.23) 0.1060
    Junior high school951.18 (0.45-1.91) 0.00140.65 (0.02-1.27) 0.0415
    Senior high school40-0.33 (-1.41 to 0.75) 0.54720.26 (-0.53 to 1.05) 0.5230
    College or above441.12 (-0.19 to 2.43) 0.09320.63 (-0.29 to 1.54) 0.1778
DM duration (years)
    < 1450.04 (-1.28 to 1.37) 0.9493-0.44 (-1.52 to 0.64) 0.4234
    < 101390.97 (0.38-1.56) 0.00130.89 (0.48-1.29) < 0.0001
    < 20622.11 (1.10-3.11) < 0.0001-0.16 (-1.11 to 0.79) 0.7387
    ≥ 20350.88 (-0.27 to 2.03) 0.13280.27 (-0.75 to 1.30) 0.5995
Smoking
    No1591.30 (0.72-1.89) < 0.00010.67 (0.24-1.09) 0.0023
    Yes1261.09 (0.42-1.76) 0.00140.63 (0.03-1.23) 0.0400
Drinking
    No1811.06 (0.50-1.61) 0.00020.57 (0.12-1.02) 0.0124
    Yes1041.31 (0.57-2.05) 0.00050.65 (0.03-1.27) 0.0391
BMI (kg/m2)
    < 241220.80 (-0.03 to 1.62) 0.05810.35 (-0.26 to 0.96) 0.2626
    ≥ 241631.36 (0.82-1.90) < 0.00010.70 (0.23-1.17) 0.0034
HBA1C (%)
    < 7.0700.96 (0.22-1.69)0.01050.67 (0.19-1.16) 0.0067
    ≥ 7.02151.22 (0.68-1.77) < 0.00010.52 (0.04-1.01) 0.0336
Table 4 Multivariate regression analysis of uric acid-to-high-density lipoprotein cholesterol ratio and depression/anxiety
Outcome
Crude model
P value
Model I
P value
Model II
P value
SDS, β (95%CI)1.13 (0.69-1.58) < 0.00011.35 (0.91-1.78) < 0.00011.27 (0.80-1.74) < 0.0001
SAS, β (95%CI)0.57 (0.20-0.93) 0.00260.67 (0.33-1.00) 0.00010.72 (0.35-1.09) 0.0001
Table 5 Threshold effect analysis of uric acid-to-high-density lipoprotein cholesterol ratio on depression and anxiety
Outcome
SDS, β (95%CI)
P value
SAS, β (95%CI)
P value
Model 1
Standard linear model1.27 (0.80-1.74) < 0.00010.72 (0.35-1.09) 0.0001
Model II
Inflection point (K)5.024.00
    < K0.07 (-1.00 to 1.14) 0.8918-0.22 (-1.35 to 0.91) 0.7061
    > K1.83 (1.13-2.53) < 0.00010.91 (0.43-1.40) 0.0002