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Observational Study
Copyright: ©Author(s) 2026.
World J Diabetes. Mar 15, 2026; 17(3): 115304
Published online Mar 15, 2026. doi: 10.4239/wjd.v17.i3.115304
Table 1 Characteristics of study participants not drink coffee and drink at least one cup of coffee per day, n (%)/median (interquartile range)

All
Non-coffee drinkers
1 or more cups/day
P value1
68765149 (75.00)1727 (25.00)
Age, years< 0.001
< 606275 (91.26)4587 (89.09)1688 (97.74)
≥ 60601 (8.74)562 (10.91)39 (2.26)
Sex0.167
Female4308 (62.65)3250 (63.12)1058 (61.26)
Male2568 (37.35)1899 (36.88)669 (38.74)
BMI, kg/m20.378
< 243439 (50.01)2931 (56.92)1004 (58.14)
≥ 243437 (49.99)2218 (43.08)723 (41.86)
Education< 0.001
Primary2442 (35.51)2194 (42.61)248 (14.36)
Secondary1708 (24.84)1321 (25.66)387 (22.41)
Tertiary2726 (39.65)1634 (31.73)1092 (63.23)
Smoking status0.005
Never smokers5958 (86.65)4436 (86.15)1522 (88.13)
Former smoker194 (2.39)164 (3.19)30 (1.74)
Current smoker724 (10.53)549 (10.66)175 (10.13)
Alcohol drinking status0.036
Yes202 (2.94)164 (3.19)38 (2.20)
No6674 (97.06)4985 (96.81)1689 (97.80)
Physical activity< 0.001
No exercise3192 (46.42)2476 (48.09)716 (41.46)
Low intensity exercise2121 (30.85)1441 (27.99)680 (39.37)
Moderate intensity exercise875 (12.73)667 (12.95)208 (12.04)
High intensity exercise688 (10.01)565 (10.97)123 (7.12)
Hypertension< 0.001
Yes1708 (24.84)1383 (26.86)325 (18.82)
No5168 (75.16)3766 (73.14)1402 (81.18)
Diabetes< 0.001
Yes821 (11.94)684 (13.28)137 (7.93)
No6055 (88.06)4465 (86.72)1590 (92.07)
Family history of diabetes0.006
Yes1238 (18.00)889 (17.27)349 (20.21)
No5638 (82.00)4260 (82.73)1378 (79.79)
TC, nmol/L5.26 (4.63, 5.97)5.30 (4.67, 6.02)5.14 (4.53, 5.84)< 0.001
TG, nmol/L1.20 (0.86, 1.80)1.22 (0.87, 1,82)1.15 (0.83, 1.73)< 0.001
HDL-C, nmol/L1.42 (1.22, 1.65)1.43 (1.22, 1.66)1.41 (1.21, 1.63)0.019
LDL-C, nmol/L2.93 (2.68, 3.42)2.95 (2.48, 3.45)2.87 (2.47, 3.37)0.015
Table 2 Relationship between coffee consumption and diabetes as well as glucose metabolism parameters
Unadjusted
Model 11
Model 22
OR (95%CI)
P value
OR (95%CI)
P value
OR (95%CI)
P value
Diabetes0.56 (0.46-0.68)< 0.0010.64 (0.52-0.77)< 0.0010.79 (0.64-0.98)0.029
High FBG0.59 (0.48-0.74)< 0.0010.68 (0.55-0.85)0.0010.81 (0.64-1.03)0.088
High 2h-PG0.66 (0.59-0.74)< 0.0010.71 (0.64-0.80)< 0.0010.83 (0.73-0.95)0.005
High HbA1c0.56 (0.50-0.63)< 0.0010.61 (0.54-0.69)< 0.0010.76 (0.67-0.86)< 0.001
Table 3 Correlation analysis of coffee types

Unadjusted
Model 11
Model 22
OR (95%CI)
P value
OR (95%CI)
P value
OR (95%CI)
P value
DiabetesNon-coffee drinkers (n = 5149)ReferenceReferenceReference
Black coffee (n = 457)0.70 (0.50-0.96)0.0260.76 (0.55-1.05)0.0980.92 (0.65-1.29)0.617
Milk coffee (n = 1217)0.52 (0.41-0.65)< 0.0010.60 (0.48-0.75)< 0.0010.75 (0.59-0.95)0.017
High FBGNon-coffee drinkers (n = 5149)ReferenceReferenceReference
Black coffee (n = 457)0.60 (0.40-0.89)0.0110.66 (0.44-0.98)0.0370.75 (0.50-1.14)0.177
Milk coffee (n = 1217)0.60 (0.46-0.76)< 0.0010.70 (0.55-0.91)0.0060.84 (0.64-1.10)0.194
High 2h-PGNon-coffee drinkers (n = 5149)ReferenceReferenceReference
Black coffee (n = 457)0.83 (0.68-1.01)0.0680.90 (0.74-1.10)0.2991.05 (0.85-1.29)0.678
Milk coffee (n = 1217)0.61 (0.53-0.69)< 0.0010.66 (0.58-0.76)< 0.0010.76 (0.66-0.88)< 0.001
High HbA1cNon-coffee drinkers (n = 5149)ReferenceReferenceReference
Black coffee (n = 457)0.69 (0.57-0.84)< 0.0010.72 (0.59-0.88)0.0010.87 (0.70-1.07)0.190
Milk coffee (n = 1217)0.52 (0.46-0.59)< 0.0010.58 (0.51-0.66)< 0.0010.72 (0.63-0.83)< 0.001
Table 4 Stratified analysis

Count
OR (95%CI)
P value
P interaction value
Age, years1.48 (0.69-3.20)0.315
< 6062750.78 (0.63-0.97)0.025
≥ 606011.01 (0.47-2.20)0.978
BMI, kg/m20.97 (0.64-1.46)0.869
< 2434390.88 (0.62-1.27)0.498
≥ 2434370.75 (0.58-0.97)0.028
Sex0.90 (0.61-1.33)0.609
Female43080.83 (0.62-1.10)0.183
Male25680.74 (0.54-1.02)0.063
Education level0.89 (0.70-1.13)0.335
Primary24420.98 (0.68-1.42)0.931
Secondary17080.73 (0.48-1.10)0.129
Tertiary27260.70 (0.51-0.97)0.033
Hypertension1.08 (0.70-1.64)0.723
Yes17080.82 (0.58-1.16)0.255
No51860.79 (0.61-1.03)0.084
Alcohol drinking status1.51 (0.57-4.00)0.413
Yes2021.87 (0.56-6.25)0.310
No66740.79 (0.64-0.98)0.032
Smoking status1.06 (0.80-1.40)0.865
Yes9180.68 (0.40-1.17)0.165
No59580.82 (0.65-1.03)0.086
Physical activity1.04 (0.85-1.266)0.762
No exercise31920.64 (0.46-0.90)0.011
Low intensity exercise21211.05 (0.75-1.49)0.766
Moderate intensity exercise8750.79 (0.44-1.41)0.422
High intensity exercise6880.73 (0.36-1.49)0.390
Table 5 Sensitivity analysis
Unadjusted
Model 11
Model 22
OR (95%CI)
P value
OR (95%CI)
P value
OR (95%CI)
P value
Diabetes0.50 (0.35-0.71)< 0.0010.58 (0.41-0.83)0.0030.68 (0.47-0.99)0.045
High FBG0.69 (0.48-0.99)0.0410.79 (0.55-1.14)0.2120.85 (0.58-1.25)0.408
High 2h-PG0.72 (0.61-0.84)< 0.0010.76 (0.65-0.90)0.0010.83 (0.70-0.99)0.035
High HbA1c0.59 (0.50-0.69)< 0.0010.65 (0.55-0.76)< 0.0010.76 (0.64-0.91)0.002