Retrospective Cohort Study
Copyright ©The Author(s) 2025.
World J Diabetes. Aug 15, 2025; 16(8): 106664
Published online Aug 15, 2025. doi: 10.4239/wjd.v16.i8.106664
Table 1 Clinical characteristics of the cohort grouped by apolipoprotein E genotypes, mean ± SD/n (%)
CharacteristicsAll patientsAPOE genotype
P value
Non-APOE4 carriers
APOE4 carriers
Number of subjects63655185
Age (years)64.17 ± 7.5964.12 ± 7.664.54 ± 7.570.6328
Gender (male, %)234 (36.8)204 (37)30 (35.3)0.7580
Glycosylated hemoglobin (%)7.83 ± 1.867.87 ± 1.897.55 ± 1.680.1454
Fasting plasma glucose (mmol/L)9.08 ± 3.569.13 ± 3.668.8 ± 2.780.4243
Hypertension (yes)356 (56)306 (55.5)50 (58.8)0.5700
Hyperlipidemia (yes)127 (20)110 (20)17 (20)0.9940
Coronary artery disease (yes)70 (11)60 (10.9)10 (11.8)0.8100
Diabetes duration (years)8.39 ± 6.88.27 (6.56)9.14 (8.18)0.2756
OTS5.41 ± 2.295.48 (2.23)4.93 (2.6)0.0383
OTS, range (0-2)118 (18.6)91 (16.5)27 (31.8)< 0.0010
OTS, range (3-5)89 (14)81 (14.7)8 (9.4)0.1950
OTS, range (6-8)429 (67.5)379 (68.8)50 (58.8)0.0700
MMSE score27.49 ± 2.427.57 ± 2.427 ± 2.370.0424
CN (MMSE ≥ 27)471 (74.1)416 (75.5)55 (64.7)0.0360
CI (MMSE < 27)165 (25.9)135 (24.5)30 (35.3)0.0360
Table 2 Associations of apolipoprotein E epsilon 4 with cognitive and olfactory function analyzed by logistic regression
Outcome
Variable
Model
β
SE
Wald
P value
OR
95%CI
CIAPOE4Model 10.5190.2484.3970.0361.6811.034-2.731
APOE4Model 20.5140.2534.1330.0421.6731.019-2.747
APOE4Model 30.5960.2585.3530.0211.8151.095-3.007
ODAPOE4Model 10.8560.26010.859< 0.0012.3531.414-3.915
APOE4Model 20.8510.26110.5970.0012.3421.403-3.909
APOE4Model 30.9510.26812.621< 0.0012.5881.532-4.374
Table 3 Association of glycated hemoglobin with cognitive and olfactory function analyzed by logistic regression
Outcome
Variable
Model
β
SE
Wald
P value
OR
95%CI
CIHbA1cModel 10.1370.0478.5330.0031.1471.046-1.258
HbA1cModel 20.1650.04911.474< 0.0011.181.072-1.298
HbA1cModel 30.1730.05012.194< 0.0011.1891.079-1.310
ODHbA1cModel 10.0940.0523.2270.0721.0990.991-1.217
HbA1cModel 20.1070.0534.0850.0431.1131.003-1.235
HbA1cModel 30.1390.0556.4180.0111.1491.032-1.280
Table 4 Association of glycated hemoglobin with cognitive and olfactory function analyzed by stratified regression
Subgroup
Patients
Variable
P value
CI OR (95%CI)
P value
OD OR (95%CI)
APOE4 carriers85HbA1c< 0.0012.830 (1.801-4.446)0.0131.479 (1.085-2.015)
Non-APOE4 carriers551HbA1c0.1501.081 (0.972-1.201)0.1361.095 (0.972-1.234)
Table 5 Association of apolipoprotein E epsilon 4 with cognitive and olfactory function analyzed by stratified regression
Subgroup
Patients
Variable
P value
CI OR (95%CI)
P value
OD OR (95%CI)
High HbA1c group386APOE40.0032.599 (1.374-4.914)0.0012.992 (1.550-5.774)
Low HbA1c group250APOE40.5440.747 (0.291-1.916)0.1222.083 (0.821-5.281)
Table 6 Interaction between apolipoprotein E epsilon 4 and glycated hemoglobin on cognitive and olfactory function
VariableCognitive impairment
Olfactory dysfunction (OTS ≤ 2)
OR (95%CI)
P value
OR (95%CI)
P value
Model 1 interaction (APOE4 HbA1c)2.667 (1.725-4.122) < 0.0011.489 (1.084-2.047)0.014
Model 2 interaction (APOE4 HbA1c)2.714 (1.747-4.216)< 0.0011.490 (1.084-2.049)0.014
Model 3 interaction (APOE4 HbA1c)2.687 (1.725-4.187)< 0.0011.440 (1.042-1.990)0.027
Table 7 Joint associations and additive interactions of apolipoprotein E epsilon 4 with high glycated hemoglobin on the risk of cognitive impairment
VariablesJoint associations
Addictive interactions (APOE4 +)
Number
APOE4 -
APOE4 +
RERI (95%CI)
AP (95%CI)
Overall CI165
High HbA1c1111.291 (0.846-1.972)3.364 (1.163-9.737)2.308 (0.178-4.439)0.673 (0.371-0.975)
Low HbA1c540.774 (0.507-1.183)0.297 (0.103-0.860)