Retrospective Study
Copyright ©The Author(s) 2025.
World J Diabetes. Jun 15, 2025; 16(6): 105496
Published online Jun 15, 2025. doi: 10.4239/wjd.v16.i6.105496
Table 1 Demographic characteristics and physical activity levels of elderly type 2 diabetes mellitus patients included in this study (n = 245), n (%)/mean ± SD
Characteristics
Overall (n = 245)
Age70.9 ± 7.8
Male152 (51.4)
Residence in urban area194 (79.2)
Education10.3 ± 4.3
Occupational category
Light physical work46 (18.8)
Heavy physical work36 (14.7)
Mental work134 (54.7)
Other29 (11.8)
Marital status
Married177 (72.2)
Unmarried/divorced68 (27.8)
Living condition
Building with elevator126 (51.4)
Building without elevator73 (29.8)
Bungalow14 (5.7)
Low physical activity126 (51.4)
Table 2 Comparison of demographic and clinical characteristics between the low physical activity and non-low physical activity groups of elderly type 2 diabetes mellitus patients before and after propensity score matching, n (%)/mean ± SD
CharacteristicBefore PSM
t/χ2
P value
After PSM
t/χ2P value
Low physical activity group (n = 126)
Non-low physical activity group (n = 119)
Low physical activity group (n = 100)
Non-low physical activity group (n = 100)
Age (years)72.1 ± 0.769.9 ± 0.7-2.310.0172.1 ± 8.170.2 ± 7.4-0.80.42
Male52 (41.3)62 (52.1)2.820.0844 (44.0)46 (46.1)0.080.77
Smoking50 (39.7)49 (41.2)0.050.8136 (36)33 (33)0.190.65
Drinking11 (15.2)16 (21.0)1.390.2317 (17.2)9 (9.0)2.930.08
Hypertension100 (79.4)87 (73.7)1.920.3881 (81.0)74 (74.0)1.890.38
Cardiovascular disease73 (57.9)87 (73.7)6.73< 0.0137 (37)30 (30)1.10.29
Stroke105 (83.3)105 (88.2)1.200.2715 (15.0)13 (13.0)0.160.68
Hearing impairment9 (6.3%)0 (0%)9.931< 0.014 (4.0)0 (0.0)4.080.04
Hyperlipidemia60 (42.0%)71 (46.4)0.5930.44142 (42.0)47 (47.0)0.500.47
Education level (years)9.8 ± 0.410.3 ± 0.50.710.4610.8 ± 3.910.3 ± 4.8-0.180.85
Married status1.280.250.230.63
Married/cohabitating95 (75.4)82 (68.9)75 (75)72 (72)
Divorced/single/widowed31 (24.6)37 (31.1)25 (25)28 (28)
Residential region6.710.010.770.38
Urban108 (85.7)86 (72.3)82 (82)77 (77)
Rural18 (14.3)33 (27.7)18 (18)23 (23)
Night sleep time1.310.250.070.78
≤ 6 h/day43 (37.4)29 (29.9)30 (33.7)27 (31.8)
> 6 h/day72 (62.6)68 (70.1)59 (66.3)58 (68.2)
BMI (kg/m2)26.1 ± 0.325.4 ± 0.3-1.430.1526.8 ± 3.825.9 ± 3.4-1.670.09
Mid-UAC (mm)26.5 ± 3.927.8 ± 3.72.510.0126.8 ± 3.427.2 ± 3.32.140.03
6MWT (m)460.8 ± 40540.5 ± 82-6.63< 0.01482.3 ± 61560.4 ± 80-5.92< 0.01
Grip strength (kg)24.2 ± 11.829.3 ± 14.52.74< 0.0124.1 ± 12.927.3 ± 11.21.720.08
FBG (mmol/L)8.2 ± 3.58.1 ± 3.1-1.130.868.0 ± 3.17.9 ± 3.50.140.88
HbA1C (%)8.4 ± 2.38.1 ± 2.2-0.960.358.4 ± 2.18.2 ± 2.2-0.820.41
hsCRP (mg/L)6.8 ± 5.62.7 ± 5.5-2.72< 0.016.8 ± 5.54.5 ± 3.2-2.440.01
β2-MG (mg/L)3.7 ± 2.23.2 ± 1.4-1.970.043.6 ± 2.23.2 ± 1.6-1.600.11
IL-6 (pg/mL)8.3 ± 5.95.3 ± 4.7-2.220.025.08 ± 2.06.25 ± 3.1-2.010.04
LDL-C (mmol/L)2.2 ± 0.92.6 ± 1.02.140.032.2 ± 0.92.6 ± 0.91.220.22
TG (mmol/L)1.9 ± 1.81.7 ± 1.2-1.240.221.8 ± 1.61.7 ± 1.1-1.190.23
TCH (mmol/L)4.1 ± 1.14.3 ± 1.21.200.204.2 ± 1.14.3 ± 1.20.450.65
HDL-C (mmol/L)1.2 ± 0.51.2 ± 0.30.440.651.2 ± 0.31.3 ± 0.40.260.78
MOCA-based cognitive impairment32 (30.5)25 (21.0)2.630.0325 (25.0)22 (22.0)1.440.22
MNA-SF-based malnutrition21 (20.0)12 (11.1)5.930.046 (6.0)10 (10.0)1.090.58
IADL-based disability62 (49.2)35 (29.4)10.02< 0.0148 (48.0)32 (32.0)5.330.02
FRAIL-based frailty phenotype32 (31.1)4 (3.4)32.31< 0.0122 (22.0)4 (4.0)20.5< 0.01
Table 3 Models 1 and 2 for risk of cognitive decline in elderly type 2 diabetes mellitus patients
VariableModel 1
Model 2
Univariate analysis
Multivariate analysis
Univariate analysis
Multivariate analysis
β
OR (95%CI)
P value
β
OR (95%CI)
P value
β
OR (95%CI)
P value
β
OR (95%CI)
P value
Age0.0661.068 (1.036-1.102)< 0.010.0681.081 (1.032-1.131)< 0.010.0751.079 (1.028-1.132)0.02
Male-0.6430.526 (0.299 -0.923)0.020.2271.255 (0.786-1.987)0.51
Education level-0.080.923 (0.862-0.987)0.020.0431.004 (0.449-1.760)0.285
Mental work-0.5720.564 (0.223-0.812)0.178-0.9090.403 (0.197-0.824)0.01-1.2480.287 (0.127-0.651)< 0.01
Residential region (urban)-0.1220.886 (0.734-0.992)0.700.3811.464 (1.098-1.803)0.34
Smoking-0.571.99 (0.013-3.211)0.05-0.3660.693 (0.228-1.091)0.31
Drinking0.0751.078 (0.978-1.232)0.560.0751.078 (0.332-2.597)0.87
Hypertension0.4571.579 (1.343-1.923)0.180.2821.326 (1.021-1.643)0.486
Cardiovascular disease0.4891.631 (0.983-2.922)0.100.6571.932 (0.332-3.594)0.06
Hearing impairment2.37810.78 (2.10-54.8)< 0.012.2279.273 (0.940-91.436)0.04
Stroke1.0682.91 (1.251-6.770)0.011.4154.118 (1.40, 12.109)0.011.1303.096 (1.220-7.858)0.021.5274.604 (1.506-14.076)< 0.01
Hyperlipidemia-0.0480.954 (0.322-1.940)0.860.1221.129 (0.756-1.911)0.72
BMI0.0011.001 (0.921-1.344)0.970.0461.047 (0.334-2.019)0.29
Mid-UAC-0.0290.972 (0.187-3.009)0.54-0.0070.993 (0.033-2.870)0.9
6MWT0.2691.308 (1.131-1.513)< 0.010.1751.191 (1.024, 1.385)0.020.261.297 (1.084-1.553)< 0.01
Grip strength-0.0630.93 (0.90-0.987)< 0.01-0.0550.947 (0.911, 0.984)< 0.01-0.0530.948 (0.911-0.988)0.01
FBG-0.040.996 (0.541-1.982)0.935-0.0230.977 (0.334-2.081)0.67
HbA1C0.1061.12 (0.711-1.593)0.090.0981.103 (0.321-3.017)0.199
hsCRP0.071.007 (0.448-1.831)0.610.071.007 (0.409-1.910)0.646
β2-MG0.241.273 (1.051-1.542)0.0130.2851.330 (1.036-1.714)0.028
IL-60.021.02 (0.772-1.406)0.210.0141.014 (0.119-4.557)0.508
TCH-0.3090.734 (0.569-0.948)0.012-0.2060.814 (0.286-1.337)0.173
TG0.0731.076 (0.471-2.696)0.440.0121.012 (0.553-3.469)0.902
LDL-C-0.2630.77 (0.224-1.927)0.07-0.2670.766 (0.468-1.370)0.126
HDL-C0.0681.071 (0.443-3.042)0.820.0561.057 (0.427-3.285)0.871
MNA-SF-based malnutrition1.0632.895 (1.438-5.830)< 0.011.0752.930 (1.218, 7.046)0.020.9022.465 (1.040-5.839)0.040.9122.908 (1.01-4.913)0.044
IADL-based disability1.3333.793 (2.117-6.796)< 0.010.8962.449 (1.160, 5.172)0.011.1713.226 (1.624-6.405)< 0.010.8562.354 (1.062-5.215)0.035
FRAIL-based frailty phenotype-0.3801.463 (0.563-1.980)0.420.9142.493 (0.462-5.707)0.157
Low physical activity0.6211.860 (1.053-3.285)0.030.4071.502 (0.978-3.750)0.23
Table 4 Baseline characteristics of the training set and test set, n (%)/mean ± SD
Variables
Total (n = 200)
Training set (n = 140)
Test set (n = 60)
Statistic
P value
Age (years)70.87 ± 7.7770.93 ± 7.8470.73 ± 7.66t = -0.160.871
Male90 (45.00)65 (46.43)25 (41.67)χ² = 0.380.535
Smoking69 (34.50)46 (32.86)23 (38.33)χ² = 0.560.455
Drinking26 (13.07)20 (14.29)6 (10.17)χ² = 0.620.431
Hypertension155 (77.89)112 (80.58)43 (71.67)χ² = 0.320.141
Cardiovascular disease67 (33.50)51 (36.43)16 (26.67)χ² = 1.800.180
Stroke28 (14.00)21 (15.00)7 (11.67)χ² = 0.390.534
Hearing impairment4 (2.00)4 (2.86)0 (0.00)χ² = 0.600.440
Hyperlipidemia89 (44.50)65 (46.43)24 (40.00)χ² = 0.700.402
Hypertension155 (77.89)112 (80.58)43 (71.67)χ²= 0.320.141
Education level (years)10.02 ± 4.3910.09 ± 4.359.85 ± 4.50t = -0.330.740
BMI (kg/m2)25.83 ± 3.6625.85 ± 3.8425.77 ± 3.22t = -0.240.513
Mid-UAC (mm)27.20 ± 3.7326.73 ± 3.7328.26 ± 3.53t = 2.500.113
6MWT (m)6.45 ± 2.436.57 ± 2.356.18 ± 2.60t = -0.970.335
Grip strength (kg)26.53 ± 13.7326.44 ± 13.9126.75 ± 13.44t = 0.130.893
FBG (mmol/L)7.99 ± 3.297.85 ± 3.268.31 ± 3.37t = 0.900.368
HbA1C (%)8.19 ± 2.308.21 ± 2.348.17 ± 2.23t =-0.110.914
hsCRP (mg/L)4.78 ± 11.625.21 ± 12.893.72 ± 7.60t = -0.760.451
β2-MG (mg/L)3.42 ± 1.633.48 ± 1.723.27 ± 1.37t = -0.770.440
IL-6 (pg/mL)6.59 ± 10.326.06 ± 9.517.93 ± 12.12t = 1.060.291
TCH (mmol/L)4.24 ± 1.204.26 ± 1.304.21 ± 0.93t = -0.340.738
TG (mmol/L)1.80 ± 1.671.86 ± 1.691.65 ± 1.63t = -0.840.403
LDL-C (mmol/L)2.35 ± 1.032.37 ± 1.072.30 ± 0.93t = -0.450.654
HDL-C (mmol/L)1.28 ± 0.481.27 ± 0.501.32 ± 0.41t = 0.640.524
Mental work109 (60.56)76 (60.80)33 (60.00)χ² = 0.010.919
Residential region, urban159 (79.50)109 (77.86)50 (83.33)χ² = 0.770.379
MOCA-based cognitive impairment47 (23.50)32 (22.90)15 (25.00)χ² = 0.610.413
MNA-SF-based malnutrition 26 (14.21)18 (14.29)8 (14.04)χ2 = 0.000.964
IADL-based disability80 (40.00)62 (44.29)18 (30.00)χ² = 3.570.059
FRAIL-based frailty phenotype26 (14.29)17 (13.71)9 (15.52)χ² = 0.310.858
Table 5 Comparison of risk in the training and test sets for cognitive decline
VariableTraining
Test
Univariate analysis
Multivariate analysis
Univariate analysis
Multivariate analysis
β
OR (95%CI)
P value
β
OR (95%CI)
P value
β
OR (95%CI)
P value
β
OR (95%CI)
P value
Age0.0621.063 (1.011-1.124)0.011.6121.083 (1.012- 1.151)0.010.0771.080 (0.990-1.167)0.050.1611.175 (1.039-1.330)0.01
Male0.1691.245 (0.883-1.862)0.060.2331.258
(0.901-1.983)
0.23
Education level-0.0420.959 (0.872-1.055)0.39-0.1140.814 (0.449-0.760)0.28
Mental work-0.0620.640 (0.013-0.739)0.01-0.0660.610 (0.47-1.22)0.03-0.8930.509 (0.097-0.894)0.02-1.3030.233 (0.065-0.794)< 0.01
Residential region (urban)-0.1220.886 (0.734-0.992)0.700.411.575 (0.961-1.912)0.51
Smoking0.3011.704 (1.311-2.163)0.480.4961.132 (0.908-1.801)0.69
Drinking0.1271.308 (0.293-2.643)0.820.0871.181 (0.764-1.597)0.74
Hypertension0.0681.071 (0.391-2.934)0.190.5221.347 (0.990-1.814)0.41
Cardiovascular disease0.7212.057 (0.922-4.588)0.060.4711.843 (0.891-2.914)0.09
Hearing impairment2.39510.31 (3.10-46.8)0.042.1245.173 (1.302-13.232)0.04
Stroke1.5614.762 (1.573-14.419)< 0.011.6115.010 (1.27-12.908)0.020.9841.292 (0.213-4.858)0.021.1341.456 (0.831-4.762)0.02
Hyperlipidemia0.0431.044 (0.473-2.305)0.810.3121.541
(0.451-2.211)
0.73
BMI0.0371.038 (0.940-1.146)0.460.0311.542
(0.411-2.897)
0.21
Mid-UAC0.0121.012 (0.894-1.145)0.84-0.0140.323
(0.033-2.870)
0.87
6MWT0.1491.161 (0.971-1.389)0.100.2131.245 (1.084-1.913)0.08
Grip strength-0.0330.967 (0.928-1.008)0.11-0.4130.899 (0.414-1.184)0.11
FBG-0.0320.969 (0.852-1.101)0.62-0.0510.914 (0.245-2.181)0.82
HbA1C0.0081.035 (0.873-1.227)0.380.1441.243 (0.324-3.197)0.43
hsCRP0.071.008 (0.979-1.039)0.590.1141.303 (0.441-1.910)0.65
β2-MG0.0941.099 (0.869-1.389)0.430.341.311 (1.046-2.09)0.51
IL-6-0.0130.987 (0.927-1.052)0.690.0111.017 (0.213-3.511)0.81
TCH-0.2590.772 (0.553-1.076)0.12-0.0990.974 (0.423-1.037)0.17
TG0.0031.097 (0.886-1.264)0.970.0131.041 (0.351-2.916)0.78
LDL-C-0.2930.746 (0.502-1.109)0.140.0121.016 (0.688-1.349)0.31
HDL-C0.1931.213 (0.572-2.570)0.610.0911.133 (0.387-3.465)0.83
MNA-SF-based malnutrition1.0632.895 (1.438-5.830)< 0.010.751.680 (1.01-2.146)0.040.9313.465 (1.34-8.331)0.021.0213.193 (0.944-5.523)0.04
IADL-based disability0.9872.683 (1.188-6.061)0.021.1703.203 (1.189-6.06)0.020.6061.833 (0.539-6.294)< 0.010.8332.104 (1.187-6.051)0.03
FRAIL-based frailty phenotype1.1103.033 (0.622-14.785)0.170.9112.933 (0.462-5.097)0.22
Low physical activity0.3711.57 (1.290-2.987)0.410.4321.033 (0.478-3.250)0.51