Sample characteristics
A total of 3,058 participants (mean age 61.3 ± 8.1 years; 45.2% male) were included in the analysis (Table 1). Compared to females, males were more likely to have higher educational attainment (secondary school or above: 66.4% vs 49.3%) and be in skilled or professional occupations (77.9% vs 60.5%). Men also reported substantially higher rates of current smoking (76.0% vs 6.6%) and frequent alcohol consumption (55.0% vs 8.3%). The prevalence of cognitive impairment was higher in females than in males (20.1% vs 16.3%). Poor psychological resilience was more common in women (38.3% vs 29.6%), while poor social support was similarly distributed between genders (36.9% in women vs 33.9% in men).
Table 1. Characteristics of participants grouped by gender
|
Characteristics
|
Total (3058) N (%)
|
Male (1381) N (%)
|
Female (1677) N (%)
|
|
Age (years), mean (SD
|
61.3 (8.1)
|
61.6 (8.2)
|
61.0 (8.0)
|
|
The highest education level
|
|
|
|
|
Primary school and below
|
1314 (43.0)
|
464 (33.6)
|
850 (50.7)
|
|
Secondary school
|
1606 (52.5)
|
835 (60.5)
|
771 (46.0)
|
|
Higher school
|
138 ( 4.5)
|
82 ( 5.9)
|
56 ( 3.3)
|
|
Marital status
|
|
|
|
|
Married
|
2677 (87.5)
|
1268 (91.8)
|
1409 (84.0)
|
|
Singlea
|
381 (12.5)
|
113 ( 8.2)
|
268 (16.0)
|
|
Occupationb
|
|
|
|
|
Unskilled
|
968 (31.7)
|
305 (22.1)
|
663 (39.5)
|
|
Skilled
|
1735 (56.7)
|
853 (61.8)
|
882 (52.6)
|
|
Professional or managerial
|
355 (11.6)
|
223 (16.1)
|
132 ( 7.9)
|
|
Smoking
|
|
|
|
|
Non-smoker or past smoker
|
1898 (62.1)
|
331 (24.0)
|
1567 (93.4)
|
|
Current smoker
|
1160 (37.9)
|
1050 (76.0)
|
110 ( 6.6)
|
|
Alcohol use
|
|
|
|
|
Non-frequent
|
2158 (70.6)
|
621 (45.0)
|
1537 (91.7)
|
|
Frequent
|
900 (29.4)
|
760 (55.0)
|
140 ( 8.3)
|
|
Physical activity
|
|
|
|
|
Inactive
|
1433 (46.9)
|
638 (46.2)
|
795 (47.4)
|
|
Active
|
1625 (53.1)
|
743 (53.8)
|
882 (52.6)
|
|
Diet (vegetable and fruit intake)
|
|
|
|
|
Insufficient
|
2803 (91.7)
|
1281 (92.8)
|
1522 (90.8)
|
|
Sufficient
|
255 ( 8.3)
|
100 ( 7.2)
|
155 ( 9.2)
|
|
sleep quality
|
|
|
|
|
Poor
|
36 ( 1.2)
|
9 ( 0.7)
|
27 ( 1.6)
|
|
Fair
|
280 ( 9.2)
|
89 ( 6.4)
|
191 (11.4)
|
|
Good
|
1007 (32.9)
|
410 (29.7)
|
597 (35.6)
|
|
Very good
|
1735 (56.7)
|
873 (63.2)
|
862 (51.4)
|
|
BMI
|
|
|
|
|
Underweight
|
102 ( 3.3)
|
50 ( 3.6)
|
52 ( 3.1)
|
|
Normal
|
1241 (40.6)
|
589 (42.7)
|
652 (38.9)
|
|
Overweight
|
1187 (38.8)
|
538 (39.0)
|
649 (38.7)
|
|
Obese
|
528 (17.3)
|
204 (14.8)
|
324 (19.3)
|
|
Number of major chronic diseases
|
|
|
|
|
0
|
738 (24.1)
|
338 (24.5)
|
400 (23.9)
|
|
1
|
900 (29.4)
|
447 (32.4)
|
453 (27.0)
|
|
2
|
656 (21.5)
|
279 (20.2)
|
377 (22.5)
|
|
3+
|
764 (25.0)
|
317 (23.0)
|
447 (26.7)
|
|
Psychological resilience
|
|
|
|
|
Poor
|
1052 (34.4)
|
409 (29.6)
|
643 (38.3)
|
|
Fair
|
1132 (37.0)
|
544 (39.4)
|
588 (35.1)
|
|
Good
|
874 (28.6)
|
428 (31.0)
|
446 (26.6)
|
|
Social support
|
|
|
|
|
Poor
|
1087 (35.5)
|
468 (33.9)
|
619 (36.9)
|
|
Fair
|
1737 (56.8)
|
791 (57.3)
|
946 (56.4)
|
|
Good
|
234 ( 7.7)
|
122 ( 8.8)
|
112 ( 6.7)
|
|
Cognitive function
|
|
|
|
|
Normal
|
2496 (81.6)
|
1156 (83.7)
|
1340 (79.9)
|
|
Cognitive impairment
|
562 (18.4)
|
225 (16.3)
|
337 (20.1)
|
Notes: Data were expressed as mean (standard deviation) or n (%).
a: Single: never married, divorced, widowed
b: Occupation encompasses the current or pre-retirement status of participant.
Association between psychological resilience and cognitive function
Table 2 presents the results of gender-stratified logistic regression analyses. Among males, both fair (OR = 0.56, 95% CI: 0.39–0.81, p = 0.002) and good (OR = 0.65, 95% CI: 0.44–0.96, p = 0.032) psychological resilience were associated with reduced odds of cognitive impairment compared to poor resilience. Similar associations were observed in females, with stronger effect sizes: OR = 0.55 (95% CI: 0.41–0.74, p < 0.001) for fair resilience and OR = 0.39 (95% CI: 0.26–0.56, p < 0.001) for good resilience.
Age was a significant predictor in both sexes. Compared to participants aged 50–59, those aged 60–69 and ≥70 years had significantly higher odds of cognitive impairment (e.g., in women: OR = 2.64 and 3.23, both p < 0.001). Being single was associated with increased odds of cognitive impairment in men (OR = 1.75, p = 0.024), but not in women.
Among women, higher education (secondary school vs primary: OR = 0.72, p = 0.035) and professional/managerial occupation (OR = 0.21, p = 0.003) showed significant associations with lower odds of cognitive impairment. Physical activity was inversely associated with cognitive impairment in women only (OR = 0.67, p = 0.003). BMI was significantly associated with cognitive impairment in men, with lower odds among normal weight (OR = 0.47, p = 0.026) and obese participants (OR = 0.35, p = 0.009) compared to underweight.
Table 2. Multiple logistic regression of the association between psychological resilience and cognitive impairment
|
|
Male
|
Female
|
|
Variable
|
OR
|
p
|
OR
|
p
|
|
Psychological resilience
|
|
|
|
|
|
Poor
|
1.0 (Ref)
|
|
|
|
|
Fair
|
0.56(0.39-0.81)
|
0.002
|
0.55(0.41-0.74)
|
0.000
|
|
Good
|
0.65(0.44-0.96)
|
0.032
|
0.39(0.26-0.56)
|
<0.001
|
|
Age
|
|
|
|
|
|
50-59
|
1.0 (Ref)
|
|
|
|
|
60-69
|
2.6(1.85-3.67)
|
<0.001
|
2.64(1.96-3.56)
|
<0.001
|
|
70+
|
2.11(1.35-3.30)
|
0.001
|
3.23(2.19-4.76)
|
<0.001
|
|
Marital status
|
|
|
|
|
|
Married
|
1.0 (Ref)
|
|
|
|
|
Singlea
|
1.75(1.06-2.81)
|
0.024
|
0.93(0.65-1.32)
|
0.696
|
|
The highest education level
|
|
|
|
|
|
Primary school and below
|
1.0 (Ref)
|
|
|
|
|
Secondary school
|
1.72(1.21-2.45)
|
0.003
|
0.72(0.54-0.98)
|
0.035
|
|
Higer school
|
0.52(0.15-1.39)
|
0.243
|
0.19(0.01-0.92)
|
0.106
|
|
Occupationb
|
|
|
|
|
|
Unskilled
|
1.0 (Ref)
|
|
|
|
|
Skilled
|
0.90(0.63-1.29)
|
0.562
|
0.94(0.73-1.22)
|
0.657
|
|
Professional or managerial
|
0.70(0.41-1.19)
|
0.194
|
0.21(0.06-0.52)
|
0.003
|
|
Smoking
|
|
|
|
|
|
Non-smoker or past smoker
|
1.0 (Ref)
|
|
|
|
|
Current smoker
|
1.12(0.78-1.62)
|
0.554
|
1.65(1.05-2.58)
|
0.028
|
|
drinking
|
|
|
|
|
|
Non-frequent
|
1.0 (Ref)
|
|
|
|
|
Frequent
|
0.77(0.57-1.04)
|
0.084
|
1.05(0.66-1.63)
|
0.844
|
|
Physical activity
|
|
|
|
|
|
Inactive
|
1.0 (Ref)
|
|
|
|
|
Active
|
0.77(0.57-1.05)
|
0.102
|
0.67(0.52-0.88)
|
0.003
|
|
Diet (vegetable and fruit intake)
|
|
|
|
|
|
Insufficient
|
1.0 (Ref)
|
|
|
|
|
Sufficient
|
1.18(0.64-2.07)
|
0.573
|
0.8(0.46-1.32)
|
0.392
|
|
sleep quality
|
|
|
|
|
|
Poor
|
1.0 (Ref)
|
|
|
|
|
Fair
|
0.94(0.19-7.09)
|
0.946
|
0.94(0.35-2.84)
|
0.911
|
|
Good
|
0.77(0.16-5.56)
|
0.758
|
1.14(0.45-3.30)
|
0.799
|
|
very good
|
0.84(0.18-6.08)
|
0.842
|
1.23(0.49-3.57)
|
0.676
|
|
BMI
|
|
|
|
|
|
Underweight
|
1.0 (Ref)
|
|
|
|
|
Normal
|
0.47(0.25-0.93)
|
0.026
|
0.66(0.35-1.30)
|
0.216
|
|
Overweight
|
0.55(0.28-1.10)
|
0.080
|
0.64(0.33-1.27)
|
0.190
|
|
Obese
|
0.35(0.16-0.78)
|
0.009
|
0.81(0.41-1.65)
|
0.559
|
|
Number of major chronic diseases
|
|
|
|
|
|
0
|
1.0 (Ref)
|
|
|
|
|
1
|
1.08(0.73-1.61)
|
0.701
|
0.76(0.53-1.09)
|
0.142
|
|
2
|
0.93(0.59-1.45)
|
0.739
|
0.57(0.39-0.85)
|
0.005
|
|
3+
|
0.83(0.53-1.30)
|
0.424
|
0.66(0.46-0.96)
|
0.029
|
a: Single: never married, divorced, widowed
b: Occupation encompasses the current or pre-retirement status of participant.
Association between social support and cognitive function
Results from the models examining social support are shown in Table 3. Among males, fair (OR = 0.54, 95% CI: 0.39–0.73, p < 0.001) and good (OR = 0.54, 95% CI: 0.28–0.97, p = 0.050) levels of support were both associated with reduced odds of cognitive impairment. In females, similar associations with lower odds of cognitive impairment were observed (fair: OR = 0.72, p = 0.013; good: OR = 0.52, p = 0.034).
Age remained strongly associated with cognitive impairment in both sexes. In women, higher education and professional occupations were again associated with lower odds of cognitive impairment. Additionally, being physically active (OR = 0.65, p = 0.001) were associated with lower odds of cognitive impairment. Smoking was positively associated with cognitive impairment among females (OR = 1.57, p = 0.047), but not among males.
Table 3. Multiple logistic regression of the association between social support and cognitive impairment
|
|
Male
|
Female
|
|
Variable
|
OR
|
p
|
OR
|
p
|
|
(Intercept)
|
0.40(0.05-2.24)
|
0.325
|
0.5(0.14-1.62)
|
0.263
|
|
Social support
|
|
|
|
|
|
Poor
|
|
|
|
|
|
Fair
|
0.54(0.39-0.73)
|
<0.001
|
0.72(0.55-0.93)
|
0.013
|
|
Good
|
0.54(0.28-0.97)
|
0.050
|
0.52(0.28-0.93)
|
0.034
|
|
Age
|
|
|
|
|
|
50-59
|
|
|
|
|
|
60-69
|
2.50(1.78-3.55)
|
<0.001
|
2.57(1.91-3.46)
|
<0.001
|
|
70+
|
1.97(1.25-3.08)
|
0.003
|
2.96(2.02-4.35)
|
<0.001
|
|
Marital status
|
|
|
|
|
|
Married
|
|
|
|
|
|
Singlea
|
1.67(1.01-2.68)
|
0.039
|
0.90(0.64-1.27)
|
0.563
|
|
The highest education level
|
|
|
|
|
|
Primary school and below
|
|
|
|
|
|
Secondary school
|
1.68(1.20-2.38)
|
0.003
|
0.60(0.45-0.80)
|
0.001
|
|
Higer school
|
0.54(0.16-1.44)
|
0.265
|
0.16(0.01-0.78)
|
0.075
|
|
Occupationb
|
|
|
|
|
|
Unskilled
|
|
|
|
|
|
Skilled
|
0.86(0.60-1.24)
|
0.405
|
0.94(0.73-1.22)
|
0.635
|
|
Professional or managerial
|
0.69(0.40-1.16)
|
0.169
|
0.21(0.06-0.52)
|
0.003
|
|
Smoking
|
|
|
|
|
|
Non-smoker or past smoker
|
|
|
|
|
|
Current smoker
|
1.12(0.78-1.64)
|
0.533
|
1.57(1.00-2.44)
|
0.047
|
|
drinking
|
|
|
|
|
|
Non-frequent
|
|
|
|
|
|
Frequent
|
0.80(0.59-1.08)
|
0.142
|
1.06(0.67-1.64)
|
0.806
|
|
Physical activity
|
|
|
|
|
|
Inactive
|
|
|
|
|
|
Active
|
0.79(0.58-1.07)
|
0.129
|
0.65(0.50-0.84)
|
0.001
|
|
Diet (vegetable and fruit intake)
|
|
|
|
|
|
Insufficient
|
|
|
|
|
|
Sufficient
|
1.14(0.62-2.00)
|
0.658
|
0.71(0.41-1.16)
|
0.192
|
|
sleep quality
|
|
|
|
|
|
Poor
|
|
|
|
|
|
Fair
|
0.92(0.18-6.83)
|
0.921
|
0.95(0.36-2.84)
|
0.918
|
|
Good
|
0.76(0.16-5.43)
|
0.746
|
1.11(0.44-3.20)
|
0.833
|
|
very good
|
0.81(0.18-5.80)
|
0.808
|
1.19(0.47-3.42)
|
0.725
|
|
BMI
|
|
|
|
|
|
Underweight
|
|
|
|
|
|
Normal
|
0.49(0.26-0.98)
|
0.038
|
0.67(0.35-1.31)
|
0.228
|
|
Overweight
|
0.55(0.28-1.11)
|
0.088
|
0.63(0.33-1.24)
|
0.170
|
|
Obese
|
0.35(0.16-0.77)
|
0.009
|
0.76(0.39-1.55)
|
0.447
|
|
Number of major chronic diseases
|
|
|
|
|
|
0
|
|
|
|
|
|
1
|
1.12(0.76-1.66)
|
0.576
|
0.81(0.57-1.15)
|
0.242
|
|
2
|
0.94(0.59-1.47)
|
0.777
|
0.60(0.40-0.88)
|
0.009
|
|
3+
|
0.84(0.53-1.31)
|
0.439
|
0.72(0.50-1.04)
|
0.079
|
a: Single: never married, divorced, widowed
b: Occupation encompasses the current or pre-retirement status of participant.
Non-linear associations of psychological resilience and social support with cognitive function
To explore potential non-linear relationships, we conducted generalized additive model (GAM) adjusting for relevant covariates. As shown in Figure 1, the association between psychological resilience and predicted cognitive function was non-linear. Cognitive function increased with psychological resilience in a curvilinear pattern, with a steeper increase observed at lower to moderate levels of resilience, plateauing at higher levels. The confidence band (shaded area) suggests this trend is statistically robust.
A similar non-linear relationship was observed between social support and cognitive function (Figure 2). The cognitive function score rose sharply from low to moderate levels of social support and then plateaued with further increases.
Joint effects of psychological resilience and social support on cognitive function
To assess potential synergistic effects, we conducted a joint analysis stratifying participants by psychological resilience and social support (Figure 3). Using the group with low psychological resilience and low social support as the reference, all other combinations showed reduced odds of cognitive impairment, though effect sizes varied by combination.
Among participants with moderate social support, a dose-response pattern was evident: compared to the reference group, moderate psychological resilience was associated with 56% reduced odds (OR = 0.44, 95% CI: 0.33–0.60), and high resilience with a 72% reduction (OR = 0.28, 95% CI: 0.19–0.40).
In the high social support group, those with moderate (OR = 0.25, 95% CI: 0.11–0.51) and high resilience (OR = 0.37, 95% CI: 0.16–0.76) also showed significantly lower odds of cognitive impairment, though estimates were less precise due to smaller sample sizes.
In contrast, within the low social support group, only those with moderate resilience had significantly lower odds of impairment (OR = 0.55, 95% CI: 0.39–0.77), while the association between high resilience and cognitive impairment was not statistically significant (OR = 0.73, 95% CI: 0.50–1.05).
These findings suggest an interaction whereby the beneficial associations between psychological resilience and cognitive function may be stronger in the presence of greater social support.