| Literature DB >> 31056641 |
Jiamin Yin1, Camille Lassale1,2, Andrew Steptoe1,2, Dorina Cadar1,2.
Abstract
BACKGROUND: As the population ages, cognitive decline and dementia have become major health concerns in the UK. Loneliness has been linked to cognitive decline, but the reverse causality of this association remains unclear. This study aims to examine whether there is a bidirectional relationship between loneliness and cognitive function in older English adults (age 50 years and over) over a 10-year follow-up.Entities:
Keywords: Loneliness; bivariate dual change score models; cognitive decline; memory; older people; verbal fluency
Mesh:
Year: 2019 PMID: 31056641 PMCID: PMC6929532 DOI: 10.1093/ije/dyz085
Source DB: PubMed Journal: Int J Epidemiol ISSN: 0300-5771 Impact factor: 7.196
Figure 1.Flowchart representing the selection criteria of the analytical sample in ELSA.
Figure 2.Conceptual map of analyses employed to investigate the bidirectional association between loneliness and cognitive functioning over time.
Psychosocial and demographic characteristics of the sample at each wave of the English Longitudinal Study of Ageing (waves 2 to 7))
| Variables | Wave 2 | Wave 3 | Wave 4 | Wave 5 | Wave 6 | Wave 7 |
|---|---|---|---|---|---|---|
| (2004-05) | (2006-07) | (2008-09) | (2010-11) | (2012-13) | (2014-15) | |
| Subjects, | 5885 | 5644 | 5048 | 4774 | 4417 | 3900 |
| Memory | ||||||
| Mean (SD) | 10.5 (3.2) | 10.5 (3.4) | 10.4 (3.4) | 10.4 (3.5) | 10.5 (3.6) | 10.1 (3.7) |
| Range | 0 to 20 | 0 to 20 | 0 to 20 | 0 to 20 | 0 to 20 | 0 to 20 |
| Verbal fluency | ||||||
| Mean (SD) | 20.8 (6.2) | 20.4 (6.5) | 20.8 (6.7) | 20.8 (6.6) | – | – |
| Range | 0 to 63 | 0 to 56 | 0 to 54 | 0 to 51 | – | – |
| Loneliness | ||||||
| Mean (SD) | 4.06 (1.47) | 4.14 (1.51) | 4.15 (1.53) | 4.12 (1.51) | 4.16 (1.54) | 3.98 (1.42) |
| Range | 3 to 9 | 3 to 9 | 3 to 9 | 3 to 9 | 3 to 9 | 3 to 9 |
| Age, years | ||||||
| Mean (SD) | 65.3 (9.0) | 67.4 (9.0) | 68.9 (8.7) | 70.4 (8.4) | 72.0 (8.2) | 73.4 (7.7) |
| Sex, | ||||||
| Male | 2734 (44.6) | 2618 (44.5) | 2315 (44.2) | 2165 (43.8) | 1992 (43.6) | 1746 (43.5) |
| Female | 3401 (55.4) | 3268 (55.5) | 2925 (55.8) | 2782 (56.2) | 2574 (56.4) | 2270 (56.5) |
| Education, | ||||||
| High | 1649 (26.9) | 1595 (27.1) | 1450 (27.7) | 1421 (28.7) | 1342 (29.4) | 1216 (30.2) |
| Medium | 2378 (38.8) | 2288 (38.9) | 2071 (39.5) | 1963 (39.7) | 1823 (39.9) | 1641 (40.9) |
| Low | 2108 (34.3) | 2003 (34.0) | 1719 (32.8) | 1563 (31.6) | 1401 (30.7) | 1159 (28.9) |
| Wealth, | ||||||
| High | 2044 (33.3) | 1962 (33.3) | 1793 (34.2) | 1762 (35.6) | 1692 (37.1) | 1552 (38.6) |
| Medium | 2045 (33.3) | 1940 (33.0) | 1738 (33.2) | 1628 (32.9) | 1505 (33.0) | 1316 (32.8) |
| Low | 2046 (33.4) | 1984 (33.7) | 1709 (32.6) | 1557 (31.5) | 1369 (30.0) | 1148 (28.6) |
| Limiting long-standing illness, | ||||||
| No | 4136 (67.4) | 3975 (67.5) | 3595 (68.6) | 3436 (69.5) | 3236 (70.9) | 2893 (72.0) |
| Yes | 1999 (32.6) | 1911 (32.5) | 1645 (31.4) | 1511 (30.5) | 1330 (29.1) | 1123 (28.0) |
| Depressive symptoms, | ||||||
| No | 5156 (87.6) | 4949 (87.7) | 4427 (87.7) | 4193 (87.8) | 3891 (88.1) | 3444 (88.3) |
| Yes | 729 (12.4) | 96 (12.3) | 621 (12.3) | 581 (12.2) | 526 (11.9) | 456 (11.7) |
Bivariate dual change score model with bidirectional coupling parameters, outcome cognition (n = 5885)
| Outcome: memory | Outcome: verbal fluency | |||||
|---|---|---|---|---|---|---|
| Exposure: loneliness | ||||||
| Initial status: cognition | β | SE |
| β | SE |
|
| Baseline cognition (intercept i1) | 10.3 | 0.12 | ≤0.001 | 23.58 | 0.25 | ≤0.001 |
| Baseline loneliness (i2) | −0.03 | 0.01 | 0.016 | −0.01 | 0.01 | 0.027 |
| Baseline age | −0.11 | 0.01 | ≤0.001 | −0.15 | 0.01 | ≤0.001 |
| Sex (female vs male) | 1.02 | 0.07 | ≤0.001 | −0.02 | 0.14 | 0.886 |
| Education | ||||||
| Medium vs high education | −0.78 | 0.08 | ≤0.001 | −1.95 | 0.18 | ≤0.001 |
| Low vs high education | −1.96 | 0.09 | ≤0.001 | −3.73 | 0.19 | ≤0.001 |
| Wealth | ||||||
| Medium vs high wealth | −0.23 | 0.08 | 0.003 | −0.67 | 0.17 | ≤0.001 |
| Low vs high wealth | −0.46 | 0.09 | ≤0.001 | −0.83 | 0.19 | ≤0.001 |
| Limiting long-standing illness | −0.28 | 0.07 | ≤0.001 | −0.47 | 0.15 | 0.002 |
| Depressive symptoms | −0.41 | 0.11 | ≤0.001 | −0.76 | 0.21 | ≤0.001 |
|
| ||||||
| Linear slope of cognition (s1) | 0.26 | 0.05 | ≤0.001 | 0.17 | 0.14 | 0.224 |
| Baseline loneliness (i2) | −0.07 | 0.01 | ≤0.001 | −0.09 | 0.03 | 0.003 |
| Baseline age | −0.02 | 0.01 | ≤0.001 | −0.01 | 0.01 | 0.036 |
| Sex (female vs male) | 0.02 | 0.02 | 0.176 | 0.02 | 0.03 | 0.598 |
| Education | ||||||
| Medium vs high education | −0.01 | 0.02 | 0.498 | 0.03 | 0.04 | 0.480 |
| Low vs high education | 0.01 | 0.02 | 0.511 | 0.02 | 0.04 | 0.666 |
| Wealth | ||||||
| Medium vs high wealth | −0.04 | 0.02 | 0.057 | −0.03 | 0.04 | 0.399 |
| Low vs high wealth | −0.04 | 0.02 | 0.037 | −0.01 | 0.04 | 0.800 |
| Limiting long-standing illness | 0.02 | 0.02 | 0.177 | 0.04 | 0.04 | 0.229 |
| Depressive symptoms | 0.05 | 0.03 | 0.117 | 0.11 | 0.07 | 0.113 |
| Quadratic slope of cognition (q1) | −0.04 | 0.01 | ≤0.001 | 0.04 | 0.03 | 0.250 |
| Linear slope of loneliness (s2) | −0.07 | 0.04 | 0.088 | −0.28 | 0.15 | 0.069 |
| Variance | ||||||
| In initial status (i1) | 3.75 | 0.10 | ≤0.001 | 17.38 | 0.49 | ≤0.001 |
| In the linear rate of change (s1) | 0.04 | 0.01 | 0.005 | −0.01 | 0.04 | 0.919 |
| In the quadratic rate of change (q1) | 0.01 | 0.01 | 0.014 | 0.09 | 0.02 | ≤0.001 |
|
|
| |||||
| RMSEA | 0.023 | 0.021, 0.025 | 0.025 | 0.023, 0.028 | ||
| AIC | 223980.18 | 213426.54 | ||||
| BIC | 224394.35 | 213827.35 | ||||
, beta coefficient; SE, standard error; RMSEA, root mean square error of approximation; AIC, Akaike’s Information Criterion; BIC, Bayesian Information Criterion; 95% CI, confidence intervals.
The within-person variance is the overall residual variance in cognition (memory or verbal fluency) that is not explained by the model. The initial status variance component is the variance of individual’s intercepts about the intercept of the average person. Likewise, the rate of change variance component is the variance of individual slopes about the slope of the average person.
Bivariate dual change score model with bidirectional coupling parameters, outcome loneliness (n = 5885)
| Outcome: Loneliness | |||||||
|---|---|---|---|---|---|---|---|
| Exposure: Memory | Exposure: Verbal fluency | ||||||
| Initial status: loneliness | β | SE |
| β | SE |
| |
| Baseline loneliness (intercept i2) | 3.55 | 0.12 | ≤0.001 | 3.53 | 0.13 | ≤0.001 | |
| Baseline memory (i1) | −0.03 | 0.01 | 0.016 | – | – | – | |
| Baseline verbal fluency | – | – | – | −0.01 | 0.01 | 0.027 | |
| Baseline age | −0.01 | 0.01 | ≤0.001 | −0.01 | 0.01 | ≤0.001 | |
| Sex (female vs male) | 0.16 | 0.04 | ≤0.001 | 0.13 | 0.03 | ≤0.001 | |
| Education | |||||||
| Medium vs high education | 0.04 | 0.04 | 0.291 | 0.05 | 0.04 | 0.185 | |
| Low vs high education | 0.11 | 0.05 | 0.026 | 0.12 | 0.05 | 0.016 | |
| Wealth | |||||||
| Medium vs high wealth | 0.13 | 0.04 | 0.001 | 0.13 | 0.04 | ≤0.001 | |
| Low vs high wealth | 0.49 | 0.05 | ≤0.001 | 0.49 | 0.05 | ≤0.001 | |
| Limiting long-standing illness | 0.33 | 0.04 | ≤0.001 | 0.34 | 0.04 | ≤0.001 | |
| Depressive symptoms | 1.35 | 0.07 | ≤0.001 | 1.35 | 0.07 | ≤0.001 | |
|
| |||||||
| Linear slope of loneliness (s2) | 0.16 | 0.04 | ≤0.001 | 0.08 | 0.05 | 0.08 | |
| Baseline memory (i1) | −0.01 | 0.01 | 0.004 | – | – | – | |
| Baseline verbal fluency (i1) | – | – | – | 0.01 | 0.01 | 0.782 | |
| Baseline age | 0.01 | 0.01 | ≤0.001 | 0.01 | 0.01 | ≤0.001 | |
| Sex (female vs male) | 0.01 | 0.01 | 0.073 | 0.01 | 0.02 | 0.843 | |
| Education | |||||||
| Medium vs high education | 0.03 | 0.01 | 0.073 | 0.01 | 0.02 | 0.604 | |
| Low vs high education | 0.01 | 0.02 | 0.760 | 0.02 | 0.03 | 0.364 | |
| Wealth | |||||||
| Medium vs high wealth | 0.04 | 0.01 | 0.009 | 0.04 | 0.02 | 0.098 | |
| Low vs high wealth | 0.01 | 0.02 | 0.705 | −0.01 | 0.03 | 0.893 | |
| Limiting longstanding illness | 0.01 | 0.01 | 0.478 | 0.01 | 0.02 | 0.834 | |
| Depressive symptoms | −0.09 | 0.02 | ≤0.001 | −0.10 | 0.04 | 0.007 | |
| Quadratic slope of loneliness (q2) | −0.02 | 0.01 | ≤0.001 | 0.01 | 0.01 | 0.966 | |
| Linear change in memory (s1) | 0.13 | 0.03 | ≤0.001 | – | – | – | |
| Linear change in verbal fluency (s1) | – | – | – | 0.12 | 0.05 | 0.010 | |
| Variance | |||||||
| In initial status | 1.15 | 0.03 | ≤0.001 | 1.13 | 0.03 | ≤0.001 | |
| In the linear rate of change | 0.03 | 0.01 | ≤0.001 | 0.04 | 0.01 | ≤0.001 | |
| In the quadratic rate of change | 0.01 | 0.01 | 0.010 | 0.01 | 0.01 | 0.730 | |
|
|
| ||||||
| RMSEA | 0.023 | 0.021, 0.026 | 0.025 | 0.023, 0.028 | |||
| AIC | 223983.85 | 213426.54 | |||||
| BIC | 224404.70 | 213827.35 | |||||
, beta coefficient; SE, standard error; RMSEA, root mean square error of approximation; AIC, Akaike’s Information Criterion; BIC, Bayesian Information Criterion; 95% CI, confidence intervals.
The within-person variance is the overall residual variance in loneliness that is not explained by the model. The initial status variance component is the variance of individual’s intercepts about the intercept of the average person. Likewise, the rate of change variance component is the variance of individual slopes about the slope of the average person.