| Literature DB >> 35755953 |
Dorota Weziak-Bialowolska1,2,3, Piotr Bialowolski1,2,4, Matthew T Lee2, Ying Chen2,5, Tyler J VanderWeele2,5, Eileen McNeely1.
Abstract
Objectives: Evidence on social stimuli associated with mental health is based mostly on self-reported health measures. We aimed to examine prospective associations between social connectedness and clinical diagnosis of depression and of anxiety.Entities:
Keywords: anxiety; depression; health insurance data; loneliness; mental health; social connectedness
Mesh:
Year: 2022 PMID: 35755953 PMCID: PMC9218058 DOI: 10.3389/ijph.2022.1604710
Source DB: PubMed Journal: Int J Public Health ISSN: 1661-8556 Impact factor: 5.100
Participant characteristics at study baseline (T = 0; N = 1,209; Well-Being Survey 2018–2019 and health insurance claims data 2017–2019, United States).
| Baseline characteristic | Statistic |
|---|---|
| Gender (women), % | 84.45 |
| Age—mean (SD) | 43.52 (10.4) |
| Age, % | |
| ≤30 | 11.83 |
| 31–40 | 29.94 |
| 41–50 | 28.95 |
| >50 | 29.28 |
| Race, % | |
| White | 74.28 |
| Black or African American | 12.16 |
| Hispanic/Latino | 6.70 |
| Asian | 5.05 |
| Other | 1.81 |
| Marital status (married), % | 62.47 |
| Education, % | |
| High school | 7.78 |
| Some college but no degree | 22.58 |
| Associate degree | 13.96 |
| Bachelor’s degree | 34.95 |
| Graduate school or higher | 20.74 |
| Having children under the age of 18 currently living in the household, % of yes | 48.11 |
| Being a primary caregiver for a parent or an elderly currently living in the household, % of yes | 27.17 |
| Home ownership, % of yes | 72.36 |
| Salary (USD)—mean (SD) | 73,117 (34,259) |
| Voting in the previous elections, % of yes | 82.40 |
| Spiritual practicing, % | |
| At least once/week | 61.15 |
| Less than once/week | 30.66 |
| Never | 8.19 |
| Work hours, % | |
| ≤8 h | 52.34 |
| 9–10 h | 35.37 |
| 11+ h | 12.29 |
| Job demand: I have too much to do at work to do a good job (0–10)—mean (SD) | 3.18 (2.76) |
| Job control: I have a lot of freedom to decide how to do my job (0–10)—mean (SD) | 7.03 (2.50) |
| Job meaning: I find my work meaningful (0–10)—mean (SD) | 7.55 (2.10) |
| Job fit: At work, I am able to do what I am good at (0–10)—mean (SD) | 7.63 (2.12) |
| Supervisor support: My supervisor supports me (0–10)—mean (SD) | 8.44 (2.10) |
| Number of health conditions (0–37)—mean (SD) | 2.02 (2.25) |
Note. Adapted from [28]. CC BY-NC-ND.
Social connectedness and mental health (N = 1,209; Well-Being Survey 2018–2019 and health insurance claims data 2017–2019, United States).
| Characteristic | 2017 | 2018 | 2019 |
| |
|---|---|---|---|---|---|
| 2017–2018 | 2018–2019 | ||||
| Social connectedness (0–10) | — | 7.36 | 7.58 | — | <0.001 |
| Items of social connectedness | |||||
| My relationships are as satisfying as I would want them to be; (0–10); mean (SD) | — | 7.10 (2.20) | 7.46 (2.00) | — | <0.001 |
| There are people who really understand me; (0–10); mean (SD) | — | 7.88 (2.09) | 8.08 (1.95) | <0.001 | |
| How often do you feel lonely?; reversed; (0–10); mean (SD) | — | 2.25 (2.39) | 2.39 (2.47) | — | 0.012 |
| I am content with my friendships and relationships; (0–10); mean (SD) | — | 7.57 (2.09) | 7.85 (1.98) | — | <0.001 |
| I have enough people I feel comfortable asking for help at any time; (0–10); mean (SD) | — | 7.69 (2.35) | 7.90 (2.18) | — | <0.001 |
| I feel connected to the broader community around me; (0–10); mean (SD) | — | 6.66 (2.26) | 7.04 (2.16) | — | <0.001 |
| People in my broader community trust and respect one another; (0–10); mean (SD) | — | 6.88 (2.00) | 7.18 (1.94) | — | <0.001 |
| Mental health outcomes from health insurance records | |||||
| Depression, % | 9.59 | 10.42 | 12.65 | 0.070 | <0.001 |
| Anxiety, % | 12.66 | 12.16 | 13.40 | 0.760 | 0.062 |
Note. “—” stands for outcome not measured; p-value for one-sided t-test for paired observations for changes in diagnosed depression between 2017 and 2019: p < 0.001; p-value for one-sided t-test for paired observations for changes in diagnosed anxiety between 2017 and 2019: p-value = 0.219.
Adapted from [26]. CC BY-NC-ND.
Associations between social connectedness and subsequent mental health (Well-Being Survey 2018–2019 and health insurance claims data 2017–2019, United States) .
| Model specification | Depression | Anxiety |
|---|---|---|
| RR 95% CI | RR 95% CI | |
| Model 1 | 0.730*** (0.637, 0.837) | 0.824** (0.719, 0.943) |
| Model 2 | 0.554*** (0.438, 0.700) | 0.691** (0.550, 0.868) |
| Model 3 | 0.858*** (0.794, 0.928) | 0.894** (0.825, 0.969) |
| Model 4 | 0.784*** (0.696, 0.882) | 0.835** (0.743, 0.940) |
| Model 5 | 0.669** (0.505, 0.884) | 0.735* (0.576, 0.937) |
Each analysis was controlled for demographics [gender (ref. = female), age (ref. = below 30), race (ref. = White), education (ref. = high school), marital status (ref. = not married)), having children at home (ref. = no), taking care of an elderly (ref. = no)], wealth and income [home ownership (ref. = no) and salary], lifestyle [voting in the last elections (ref. = no/not registered voter) and spiritual practices (ref. = at least once/week)] and work characteristics (number of work hours (ref. = ≤8 h), supervisor support, job control, job demand and job meaning). These variables were controlled for in the baseline wave, T = 0 (in the same wave as the exposure), since only two waves of survey data were available. Additionally, in each regression an outcome prior to exposure (T = −1) as well as the number of diagnosed health conditions (ranging from 0 to 37 possible diagnosed health conditions) prior to exposure (T = −1) were used as controls.
Model 1 is run on the full imputed analytic sample.
Model 2 is run after excluding participants with baseline mental health condition (i.e., either depression or anxiety).
Model 3 is run under the complete case scenario.
Model 4 uses a limited set of baseline controls (T = 0) including only the outcome prior to exposure (T = −1) and pre-exposure number of health conditions (T = −1).
Model 5 is run as a cross-lagged panel model using the set of controls from the primary analysis; under complete case scenario as Stata gsem command does not support mi estimate command used to account for multiple imputations; uses a logistic regression specification as gsem does not support robust Poisson regression. Odds ratio for the path from social connectedness to mental health outcome is presented. Full set of results is presented in the Supplementary Table SA3).
***p < 0.001, **p < 0.01, *p < 0.05; CI is confidence interval.
CI, confidence interval; RR, risk ratio.
E-values for effect measures and for CI limits for the associations between social capital and subsequent mental health (Well-Being Survey 2018–2019 and health insurance claims data 2017–2019, United States).
| Social connectedness | Depression | Anxiety | ||
|---|---|---|---|---|
| Effect estimate | CI limit | Effect estimate | CI limit | |
| Social connectedness | 2.08 | 1.68 | 1.72 | 1.31 |
| Items of social connectedness | ||||
| My relationships are as satisfying as I would want them to be | 1.69 | 1.27 | 1.51 | 1.00 |
| There are people who really understand me | 1.71 | 1.36 | 1.53 | 1.03 |
| How often do you feel lonely? | 1.96 | 1.60 | 1.71 | 1.37 |
| I am content with my friendships and relationships | 1.83 | 1.45 | 1.64 | 1.24 |
| I have enough people I feel comfortable asking for help at any time | 1.74 | 1.41 | 1.67 | 1.29 |
| I feel connected to the broader community around me | 1.78 | 1.40 | 1.35 | 1.00 |
| People in my broader community trust and respect one another | 1.91 | 1.52 | 1.45 | 1.00 |
See VanderWeele and Ding [42] for the formula for calculating E-values.
The E-values for effect estimates are the minimum strength of association on the risk ratio scale that an unmeasured confounder would need to have with both the exposure and the outcome to fully explain away the observed association between the exposure and outcome, conditional on the measured covariates. For example, in the studied population an unmeasured confounder would need to be associated with both feeling lonely and depression by risk ratios of 1.96 each, above and beyond the measured covariates, to fully explain away the observed association between the two variables.
The E-values for the limit of the 95% confidence interval (CI) closest to the null denote the minimum strength of association on the risk ratio scale that an unmeasured confounder would need to have with both the exposure and the outcome to shift the confidence interval to include the null value, conditional on the measured covariates. For example, in the studied population an unmeasured confounder would need to be associated with both feeling lonely and depression by 1.60-fold each, above and beyond the measured covariates, to shift the upper limit of the confidence interval to include the null value for the association between the two variables.
Associations between items of social connectedness and subsequent mental health (Well-Being Survey 2018–2019 and health insurance claims data 2017–2019, United States) .
| Item of social connectedness | Depression | Anxiety |
|---|---|---|
| RR 95% CI | RR 95% CI | |
| My relationships are as satisfying as I would want them to be | 0.833** (0.727, 0.954) | 0.886 (0.778, 1.008) |
| There are people who really understand me | 0.828** (0.736, 0.931) | 0.880* (0.775, 0.999) |
| How often do you feel lonely? | 1.315*** (1.164, 1.486) | 1.210** (1.078, 1.359) |
| I am content with my friendships and relationships | 0.794** (0.698, 0.904) | 0.847* (0.746, 0.962) |
| I have enough people I feel comfortable asking for help at any time | 0.818*** (0.731, 0.916) | 0.840** (0.743, 0.950) |
| I feel connected to the broader community around me | 0.809** (0.711, 0.919) | 0.933 (0.818, 1.065) |
| People in my broader community trust and respect one another | 0.773*** (0.676, 0.884) | 0.904 (0.777, 1.051) |
Each analysis was controlled for demographics [gender (ref. = female), age (ref. = below 30), race (ref. = White), education (ref. = high school), marital status (ref. = not married)), having children at home (ref. = no), taking care of an elderly (ref. = no)], wealth and income [home ownership (ref. = no) and salary], lifestyle [voting in the last elections (ref. = no/not registered voter) and spiritual practices (ref. = at least once/week)] and work characteristics (number of work hours (ref. = ≤8 h), supervisor support, job control, job demand and job meaning). These variables were controlled for in the baseline wave, T = 0 (in the same wave as the exposure), since only two waves of survey data were available. Additionally, in each regression an outcome prior to exposure (T = −1) as well as the number of diagnosed health conditions (ranging from 0 to 37 diagnosed health conditions) prior to exposure (T = −1) were used as controls.
***p < 0.001, **p < 0.01, *p < 0.05; CI is confidence interval.
CI, confidence interval; RR, risk ratio.