How much of the effect of disability acquisition on mental health is mediated through employment and income? A causal mediation analysis quantifying interventional indirect effects using data from four waves of an Australian cohort study

被引:4
|
作者
Aitken, Zoe [1 ]
Simpson, Julie Anne [2 ]
Bentley, Rebecca [3 ]
Kavanagh, Anne Marie [1 ]
机构
[1] Univ Melbourne, Ctr Hlth Equ, Melbourne Sch Populat & Global Hlth, Disabil & Hlth Unit, Parkville, Vic, Australia
[2] Univ Melbourne, Ctr Epidemiol & Biostat, Melbourne Sch Populat & Global Hlth, Biostat Unit, Parkville, Vic, Australia
[3] Univ Melbourne, Ctr Hlth Policy, Melbourne Sch Populat & Global Hlth, Hlth Housing Unit, Parkville, Vic, Australia
来源
BMJ OPEN | 2021年 / 11卷 / 11期
基金
澳大利亚研究理事会; 英国医学研究理事会;
关键词
mental health; epidemiology; public health; social medicine; statistics & research methods; SOCIAL SUPPORT; DEPRESSIVE SYMPTOMS; FUNCTIONAL DISABILITY; LATE-LIFE; SF-36; POPULATION; ONSET; TESTS;
D O I
10.1136/bmjopen-2021-055176
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objectives There is evidence that disability acquisition causes a decline in mental health, but few studies have examined the causal mechanisms through which the effect operates. This study used a novel approach to mediation analysis to quantify interventional indirect effects (IIEs) through employment and income. Design and setting We used four waves of longitudinal data (2011-2014) from the Household, Income and Labour Dynamics in Australia Survey, a nationally representative survey of Australian households. Participants Working aged individuals who acquired a disability (n=233) were compared with those who remained disability-free in all four waves (n=5419). Primary outcome measure Self-reported mental health was measured using the Mental Health Inventory subscale of the Short Form 36 general health questionnaire, which measures symptoms of depression, anxiety and psychological well-being. Statistical analysis We conducted a causal mediation analysis quantifying IIEs of disability acquisition on mental health operating through two distinct mediators: employment status and income. We used multiple imputation with 50 imputed datasets to account for missing data. Results The total causal effect of disability acquisition on mental health was estimated to be a 4.8-point decline in mental health score (estimated mean difference: -4.8, 95% CI -7.0 to -2.7). The IIE through employment was estimated to be a 0.5-point difference (-0.5, 95% CI -1.0 to 0.0), accounting for 10.6% of the total effect, whereas there was no evidence that income explained any of the effects. Conclusions This study estimated that disability-related mental health inequalities could be reduced by 10.6% if employment rates were the same for people with disability as those without disability. The results suggest that employment is implicated in the relationship between disability acquisition and mental health and that more research is needed to understand the influence of other aspects of employment and other socioeconomic characteristics.
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页数:10
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  • [1] HOW MUCH OF THE EFFECT OF DISABILITY ACQUISITION ON MENTAL HEALTH IS MEDIATED THROUGH EMPLOYMENT AND INCOME? A CAUSAL MEDIATION ANALYSIS QUANTIFYING INTERVENTIONAL INDIRECT EFFECTS USING LONGITUDINAL DATA FROM WORKING AGE AUSTRALIANS
    Aitken, Z.
    Simpson, J. A.
    Bentley, R.
    Blakely, T.
    Kavanagh, A. M.
    [J]. JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 2019, 73 : A41 - A41
  • [2] Disability acquisition and mental health: effect modification by demographic and socioeconomic characteristics using data from an Australian longitudinal study
    Aitken, Zoe
    Simpson, Julie Anne
    Bentley, Rebecca
    Kavanagh, Anne Marie
    [J]. BMJ OPEN, 2017, 7 (09):
  • [3] HOW MUCH OF THE DISABILITY-RELATED INEQUALITIES IN HEALTH AND WELL-BEING ARE MEDIATED BY BARRIERS TO PARTICIPATION FACED BY PEOPLE WITH DISABILITIES? A CAUSAL MEDIATION ANALYSIS USING LONGITUDINAL DATA FROM WORKING AGE PEOPLE WITH AND WITHOUT DISABILITIES IN GREAT BRITAIN
    Aitken, Z.
    Disney, G.
    Krnjacki, L.
    Milner, A.
    Emerson, E.
    Kavanagh, A. M.
    [J]. JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 2019, 73 : A99 - A100