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Wooden M, Watson N, Butterworth P. Data Resource Profile: Household, Income and Labour Dynamics in Australia (HILDA) Survey. Int J Epidemiol 2024; 53:dyae043. [PMID: 38553031 DOI: 10.1093/ije/dyae043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 03/05/2024] [Indexed: 04/02/2024] Open
Affiliation(s)
- Mark Wooden
- Melbourne Institute of Applied Economic and Social Research, University of Melbourne, Melbourne, Australia
| | - Nicole Watson
- Melbourne Institute of Applied Economic and Social Research, University of Melbourne, Melbourne, Australia
| | - Peter Butterworth
- SEED Lifespan, School of Psychology, Deakin University, Melbourne, Australia
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Bishop GM, Kavanagh AM, Disney G, Aitken Z. Trends in mental health inequalities for people with disability, Australia 2003 to 2020. Aust N Z J Psychiatry 2023; 57:1570-1579. [PMID: 37606227 PMCID: PMC10666511 DOI: 10.1177/00048674231193881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/23/2023]
Abstract
OBJECTIVE Cross-sectional studies have demonstrated that people with disability have substantial inequalities in mental health compared to people without disability. However, it is not known if these inequalities have changed over time. This study compared the mental health of people with and without disability annually from 2003 to 2020 to investigate time trends in disability-related mental health inequalities. METHODS We use annual data (2003-2020) of the Household, Income and Labour Dynamics in Australia Survey. Mental health was measured using the five-item Mental Health Inventory. For each wave, we calculated population-weighted age-standardised estimates of mean Mental Health Inventory scores for people with and without disability and calculated the mean difference in Mental Health Inventory score to determine inequalities. Analyses were stratified by age, sex and disability group (sensory or speech, physical, intellectual or learning, psychological, brain injury or stroke, other). RESULTS From 2003 to 2020, people with disability had worse mental health than people without disability, with average Mental Health Inventory scores 9.8 to 12.1 points lower than for people without disability. For both people with and without disability, Mental Health Inventory scores decreased, indicating worsening mental health, reaching the lowest point for both groups in 2020. For some subpopulations, including young females and people with intellectual disability, brain injury or stroke, mental health inequalities worsened. CONCLUSION This paper confirms that people with disability experience worse mental health than people without disability. We add to previous findings by demonstrating that disability-related inequalities in mental health have been sustained for a long period and are worsening in some subpopulations.
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Affiliation(s)
- Glenda M Bishop
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Anne Marie Kavanagh
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - George Disney
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Zoe Aitken
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
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Ye L, Kavanagh A, Petrie D, Dickinson H, Aitken Z. Part-time versus full-time employment and mental health for people with and without disability. SSM Popul Health 2023; 23:101446. [PMID: 37334329 PMCID: PMC10275711 DOI: 10.1016/j.ssmph.2023.101446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 05/22/2023] [Accepted: 06/06/2023] [Indexed: 06/20/2023] Open
Abstract
Objectives This paper investigates the relationship between part-time and full-time employment and mental health for people with and without disability, as well as differences in the relationship by age and sex. Methods Using data from 13,219 working-aged people (15-64 years) in the labour force who participated in five annual waves of a longitudinal cohort study in Australia, the analysis used fixed effect regression models to examine within-person changes in mental health associated with changes in employment status (full-time; part-time; unemployed). Differences in the relationship between employment status and mental health by disability, sex, and age were assessed. Results Among people with disability, there was evidence that working part-time and full-time were associated with a 4.2-point (95% CI 2.6, 5.7) and 6.0-point (95% CI 4.4, 7.6) increase in mental health scores compared with when they were unemployed. For people without disability, there were much smaller differences in mental health associated with working part-time (β = 1.0, 95% CI 0.2, 1.9) and full-time (β = 1.4, 95% CI 0.5, 2.2) compared with when they were unemployed. The positive effects of both part-time and full-time employment were of greater magnitude for people with disability aged younger than 45 years compared to those aged 45 years and older. Conclusions The results of this study suggest that both part-time and full-time employment may have beneficial effects on the mental health of people with disability, particularly for younger people. The findings underscore the value of employment for people with disability, given we found much larger beneficial mental health effects in comparison to people without disability.
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Affiliation(s)
- Lu Ye
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Anne Kavanagh
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Dennis Petrie
- Centre for Health Economics, Monash Business School, Monash University, Caulfield East, Victoria, Australia
| | - Helen Dickinson
- Public Service Research Group, School of Business, UNSW Canberra, Canberra, ACT, Australia
| | - Zoe Aitken
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
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Shields M, Spittal MJ, Aitken Z, Dimov S, Kavanagh A, King TL. Does employment status mediate the association between disability status and mental health among young adults? Evidence from the Household, Income and Labour Dynamics in Australia (HILDA) survey. Occup Environ Med 2023; 80:498-505. [PMID: 37463765 DOI: 10.1136/oemed-2023-108853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 06/13/2023] [Indexed: 07/20/2023]
Abstract
OBJECTIVE Young adults with disabilities are less likely to be employed and more likely to have poor mental health than peers without disabilities. Growing evidence shows that social determinants of health may be causally related to mental health outcomes of people with disabilities. We aimed to assess if the disability to mental health association was mediated by employment status among young adults aged 20-35 years. METHODS Four consecutive years (2016-2019) of data from the Household, Income and Labour Dynamics in Australia survey were used to conduct a causal mediation analysis. We decomposed the total causal effect of disability status on mental health (Short Form-36 Mental Health Inventory-5) into the natural direct effect from disability to mental health and the natural indirect effect representing the pathway through the employment mediator (being employed; being unemployed or wanting to work). RESULTS 3435 participants (3058 with no disabilities, 377 with disabilities) were included in the analysis. The total causal effect of disability status on mental health was an estimated mean decrease in mental health of 4.84 points (95% CI -7.44 to -2.23). The indirect effect, through employment status, was estimated to be a 0.91-point decline in mental health (95% CI -1.50 to -0.31). CONCLUSIONS Results suggest disability has an effect on the mental health of young adults; a proportion of this effect appears to operate through employment. The mental health of young adults with disabilities could potentially be improved with interventions to improve employment outcomes among this group, and by supporting individuals with disabilities into suitable employment.
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Affiliation(s)
- Marissa Shields
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Matthew J Spittal
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Zoe Aitken
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Stefanie Dimov
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Anne Kavanagh
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Tania Louise King
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
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5
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Aitken Z, Bishop GM, Disney G, Emerson E, Kavanagh AM. Disability-related inequalities in health and well-being are mediated by barriers to participation faced by people with disability. A causal mediation analysis. Soc Sci Med 2022; 315:115500. [PMID: 36375266 DOI: 10.1016/j.socscimed.2022.115500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 10/04/2022] [Accepted: 10/30/2022] [Indexed: 11/09/2022]
Abstract
Large inequalities in health and well-being exist between people with and without disability, in part due to poor socio-economic circumstances, and potentially also related to societal factors including issues associated with accessibility and participation. To better understand the contribution of societal factors, we used a unique longitudinal survey of disability in Great Britain to quantify the extent to which barriers to participation contribute to poorer health and well-being. We used data from 2354 individuals who participated in three waves of the Life Opportunities Survey between 2009 and 2014 and compared five health and well-being outcomes (self-rated health, anxiousness, life satisfaction, life worth, happiness) between adults who acquired an impairment and those who remained disability-free. Causal mediation analysis was conducted to quantify how much of the effect of disability acquisition on each outcome was explained by barriers to participation in employment, economic life, transport, community, leisure and civic activities, social contact, and accessibility. People who recently acquired a disability had poorer health and well-being compared to people with no disability. Barriers to participation explained 15% of inequalities in self-rated health, 28% for anxiousness, 32% for life satisfaction, 37% for life worth, and 70% for happiness. A substantial proportion of the inequalities in health and well-being experienced by people with recently acquired disability were socially produced, driven by barriers to participation in different life domains. Furthermore, there was evidence that barriers to participation mediated the effect of well-being measured to a greater extent than the more clinically aligned measures, self-reported health and anxiousness. These findings highlight modifiable factors amenable to public health interventions that could lead to substantial improvements in health and well-being for people with disability.
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Affiliation(s)
- Zoe Aitken
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Carlton 3010, Victoria, Australia.
| | - Glenda M Bishop
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Carlton 3010, Victoria, Australia
| | - George Disney
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Carlton 3010, Victoria, Australia
| | - Eric Emerson
- Centre for Disability Research, Faculty of Health and Medicine, Lancaster University, Lancaster, LA1 4YW, United Kingdom
| | - Anne M Kavanagh
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Carlton 3010, Victoria, Australia
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6
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Williams MR, Do DP. Income disparities in mental health: investigating the role of food insecurity by disability status. Public Health Nutr 2022; 26:1-11. [PMID: 36093676 PMCID: PMC10131146 DOI: 10.1017/s1368980022002063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 06/23/2022] [Accepted: 08/26/2022] [Indexed: 11/07/2022]
Abstract
OBJECTIVE To investigate whether food insecurity helps explain the association between income and psychological distress and if its role differs by disability status. DESIGN Using 2011-2017 National Health Interview Survey cross-sectional data (n 102 543), we conducted linear regression models, fully interacted with disability status, to estimate the association between income-to-poverty ratio (IPR) (<1, 1-<2, 2-<4, ≥4) and psychological distress (Kessler 6 (K6) Scale, range: 0-24). Base models adjusted for socio-demographic factors. We then added food security (secure, low and very low), interacted with disability, and conducted post-estimation adjusted Wald tests. SETTING USA. PARTICIPANTS Nationally representative sample of non-institutionalised adults 18 years and older. RESULTS The association between income and psychological distress was stronger for people with disabilities. Compared to those in the highest income category (IPR ≥4), poor individuals (IPR < 1) with and without disabilities scored 2·10 (95 % CI (1·74, 2·46)) and 0·81 (95 % CI (0·69, 0·93)) points higher on the K6 Scale, respectively. Accounting for food insecurity reduced the estimated income disparity in psychological distress significantly more among individuals with disabilities (0·96 points or 46 %) than without disabilities (0·34 points or 42 %), decreasing the difference in the income disparity between those with and without disabilities by 48 % (0·62 points). Further, food insecurity more strongly predicted psychological distress for individuals with disabilities independent of socio-economic disadvantage. CONCLUSIONS Food insecurity plays a more important role in shaping patterns of psychological distress for people with disabilities, explaining more of the association between income and psychological distress among those with than without disabilities. Improving food security may reduce mental health disparities.
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Affiliation(s)
- Meredith R Williams
- Joseph J. Zilber School of Public Health, University of Wisconsin-Milwaukee, P.O. Box 413, Milwaukee, WI53201-0413, USA
| | - D Phuong Do
- Joseph J. Zilber School of Public Health, University of Wisconsin-Milwaukee, P.O. Box 413, Milwaukee, WI53201-0413, USA
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Soares AG, Howe LD, Heron J, Hammerton G, Rich-Edwards J, Magnus MC, Halligan SL, Fraser A. How does childhood maltreatment influence cardiovascular disease? A sequential causal mediation analysis. Int J Epidemiol 2022; 51:555-566. [PMID: 34041541 PMCID: PMC9082818 DOI: 10.1093/ije/dyab085] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/07/2021] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Childhood maltreatment has been consistently associated with cardiovascular disease (CVD). However, the mechanisms of this relationship are not yet fully understood. We explored the relative contribution of anxiety/depression, smoking, body mass index (BMI) and inflammation (C-reactive protein, CRP) to the association between childhood maltreatment and CVD in men and women aged 40-69 years in the UK. METHODS We used data from 40 596 men and 59 511 women from UK Biobank. To estimate the indirect effects of childhood maltreatment (physical, sexual and emotional abuse, and emotional and physical neglect) on incident CVD via each of the mediators, we applied a sequential mediation approach. RESULTS All forms of maltreatment were associated with increased CVD risk [hazard ratios (HRs) ranging from 1.09 to 1.27]. Together, anxiety/depression, smoking, BMI and inflammation (indexed by CRP) mediated 26-90% of the association between childhood maltreatment and CVD, and the contribution of these mediators differed by type of maltreatment and sex. Anxiety/depression mediated the largest proportion of the association of sexual abuse, emotional abuse and emotional neglect with CVD (accounting for 16-43% of the total effect), especially in women. In men, BMI contributed the most to the indirect effect of associations of physical abuse and physical neglect with CVD; in women, anxiety/depression and BMI had similar contributions. CONCLUSIONS These findings add to the understanding of how childhood maltreatment affects CVD risk and identify modifiable mediating factors that could potentially reduce the burden of CVD in people exposed to maltreatment in early life.
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Affiliation(s)
- Ana G Soares
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
| | - Laura D Howe
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
| | - Jon Heron
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Gemma Hammerton
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
| | - Janet Rich-Edwards
- Department of Medicine, Harvard Medical School and Brigham and Women’s Hospital and Department of Epidemiology, Harvard Chan School of Public Health, Boston, MA, USA
| | - Maria C Magnus
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Sarah L Halligan
- Department of Psychology, University of Bath, Bath, UK
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Abigail Fraser
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
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8
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Aitken Z, Simpson JA, Bentley R, Kavanagh AM. 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. BMJ Open 2021; 11:e055176. [PMID: 34810192 PMCID: PMC8609928 DOI: 10.1136/bmjopen-2021-055176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
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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Affiliation(s)
- Zoe Aitken
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Julie Anne Simpson
- Biostatistics Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Rebecca Bentley
- Healthy Housing Unit, Centre for Health Policy, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Anne Marie Kavanagh
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, Victoria, Australia
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9
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Singh A, Contreras Suarez D, You E, Fleitas Alfonzo L, King T. Role of social support in the relationship between financial hardship and multimorbidity-a causal mediation analysis. Eur J Public Health 2021; 31:482-487. [PMID: 33724381 DOI: 10.1093/eurpub/ckab015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND Social disadvantage is a key determinant of multimorbidity. Pathways through which social disadvantage leads to multimorbidity are yet undefined. In this study, we first examined the causal effect of moving into financial hardship on multimorbidity among Australian adults, and then the role of social support as a mediator of the relationship between financial hardship and multimorbidity. METHODS Data were obtained from the Household, Income and Labour Dynamics in Australia (HILDA) Survey (2009-2013). We identified individuals who moved into financial hardship between 2010 and 2011 (n = 5775). Inverse probability treatment weighting with regression adjustment was used to examine the relationship between financial hardship and multimorbidity. Causal mediation analysis was applied to decompose the total effect of financial hardship on multimorbidity into the proportion attributable to social support and the proportion not occurring through measured pathways. We accounted for baseline covariates including age, sex, marital status, educational attainment, employment status, income, country of birth, multimorbidity and social support. Bootstrapping with 1000 replications was used to calculate 95% confidence intervals (CIs). RESULTS The risk of multimorbidity was higher in those with financial hardship by 19% [relative risk 1.19 (95% CI: 1.02-1.37) and absolute risk difference 0.036 (95% CI: 0.004-0.067)] than those without financial hardship. Social support accounted for 30% of the total effect of financial hardship on multimorbidity, risk difference 0.009 (95% CI: 0.003-0.018). CONCLUSIONS Financial hardship leads to increased risk of multimorbidity. Interventions directed at increasing social support among those in financial hardship may reduce their risk of multimorbidity.
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Affiliation(s)
- Ankur Singh
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia.,Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia
| | - Diana Contreras Suarez
- Melbourne Institute: Applied Economic & Social Research, University of Melbourne, Melbourne, Victoria, Australia
| | - Emily You
- Academic Unit for Psychiatry of Old Age, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
| | - Ludmila Fleitas Alfonzo
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia
| | - Tania King
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia
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Yi SJ, Jeong YM, Kim JH. Relationship between Sleep Duration Trajectories and Self-Rated Depressive Symptoms in South Koreans with Physical Disabilities. Healthcare (Basel) 2021; 9:healthcare9030361. [PMID: 33806836 PMCID: PMC8005137 DOI: 10.3390/healthcare9030361] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 03/10/2021] [Accepted: 03/14/2021] [Indexed: 11/16/2022] Open
Abstract
Physically disabled persons can have sleep problems, which affects their mental health more than those in non-disabled people. However, there are few studies on the relationship between sleep duration and mental health targeting physically disabled people in South Korea, and existing studies on the disabled have mostly used data collected from convenience rather than nationally representative samples, limiting the generalization of the results. This study used data from the second wave of the Panel Survey of Employment for the Disabled (PSED, 2016-2018, 1st-3rd year). Participants included 1851 physically disabled individuals. The Chi-square test and generalized estimating equation (GEE) were used and the Akaike information criterion (AIC) value and the AIC log Bayes factor approximation were used to select sleep trajectories. This is the first study to elucidate multiple sleep trajectories in physically disabled people in Korea, and the relationship between sleep duration trajectories and self-rated depressive symptoms. People with physical disabilities who sleep more than 9 h have the highest risk of depression and need more intensive management as a priority intervention.
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Affiliation(s)
- Su Jeong Yi
- College of Nursing, Dankook University, 119 Dandae-ro, Dongnam-gu, Cheonan-si 31116, Chungchungnam-do, Korea;
| | - Yoo Mi Jeong
- College of Nursing, Dankook University, 119 Dandae-ro, Dongnam-gu, Cheonan-si 31116, Chungchungnam-do, Korea;
- Correspondence: (Y.M.J.); (J.-H.K.); Tel.: +82-041-550-1458 (Y.M.J.); +82-041-550-1472 (J.-H.K.)
| | - Jae-Hyun Kim
- Department of Health Administration, College of Health Science, Dankook University, 119 Dandae-ro, Dongnam-gu, Cheonan-si 31116, Chungchungnam-do, Korea
- Correspondence: (Y.M.J.); (J.-H.K.); Tel.: +82-041-550-1458 (Y.M.J.); +82-041-550-1472 (J.-H.K.)
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11
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Hammerton G, Munafò MR. Causal inference with observational data: the need for triangulation of evidence. Psychol Med 2021; 51:563-578. [PMID: 33682654 PMCID: PMC8020490 DOI: 10.1017/s0033291720005127] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 12/01/2020] [Accepted: 12/08/2020] [Indexed: 02/07/2023]
Abstract
The goal of much observational research is to identify risk factors that have a causal effect on health and social outcomes. However, observational data are subject to biases from confounding, selection and measurement, which can result in an underestimate or overestimate of the effect of interest. Various advanced statistical approaches exist that offer certain advantages in terms of addressing these potential biases. However, although these statistical approaches have different underlying statistical assumptions, in practice they cannot always completely remove key sources of bias; therefore, using design-based approaches to improve causal inference is also important. Here it is the design of the study that addresses the problem of potential bias - either by ensuring it is not present (under certain assumptions) or by comparing results across methods with different sources and direction of potential bias. The distinction between statistical and design-based approaches is not an absolute one, but it provides a framework for triangulation - the thoughtful application of multiple approaches (e.g. statistical and design based), each with their own strengths and weaknesses, and in particular sources and directions of bias. It is unlikely that any single method can provide a definite answer to a causal question, but the triangulation of evidence provided by different approaches can provide a stronger basis for causal inference. Triangulation can be considered part of wider efforts to improve the transparency and robustness of scientific research, and the wider scientific infrastructure and system of incentives.
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Affiliation(s)
- Gemma Hammerton
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
| | - Marcus R. Munafò
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Psychological Science, University of Bristol, Bristol, UK
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Contribution of multiple pathways to the relationship between visual impairment and depression: Explaining mental health inequalities among older Chinese adults. J Affect Disord 2021; 278:350-356. [PMID: 33002726 DOI: 10.1016/j.jad.2020.09.068] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Revised: 05/11/2020] [Accepted: 09/11/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND Though visual impairment is a strong predictor for late-life depression, the underlying mechanisms remain unclear. This paper investigated the contribution of material, psychosocial and behavioural pathways in mediating a vision-depression association. METHODS The study used cross-sectional data from the WHO Study on Global AGEing and Adult Health (SAGE), including 11,531 older Chinese adults. Depression was assessed based on an adaptation of the ICD-10 diagnostic criteria. Causal mediation analyses using inverse odds ratio weighting (IORW) approach were conducted to assess the mediating roles of material (wealth quintiles and perceived income inadequacy), behavioural (leisure activity, BMI and sleep) and psychosocial factors (social participation, trust and sense of safety). RESULTS The participants with visual impairment had a 43% higher odds of depression than those with normal vision. In the mediation analysis, the material pathway contributed the most to the total effect, accounting for 31.7% of it. The proportion of the total effect which was mediated by psychosocial and behavioural factors was 24.2% and 22.5% respectively. When these three mediators were considered together in the full model, they accounted for 43.5% of the total effect of visual impairment on depression. LIMITATIONS There still existed unexamined mediating factors. The cross-sectional study design might restrict temporal sequence. CONCLUSION Visually-impaired population as high-risk group should be provided better access to screening, diagnosis and treatment of depression. Material, behavioural and psychosocial factors may serve as relevant points of entry for developing intervention programmes to improve the mental health conditions of visually-impaired people.
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Shields M, Dimov S, King TL, Milner A, Kavanagh A, Spittal MJ, Disney G. Does disability modify the relationship between labour force status and psychological distress among young people? Occup Environ Med 2020; 78:oemed-2020-107149. [PMID: 33303687 DOI: 10.1136/oemed-2020-107149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Revised: 11/10/2020] [Accepted: 11/20/2020] [Indexed: 11/04/2022]
Abstract
OBJECTIVE To examine the association between labour force status, including young people who were unemployed and having problems looking for work, and psychological distress one year later. We then assessed whether this association is modified by disability status. METHODS We used three waves of cohort data from the Longitudinal Surveys of Australian Youth. We fitted logistic regression models to account for confounders of the relationship between labour force status (employed, not in the labour force, unemployed and having problems looking for work) at age 21 years and psychological distress at age 22 years. We then estimated whether this association was modified by disability status at age 21 years. RESULTS Being unemployed and having problems looking for work at age 21 years was associated with odds of psychological distress that were 2.48 (95% CI 1.95 to 3.14) times higher than employment. There was little evidence for additive effect measure modification of this association by disability status (2.52, 95% CI -1.21 to 6.25). CONCLUSIONS Young people who were unemployed and having problems looking for work had increased odds of poor mental health. Interventions should focus on addressing the difficulties young people report when looking for work, with a particular focus on supporting those young people facing additional barriers to employment such as young people with disabilities.
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Affiliation(s)
- Marissa Shields
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Stefanie Dimov
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Tania L King
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Allison Milner
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Anne Kavanagh
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Matthew J Spittal
- Centre for Mental Health, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - George Disney
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
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14
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Dapp U, Minder CE, Golgert S, Klugmann B, Neumann L, von Renteln-Kruse W. The inter-relationship between depressed mood, functional decline and disability over a 10-year observational period within the Longitudinal Urban Cohort Ageing Study (LUCAS). J Epidemiol Community Health 2020; 75:450-457. [PMID: 33158941 PMCID: PMC8053334 DOI: 10.1136/jech-2020-214168] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 07/09/2020] [Accepted: 07/28/2020] [Indexed: 11/06/2022]
Abstract
Background The WHO defines ‘healthy ageing’ as ‘the process of developing and maintaining the functional ability’. Late-life depression and frailty compromise well-being and independence of older people. To date, there exists little research on the interaction of the dynamic processes of frailty and depression and only a few studies were longitudinal. Conclusions about the direction of effects remained uncertain. Methods Data were obtained from each of the last six biyearly waves (2007–2017) of the Longitudinal Urban Cohort Ageing Study (LUCAS) in Hamburg, Germany, a prospective observational cohort study of manifold aspects of ageing. Screening of predictor and event variables: depressed mood: one question from the 5-item Mental Health Inventory Screening Test; frailty: LUCAS Functional Ability Index, status ‘frail’; disability: one question on need for human help with basic activities of daily living. Kaplan-Meier curves and Cox’s proportional hazards regression were used for time-to-event analyses with shifting baseline. Results Sample size in 2007 was 2012, average age 76.2 years; ±6.5. Main results were as follows: (1) depression significantly increased the hazard of subsequent frailty (HR=1.581; 95% CI 1.257 to 1.988; p<0.001); (2) frailty significantly increased the hazard of subsequent depression (HR=2.324; 95% CI 1.703 to 3.172; p<0.001); (3) depression significantly increased the hazard of subsequent disability (HR=2.589; 95% CI 1.885 to 3.557; p<0.001) and (4) disability did not significantly increase the hazard of subsequent depression (HR=1.540; 95% CI 0.917 to 2.579; p=0.102). Conclusion Our results suggest an interdependence of the processes of depression and frailty/disability rather than unidirectional dependencies. These observable processes may be representative of underlying unobservable profound life changes. Obviously, there is a need for early screening to initiate appropriate interventions.
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Affiliation(s)
- Ulrike Dapp
- Scientific Department at the University of Hamburg, Albertinen-Haus Zentrum für Geriatrie und Gerontologie Medizinisch-Geriatrische Klinik, Hamburg, Germany
| | - Christoph E Minder
- Horten Zentrum, University of Zürich, Postfach Nord, CH 8091 Zürich, Zürich, Switzerland
| | - Stefan Golgert
- Scientific Department at the University of Hamburg, Albertinen-Haus Zentrum für Geriatrie und Gerontologie Medizinisch-Geriatrische Klinik, Hamburg, Germany
| | - Björn Klugmann
- Scientific Department at the University of Hamburg, Albertinen-Haus Zentrum für Geriatrie und Gerontologie Medizinisch-Geriatrische Klinik, Hamburg, Germany
| | - Lilli Neumann
- Scientific Department at the University of Hamburg, Albertinen-Haus Zentrum für Geriatrie und Gerontologie Medizinisch-Geriatrische Klinik, Hamburg, Germany
| | - Wolfgang von Renteln-Kruse
- Scientific Department at the University of Hamburg, Albertinen-Haus Zentrum für Geriatrie und Gerontologie Medizinisch-Geriatrische Klinik, Hamburg, Germany
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15
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Zhou Q, Li N, Du W. Does health service utilisation mediate the effect of disability on psychological distress: Evidence from a national representative survey in Australia. Glob Public Health 2020; 16:448-459. [DOI: 10.1080/17441692.2020.1814378] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- Qin Zhou
- School of Public Administration, University of International Business and Economics, Beijing, People’s Republic of China
| | - Ning Li
- Institute of Population Research, Peking University, Beijing, People’s Republic of China
| | - Wei Du
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education; School of Public Health, Southeast University, Nanjing, People’s Republic of China
- Research School of Population Health, College of Health and Medicine, Australian National University, Canberra, Australia
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16
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Milner A, Kavanagh A, McAllister A, Aitken Z. The impact of the disability support pension on mental health: evidence from 14 years of an Australian cohort. Aust N Z J Public Health 2020; 44:307-312. [PMID: 32697414 DOI: 10.1111/1753-6405.13011] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Revised: 05/01/2020] [Accepted: 05/01/2020] [Indexed: 01/22/2023] Open
Abstract
OBJECTIVE To assess the effect of the Australian Disability Support Pension (DSP) on the symptomology of depression and anxiety over and above the effects of reporting a disability itself. METHODS We used the Household Income Labour Dynamics in Australia (HILDA) survey from 2004 to 2017. We used fixed effects regression to understand mental health differences (using the Mental Health Inventory-5 [MHI-5]) when a person reported: i) a disability; or ii) a disability and receiving the DSP) compared to when they reported no disability. The models controlled for time-varying changes in the severity of the disability and other time-related confounders. RESULTS There was a 2.97-point decline (95%CI -3.26 to -2.68) in the MHI-5 when a person reported a disability compared to waves in which they reported no disability and 4.48-point decline (95%CI -5.75 to -3.22) when a person reported both a disability and being on the DSP compared to waves in which they reported neither. CONCLUSIONS Results suggest that accessing and being in receipt of the DSP can impact the mental health of people with disabilities. Implications for public health: Government income support policies should address the unintended adverse consequences in already vulnerable populations.
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Affiliation(s)
- Allison Milner
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Victoria
| | - Anne Kavanagh
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Victoria.,Melbourne Disability Institute, The University of Melbourne, Victoria
| | - Ashley McAllister
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Victoria.,Equity and Health Policy Unit, Department of Public Health Sciences, Karolinska Institutet, Sweden
| | - Zoe Aitken
- Disability and Health Unit, Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Victoria
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17
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Kavanagh A. Disability and public health research in Australia. Aust N Z J Public Health 2020; 44:262-264. [PMID: 32583533 DOI: 10.1111/1753-6405.13003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Affiliation(s)
- Anne Kavanagh
- Disability and Health, Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Victoria
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18
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Singh A, Aitken Z, Baker E, Bentley R. Do financial hardship and social support mediate the effect of unaffordable housing on mental health? Soc Psychiatry Psychiatr Epidemiol 2020; 55:705-713. [PMID: 31520129 DOI: 10.1007/s00127-019-01773-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 09/03/2019] [Indexed: 11/29/2022]
Abstract
PURPOSE Unaffordable housing has a negative impact on mental health; however, little is known about the causal pathways through which it transmits this effect. We examine the role of financial hardship and social support as mediators of this relationship. METHODS We identified households where housing costs changed from affordable to unaffordable across two waves of the Household, Income and Labour Dynamics in Australia (HILDA) Survey (2014-2015). The sequential causal mediation analysis was used to decompose the total effect of unaffordable housing on mental health into the portion attributable to financial hardship and social support [natural indirect effect (NIE)] and the portion not occurring through measured pathways [natural direct effect (NDE)]. Mental health was measured using the Mental Health Inventory (MHI) and Kessler psychological distress (KPD) scale. Baseline covariates included age, sex, household income, financial hardship, social support, marital status and employment status. Bootstrapping with 1000 replications was used to calculate 95% confidence intervals (CIs). Multiple imputations using chained equations were applied to account for missing data. RESULTS Unaffordable housing led to a change in mean mental health score on the MHI scale (- 1.3, 95% CI: - 2.1, - 0.6) and KPDS scale (0.9, 95% CI: 0.4, 1.4). Financial hardship accounted for 54% of the total effect on MHI scale and 53% on KPD scale. Collectively, financial hardship and social support explained 68% of the total effect on MHI scale and 67% on KPD scale, respectively. CONCLUSIONS In conclusion, the negative mental health effect of unaffordable housing is largely mediated through increased financial hardship.
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Affiliation(s)
- Ankur Singh
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia.
| | - Zoe Aitken
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
| | - Emma Baker
- School of Architecture and Built Environment, The University of Adelaide, Adelaide, Australia
| | - Rebecca Bentley
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia.,Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
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19
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Lai EY, Shih S, Huang YT, Wang S. A mediation analysis for a nonrare dichotomous outcome with sequentially ordered multiple mediators. Stat Med 2020; 39:1415-1428. [PMID: 32074390 DOI: 10.1002/sim.8485] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Revised: 11/24/2019] [Accepted: 01/11/2020] [Indexed: 11/10/2022]
Abstract
Mediation analyses can help us to understand the biological mechanism in which an exposure or treatment affects an outcome. Single mediator analyses have been used in various applications, but may not be appropriate for analyzing intricate mechanisms involving multiple mediators that affect each other. Thus, in this article, we studied multiple sequentially ordered mediators for a dichotomous outcome and presented the identifiability assumptions for the path-specific effects on the outcome, that is, the effect of an exposure on the outcome mediated by a specific set of mediators. We proposed a closed-form estimator for the path-specific effects by modeling the dichotomous outcome using a probit model. Asymptotic variance of the proposed estimator is derived and can be approximated via delta method or bootstrapping. Simulations under a finite sample showed the validity of our method in capturing the path-specific effects when the probability of each potential counterfactual outcome is not small and demonstrated the utility of a computationally efficient alternative to bootstrapping for calculating variance. The method is applied to investigate the effects of polycystic ovarian syndrome on live birth rates mediated by estradiol levels and the number of oocytes retrieved in a large electronic in vitro fertilization database. We implemented the method into an R package SOMM, which is available at https://github.com/roqe/SOMM.
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Affiliation(s)
- En-Yu Lai
- Institute of Statistical Science, Academia Sinica, Taipei, Taiwan
| | - Stephannie Shih
- Department of Epidemiology, School of Public Health, Brown University, Providence, Rhode Island
| | - Yen-Tsung Huang
- Institute of Statistical Science, Academia Sinica, Taipei, Taiwan
| | - Shunping Wang
- Department of Obstetrics and Gynecology, Brown University Warren Alpert Medical School, Providence, Rhode Island.,Women & Infants Hospital, Providence, Rhode Island
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20
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Milner A, Shields M, King TL, Aitken Z, LaMontagne AD, Kavanagh AM. Disabling working environments and mental health: A commentary. Disabil Health J 2019; 12:537-541. [PMID: 31235447 DOI: 10.1016/j.dhjo.2019.06.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 06/03/2019] [Accepted: 06/12/2019] [Indexed: 11/27/2022]
Abstract
Employment is a fundamental Social Determinant of Health known to have large impacts on mental health and other health outcomes. Across many countries of the world, people with disabilities are much more likely to be unemployed and looking for work than those without disabilities. The deprivation of employment opportunities is likely to have notable impacts on the health of people with disabilities. In this commentary, we outline the concept of "disabling working environments," which are defined as the range of experiences that affect the likelihood of people with disabilities in obtaining and maintaining quality employment which may then affect a disabled person's health. Disabling working environments are comprised of the following three mutually reinforcing components: 1) Differential selection into work; 2) Selection into certain types of jobs and exposure to poor psychosocial working environments when in employment, and; 3) Differential selection out of work (e.g., leaving employment at an earlier age than those who do not have a disability). We argue that policy and intervention design should consider the life course effects of employment on the mental health of people with disabilities.
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Affiliation(s)
- A Milner
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Victoria, 3010, Australia.
| | - M Shields
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Victoria, 3010, Australia
| | - T L King
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Victoria, 3010, Australia
| | - Z Aitken
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Victoria, 3010, Australia
| | - A D LaMontagne
- Centre for Population Health Research, Deakin University, Geelong, Victoria, 3125, Australia
| | - A M Kavanagh
- Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Victoria, 3010, Australia
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21
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Hossin MZ, Koupil I, Falkstedt D. Early life socioeconomic position and mortality from cardiovascular diseases: an application of causal mediation analysis in the Stockholm Public Health Cohort. BMJ Open 2019; 9:e026258. [PMID: 31209086 PMCID: PMC6588973 DOI: 10.1136/bmjopen-2018-026258] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
OBJECTIVE We aimed to quantify the mediating impact of adult social and behavioural mechanisms in the association between childhood socioeconomic position (SEP) and cardiovascular disease (CVD) mortality by employing a weighting approach to mediation analysis. DESIGN Prospective cohort study. SETTING Stockholm County, Sweden. PARTICIPANTS 19 720 individuals who participated in the Stockholm Public Health Cohort survey in 2002 and were older than 40 years. PRIMARY AND SECONDARY OUTCOME MEASURES The primary outcome was CVD mortality. Non-CVD mortality was additionally analysed for comparison. METHODS Study subjects were followed in routine registers from 2002 to 2011 for mortality. Data on father's SEP and adult social and behavioural factors came from questionnaire survey. The inverse odds weighting method was used to estimate the total effect, the natural direct effect and the natural indirect effect (NIE) in Poisson regression models. All results were adjusted for gender, age, country of birth and marital status. Multiple imputation was used to handle missing data. RESULTS The total effect of manual versus non-manual father's SEP on CVD mortality was estimated as an incidence rate ratio (IRR) of 1.24 (95% CI 1.09 to 1.41). When the social and behavioural factors were accounted for, the IRR for the NIE was 1.09 (95% CI 1.04 to 1.14), suggesting a mediation of 44% of the total effect. As for non-CVD mortality, father's manual SEP was associated with 1.15 fold excess risk (IRR: 1.15; 95% CI 1.04 to 1.27) of which the effect represented by the whole set of mediators was 1.06 (95% CI 1.01 to 1.10). CONCLUSION Adult social and behavioural factors had a considerable mediating effect on the early life social origin of mortality from CVDs and other causes. Future research employing causal mediation analysis may nevertheless have to consider additional factors for a fuller understanding of the mechanisms.
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Affiliation(s)
| | - Ilona Koupil
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- Department of Public Health Sciences, Stockholm Universitet, Stockholm, Sweden
| | - Daniel Falkstedt
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
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22
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Milner A, Bollier AM, Emerson E, Kavanagh A. The relationship between disability and suicide: prospective evidence from the Ten to Men cohort. J Public Health (Oxf) 2018; 41:707-713. [DOI: 10.1093/pubmed/fdy197] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2018] [Revised: 08/23/2018] [Accepted: 10/15/2018] [Indexed: 11/12/2022] Open
Abstract
Abstract
Background
People with disabilities often face a range of social and economic adversities. Evidence suggests that these disadvantages result in poorer mental health. Some research also indicates that people with disabilities are more likely experience thoughts about suicide than people without disability, although most of this research is based on small cross-sectional samples.
Methods
We explored the relationship between self-reported disability (measured at baseline) and likelihood of reporting thoughts of suicide (measured at follow up) using a large longitudinal cohort of Australian males. A logistic regression model was conducted with thoughts of suicide within the past 12 months (yes or no) as the outcome and disability as the exposure. The models adjusted for relevant confounders, including mental health using the SF-12 MCS, and excluded males who reported thoughts of suicide at baseline.
Results
After adjustment, there was a 1.48 (95% CI: 0.98–2.23, P = 0.063) increase in the odds of thoughts of suicide among men who also reported a disability. The size of association was similar to that of being unemployed.
Conclusions
Males reporting disability may also suffer from thoughts of suicide. We speculate that discrimination may be one explanation for the observed association. More research on this topic is needed.
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Affiliation(s)
- Allison Milner
- Centre for Health Equity, School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Melbourne, Australia
| | - Anne-Marie Bollier
- Centre for Health Equity, School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Melbourne, Australia
| | - Eric Emerson
- Centre for Disability Research and Policy, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
| | - Anne Kavanagh
- Centre for Health Equity, School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Melbourne, Australia
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