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Persson S, Dahlquist G, Gerdtham UG, Steen Carlsson K. Why childhood-onset type 1 diabetes impacts labour market outcomes: a mediation analysis. Diabetologia 2018; 61:342-353. [PMID: 29170854 PMCID: PMC6448960 DOI: 10.1007/s00125-017-4472-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2017] [Accepted: 08/24/2017] [Indexed: 01/21/2023]
Abstract
AIMS/HYPOTHESIS Previous studies show a negative effect of type 1 diabetes on labour market outcomes such as employment and earnings later in life. However, little is known about the mechanisms underlying these effects. This study aims to analyse the mediating role of adult health, education, occupation and family formation. METHODS A total of 4179 individuals from the Swedish Childhood Diabetes Register and 16,983 individuals forming a population control group born between 1962 and 1979 were followed between 30 and 50 years of age. The total effect of having type 1 diabetes was broken down into a direct effect and an indirect (mediating) effect using statistical mediation analysis. We also analysed whether type 1 diabetes has different effects on labour market outcome between the sexes and across socioeconomic status. RESULTS Childhood-onset type 1 diabetes had a negative impact on employment (OR 0.68 [95% CI 0.62, 0.76] and OR 0.76 [95% CI 0.67, 0.86]) and earnings (-6%, p < 0.001 and -8%, p < 0.001) for women and men, respectively. Each of the mediators studied contributed to the total effect with adult health and occupational field accounting for the largest part. However, some of the effect could not be attributed to any of the mediators studied and was therefore likely related to other characteristics of the disease that hamper career opportunities. The effect of type 1 diabetes on employment and earnings did not vary significantly according to socioeconomic status of the family (parental education and earnings). CONCLUSIONS/INTERPRETATION A large part of the effect of type 1 diabetes on the labour market is attributed to adult health but there are other important mediating factors that need to be considered to reduce this negative effect.
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Affiliation(s)
- Sofie Persson
- Health Economics Unit, Department of Clinical Sciences, Malmö, Lund University, Medicon Village, 223 81, Lund, Sweden.
| | - Gisela Dahlquist
- Department of Clinical Sciences, Paediatrics, Umeå University, Umeå, Sweden
| | - Ulf-G Gerdtham
- Health Economics Unit, Department of Clinical Sciences, Malmö, Lund University, Medicon Village, 223 81, Lund, Sweden
- Department of Economics, Lund University, Lund, Sweden
- Centre for Economic Demography, Lund University, Lund, Sweden
| | - Katarina Steen Carlsson
- Health Economics Unit, Department of Clinical Sciences, Malmö, Lund University, Medicon Village, 223 81, Lund, Sweden
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Neville SE, Boye KS, Montgomery WS, Iwamoto K, Okamura M, Hayes RP. Diabetes in Japan: a review of disease burden and approaches to treatment. Diabetes Metab Res Rev 2009; 25:705-16. [PMID: 19795421 DOI: 10.1002/dmrr.1012] [Citation(s) in RCA: 107] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
In recent years there has been rapid growth in diabetes in Japan which now is one of the nations most affected by the worldwide diabetes epidemic. Diabetes has been identified as a healthcare priority by the Ministry of Health, Labour and Welfare (MHLW). Type 1 diabetes is rare in Japan, and type 2 diabetes predominates in both adults and children. The growth in diabetes is due to increases in the number of people with type 2 diabetes associated with increased longevity and lifestyle changes. Approximately 13.5% of the Japanese population now has either type 2 diabetes or impaired glucose tolerance. This high prevalence of type 2 diabetes is associated with a significant economic burden, with diabetes accounting for up to 6% of the total healthcare budget. The costs of diabetes are increased in patients with co-morbidities such as hypertension and hyperlipidaemia and in patients who develop complications, of which retinopathy has the highest cost. Costs increase with increasing number of complications. Current guidelines from the Japan Diabetes Society (JDS) recommend a target HbA(1c) of 6.5% for glycaemic control. This is achieved in approximately one third of patients with type 2 diabetes, and Japanese patients typically have lower HbA(1c) than patients in Western countries (e.g. US, UK). Japanese patients with type 2 diabetes have better adherence with diet and exercise recommendations than their peers in Western countries. Sulfonylureas have been the most widely prescribed first-line treatment for type 2 diabetes, although there is increasing use of combination therapy and of insulin.
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Affiliation(s)
- Susan E Neville
- Total Healthcare Media, Suites 6&7, 108 Point Pleasant, London, SW18 1PP, UK.
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Dray-Spira R, Gueguen A, Lert F. Disease severity, self-reported experience of workplace discrimination and employment loss during the course of chronic HIV disease: differences according to gender and education. Occup Environ Med 2007; 65:112-9. [PMID: 17981911 DOI: 10.1136/oem.2007.034363] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Evidence for the existence of a harmful effect of chronic disease on employment status has been provided. Although this effect of chronic illness on employment has been reported to be higher among the groups with the lowest position on the labour market, the mechanisms of such inequalities are poorly understood. The present study aimed at investigating social inequalities in the chances of maintaining employment during the course of HIV infection and at examining the correlates of such inequalities. METHODS The authors used data from a national representative sample of people living with HIV in France (ANRS-EN12-VESPA survey). Retrospective information on social trajectory and disease characteristics from the time of HIV diagnosis was available. The risk of employment loss associated with indicators of disease severity and HIV-related workplace discrimination was computed over time since HIV diagnosis according to sociodemographic and occupational factors, using Cox proportional hazards models. RESULTS Among the 478 working-age participants diagnosed as being HIV-infected in the era of multitherapies and employed at the time of HIV diagnosis, 149 experienced employment loss. After adjusting for sociodemographic and occupational factors, disease severity and self-reported HIV-related discrimination at work were significantly associated with the risk of employment loss in a socially-differentiated manner: advancement in HIV disease was associated with an increased risk of employment loss among women (HR 4.45, 95% CI 2.10 to 9.43) but not among men; self-reported experience of HIV-related discrimination at work was associated with an increased risk of employment loss among individuals with a primary/secondary educational level (HR 8.85, 95% CI 3.68 to 21.30) but not among those more educated. CONCLUSIONS Chronic HIV disease affects the chances of maintaining employment in a socially-differentiated manner, resulting in increasing inequalities regarding workforce participation. Disease severity and workplace HIV-related discrimination, particularly affecting the employment status of the most socioeconomically disadvantaged, may play a major role.
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Affiliation(s)
- R Dray-Spira
- INSERM U687, Hôpital Paul Brousse, 16 av. Paul Vaillant Couturier, 94807 Villejuif Cedex, France.
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Dray-Spira R, Gueguen A, Ravaud JF, Lert F. Socioeconomic differences in the impact of HIV infection on workforce participation in France in the era of highly active antiretroviral therapy. Am J Public Health 2007; 97:552-8. [PMID: 17267720 PMCID: PMC1805026 DOI: 10.2105/ajph.2005.081083] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
OBJECTIVES We sought to measure the difference in employment rates between HIV-seropositive and HIV-seronegative persons and to establish whether this difference varied according to the HIV-infected persons' socioeconomic position as defined by education level. METHODS We used data from the VESPA (VIH: Enquête Sur les Personnes Atteintes) study, a large cross-sectional survey conducted among a nationally representative sample of 2932 HIV-infected patients in France. Age-, gender-, nationality-, and education-standardized employment rates were estimated with the French general population as the reference. The differences in employment rates with the general population were computed overall and according to education level. RESULTS Compared with that of the general population, the overall employment rate was 25% lower (95% confidence interval [CI]=16%, 32%) among HIV-infected patients diagnosed before 1994 and 9% lower (95% CI = 5%, 16%) among HIV-infected patients diagnosed from 1994 onward. The difference in employment rates with the general population was significantly higher among patients with a low education level. The employment rate of highly educated HIV-infected patients diagnosed from 1994 onward did not differ from that of the general population. CONCLUSIONS HIV infection was associated with decreased workforce participation among those with a low education level but not among highly educated individuals.
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Affiliation(s)
- Rosemary Dray-Spira
- Institut National de la Santé et la Recerche Médicale, Unit 687, Saint-Maurice, France.
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Milton B, Holland P, Whitehead M. The social and economic consequences of childhood-onset Type 1 diabetes mellitus across the lifecourse: a systematic review. Diabet Med 2006; 23:821-9. [PMID: 16911617 DOI: 10.1111/j.1464-5491.2006.01796.x] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
BACKGROUND The incidence of childhood-onset (Type 1) diabetes is high, and increasing, particularly among the very young. The aim of this review was to determine the longer-term social consequences of having diabetes as a child and to determine whether adverse consequences are more severe for disadvantaged children. METHODS Results from published and unpublished studies were synthesized narratively to examine the impact of diabetes on education, employment and income in adulthood. The question of whether the impact differed for different social groups was also examined. RESULTS Case-control studies found that children with diabetes missed more school than healthy children. Most studies of attainment found no differences between children with diabetes and non-diabetic control subjects or the local population, although poor metabolic control, early-onset, longer illness duration and serious hypoglycaemic events were associated with underachievement. People with childhood-onset diabetes may experience disadvantage in employment, and have a lower income in adulthood, although diabetic complications appear to be the most important determinant of social consequences in later life. CONCLUSIONS Many children with diabetes--especially late-onset--perform equally well at school despite increased rates of absence, but it is not yet clear whether specific subgroups are at greater risk of educational underperformance. People with childhood-onset diabetes, however, do appear to experience some disadvantage in adult employment. Qualitative research and cohort studies are needed to fill key gaps in the existing evidence base. Future research must also examine the impact of diabetes-related risk factors on socio-economic consequences.
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Affiliation(s)
- B Milton
- Division of Public Health, University of Liverpool, Liverpool, UK.
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Tunceli K, Bradley CJ, Nerenz D, Williams LK, Pladevall M, Elston Lafata J. The impact of diabetes on employment and work productivity. Diabetes Care 2005; 28:2662-7. [PMID: 16249536 DOI: 10.2337/diacare.28.11.2662] [Citation(s) in RCA: 153] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE The purpose of this study was to longitudinally examine the effect of diabetes on labor market outcomes. RESEARCH DESIGN AND METHODS Using secondary data from the first two waves (1992 and 1994) of the Health and Retirement Study, we identified 7,055 employed respondents (51-61 years of age), 490 of whom reported having diabetes in wave 1. We estimated the effect of diabetes in wave 1 on the probability of working in wave 2 using probit regression. For those working in wave 2, we modeled the relationships between diabetic status in wave 1 and the change in hours worked and work-loss days using ordinary least-squares regressions and modeled the presence of health-related work limitations using probit regression. All models control for health status and job characteristics and are estimated separately by sex. RESULTS Among individuals with diabetes, the absolute probability of working was 4.4 percentage points less for women and 7.1 percentage points less for men relative to that of their counterparts without diabetes. Change in weekly hours worked was not statistically significantly associated with diabetes. Women with diabetes had 2 more work-loss days per year compared with women without diabetes. Compared with individuals without diabetes, men and women with diabetes were 5.4 and 6 percentage points (absolute increase), respectively, more likely to have work limitations. CONCLUSIONS This article provides evidence that diabetes affects patients, employers, and society not only by reducing employment but also by contributing to work loss and health-related work limitations for those who remain employed.
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Affiliation(s)
- Kaan Tunceli
- Center for Health Services Research, Henry Ford Health System, Detroit, MI 48202, USA.
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Abstract
OBJECTIVE To compare employment and income of working-age (18-64 years) people with and without diabetes. RESEARCH DESIGN AND METHODS We conducted a prospective population-based cohort study based in Manitoba, Canada, consisting of 25,554 individuals without diabetes and 608 with diabetes, of whom 242 had a complication of the disease. Adjusted odds ratios (ORs) of employment and income variables were determined. RESULTS Diabetic individuals with complications were twice as likely not to be in the labor force (OR 2.07 [95% CI 1.49-2.87]) than nondiabetic individuals. This difference was not evident for diabetic individuals without complications (OR 1.20 [0.93-1.56]). Diabetic individuals without complications had incomes similar to those of nondiabetic individuals. The total income of diabetic individuals with complications was 72% of the income of nondiabetic individuals. When the analysis was limited to only those in the labor force, diabetic workers with complications still had only 85% the employment income of nondiabetic people. Diabetic individuals with complications received 58% more social support income. In a separate analysis of aboriginal individuals, complicated diabetes was not associated with an increased likelihood of not working or a decrease in employment income. CONCLUSIONS In general, complications of diabetes and the absence of the disease affect the ability to earn income in Manitoba, Canada. This effect was not identified in the aboriginal population of the province.
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Affiliation(s)
- A Kraut
- Department of Internal Medicine, University of Manitoba, Winnipeg, Canada.
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Aono S, Matsuura N, Amemiya S, Igarashi Y, Uchigata Y, Urakami T, Kida K, Sasaki N, Miki Y, Miyamoto S. Marriage rate and number of children among young adults with insulin-dependent diabetes mellitus in Japan. Diabetes Res Clin Pract 2000; 49:135-41. [PMID: 10963825 DOI: 10.1016/s0168-8227(00)00137-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The main purpose of our study was to identify the social circumstances and lifestyle of IDDM patients in Japan. The present study focused on the marriage status of both men and women with IDDM as well as the number of children of women with IDDM. A questionnaire was sent to hospitals across the country. Doctors handed it or mailed it to IDDM patients aged 18 years or older. Unsigned answer sheets were returned directly by the patients. Data on the marriage rate and number of children were obtained, and possible factors affecting these indices were assessed. One thousand and thirteen patients (354 men and 659 women) answered the questionnaire. Both men and women with IDDM were less likely to be married in comparison with age-matched Japanese. The number of children of married IDDM women in various age groups was also lower in comparison with the general Japanese female population. Several factors other than diabetes complications including job discrimination, high medical costs, and psychological pressures, were thought to be responsible for these results.
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Affiliation(s)
- S Aono
- Department of Pediatrics, Osaka City University Medical School, 1-4-3 Asahimachi, Abenoku, 545-8585, Osaka, Japan.
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Bergers J, Nijhuis F, Janssen M, van der Horst F. Employment careers of young type I diabetic patients in The Netherlands. J Occup Environ Med 1999; 41:1005-10. [PMID: 10570507 DOI: 10.1097/00043764-199911000-00013] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The factors that influence the employment careers of diabetic patients aged 20 to 34 years were studied using a mail questionnaire. The study included all members of the Dutch diabetics association (Diabetes Vereniging Nederland) in that age group. A total of 5987 questionnaires were mailed; 4300 completed questionnaires were returned, giving a response rate of about 72%. The aim of the study was to provide a better insight into the problems type I diabetic patients face in the labor market: entry into the labor market, conditions at work, and (premature) exit from the labor market owing to health reasons. This study carefully distinguished between employability and employment. Results showed that having diabetes did not decrease the chances of entry into the labor market for the subjects, although some types of jobs are still unavailable for diabetic patients. There was no higher unemployment in the study population than in the general population. Although there were problems faced by patients in the work situation, they were generally limited to a small group.
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Affiliation(s)
- J Bergers
- Department of Health Organization, Policy and Economics, Faculty of Health Sciences, Hoensbroek, The Netherlands.
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Sturrock NDC, Moriarty KT. An assessment of perceived wellbeing in a diabetic population. ACTA ACUST UNITED AC 1995. [DOI: 10.1002/pdi.1960120608] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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