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Hossain MI, Gupta MD, Ohi TF, Rahman MM. Bayesian analysis of non-communicable diseases risk factors: a focus on the lower-educated population in Bangladesh. Int Health 2024:ihae087. [PMID: 39657720 DOI: 10.1093/inthealth/ihae087] [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: 08/09/2024] [Revised: 11/16/2024] [Accepted: 11/22/2024] [Indexed: 12/12/2024] Open
Abstract
BACKGROUND This study investigates non-communicable disease (NCD) risk factors, specifically hypertension and diabetes, among Bangladeshi adults with lower educational attainment. With an increasing global burden of NCDs, understanding the dynamics in lower-educated populations becomes crucial for targeted interventions and achieving Sustainable Development Goal 3.4-curtailing premature mortality from non-communicable diseases by one-third by 2030 through prevention and treatment. METHODS Utilizing data from the Bangladesh Demographic and Health Survey (2017-2018), a two-stage stratified sampling design identified 7287 lower-educated individuals. Bayesian logistic regression was applied for risk factor analysis. RESULTS The prevalence of hypertension and diabetes among lower-educated people was 31% and 9.3%, respectively. NCD prevalence (37.3%) underscored a significant health burden. Factors such as gender, age, wealth status, working status, residence and region showed significant associations with NCDs. Bayesian analysis revealed that females were 1.30 times more likely to develop NCDs, while older age groups demonstrated 4.30 times greater likelihood. Employed individuals exhibited a 43% lower risk. Wealthier households showed higher NCD likelihood and residence in the central region was associated with an 11% lower risk. CONCLUSIONS This study highlights the high risk of developing NCDs among lower-educated females, particularly those ≥35 y of age in Bangladesh. Therefore, targeted interventions for this group are critical to reducing NCD risks, supporting national health objectives and advancing progress toward the Sustainable Development Goals.
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Affiliation(s)
- Md Ismail Hossain
- Department of Mathematics and Natural Sciences, BRAC University, Dhaka-1212, Bangladesh
| | - Moumita Datta Gupta
- Department of Mathematics and Natural Sciences, BRAC University, Dhaka-1212, Bangladesh
| | | | - Md Mahfuzur Rahman
- Department of Mathematics and Natural Sciences, BRAC University, Dhaka-1212, Bangladesh
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Kim S, Kim DJ, Lee H. Socioeconomic inequalities in the prevalence, non-awareness, non-treatment, and non-control of diabetes among South Korean adults in 2021. PLoS One 2024; 19:e0313988. [PMID: 39570851 PMCID: PMC11581243 DOI: 10.1371/journal.pone.0313988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2024] [Accepted: 11/04/2024] [Indexed: 11/24/2024] Open
Abstract
The purpose of this study was to investigate socioeconomic inequalities in diabetes prevalence, non-awareness, non-treatment, and non-control among South Korean adults in 2021. This cross-sectional study used data from the 2021 Korean National Health and Nutrition Examination Survey. Relative concentration indices (RCIs) and relative concentration curves stratified by sex and age were used to investigate socioeconomic inequalities in the prevalence, non-awareness, non-treatment, and non-control of diabetes. The prevalence, non-awareness, lack of treatment, and non-control rates in adults aged 30 years and older in 2021 were 15.9%, 29.5%, 33.3%, and 76.1%, respectively. Diabetes was more prevalent in participants under the age of 65 years than those aged 65 years and older for both men (RCI: -0.081, RCI: -0.158, respectively) and women (RCI: -0.203, RCI: -0.292, respectively). The larger the absolute value of the RCI in non-awareness and non-treatment of diabetes in women, the greater the level of socioeconomic inequalities (RCI: 0.182, RCI: 0.154). Socioeconomic inequalities existed in the prevalence of diabetes among both men and women aged under 65 years. In women, socioeconomic inequalities of non-awareness and non-treatment of diabetes were greater than those in men. Thus, preventive care and monitoring are required, particularly among women and individuals under the age of 65 years.
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Affiliation(s)
- Seongju Kim
- Department of Public Health and Healthcare Management, Graduate School, The Catholic University of Korea, Seoul, Korea
- Department of Preventive Medicine, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Dong Jun Kim
- Department of Preventive Medicine, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Department of Public Health, Graduate School, The Catholic University of Korea, Seoul, Korea
| | - Hooyeon Lee
- Department of Preventive Medicine, College of Medicine, The Catholic University of Korea, Seoul, Korea
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Guo L, Zhang N, Zhang Y, Xing L, Xu W, Li W, Zhang L, Hou X, Chen S, Wu S, Tian F. Arterial stiffness and risk of new-onset fragility fracture in Chinese men and women: The Kailuan cohort study. Bone 2024; 180:116991. [PMID: 38141749 DOI: 10.1016/j.bone.2023.116991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 12/15/2023] [Accepted: 12/18/2023] [Indexed: 12/25/2023]
Abstract
BACKGROUND Previous studies have shown an association between increased arterial stiffness and reduced bone mineral density. However, the relationship between arterial stiffness and fragility fracture remains unclear. In this study, we explored the impact of arterial stiffness on the risk of new-onset fragility fracture. METHODS The study included 53,107 participants in the Kailuan Study in whom brachial-ankle pulse wave velocity (baPWV) measurements were obtained between 2010 and 2021. All participants were free of fragility fractures at baseline. A Cox proportional hazard regression model was used to estimate the hazard ratio (HR) and 95 % confidence interval (CI) for incident fragility fracture on the baseline baPWV groups: <1400 cm/s (reference), 1400 ≤ baPWV < 1800 cm/s, and ≥1800 cm/s. RESULTS In total, 327 incident fragility fractures were recorded during an average follow-up of 4.99 ± 3.02 years. After adjustment for potential confounders, the HR for the risk of new-onset fragility fracture was 1.66 (95 % CI 1.14-2.42) for the arterial stiffness group in comparison with the normal baPWV group. The risk of fragility fracture was higher in men (HR 1.64, 95 % CI 1.05-2.57). There was a linear association between higher baPWV and fragility fracture. CONCLUSIONS Arterial stiffness as measured by baPWV was associated with the risk of fragility fracture.
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Affiliation(s)
- Lu Guo
- The School of Public Health, North China University of Science and Technology, Tangshan, Hebei, China
| | - Nan Zhang
- Department of Orthopedics, Kailuan General Hospital, Tangshan, Hebei, China
| | - Yimeng Zhang
- Medical Department, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Lei Xing
- Department of General Practice, Affiliated Hospital of North China University of Science and Technology, Tangshan, Hebei, China
| | - Wenqi Xu
- The School of Clinical Medicine, North China University of Science and Technology, Tangshan, Hebei, China
| | - Wenjuan Li
- The School of Clinical Medicine, North China University of Science and Technology, Tangshan, Hebei, China
| | - Lisha Zhang
- The School of Clinical Medicine, North China University of Science and Technology, Tangshan, Hebei, China
| | - Xiaoli Hou
- The School of Public Health, North China University of Science and Technology, Tangshan, Hebei, China
| | - Shuohua Chen
- Department of Cardiology, Kailuan General Hospital, Tangshan, Hebei, China
| | - Shouling Wu
- Department of Cardiology, Kailuan General Hospital, Tangshan, Hebei, China
| | - Faming Tian
- The School of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
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Ping R, Oshio T. Education level as a predictor of the onset of health problems among China's middle-aged population: Cox regression analysis. Front Public Health 2023; 11:1187336. [PMID: 37521978 PMCID: PMC10379631 DOI: 10.3389/fpubh.2023.1187336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 07/03/2023] [Indexed: 08/01/2023] Open
Abstract
Background Despite the importance of midlife with reference to one's health, educational inequalities in midlife health have attracted little attention in China. Using Cox proportional hazards regression analysis, this study examined the association between educational attainment and the onset of midlife health problems and investigated the potential mediating effects of socioeconomic position (SEP) other than educational attainment, depression, and health behavior. Methods Data were extracted from the China Health and Retirement Longitudinal Survey (CHALRS) from 2011 (baseline) to 2018 (latest data). Participants aged 45-59 years at baseline were studied (N = 8,050). Health outcomes included the onset of poor self-rated health (SRH), limitation in activities of daily living (ADL) and instrumental ADL (IADL), multimorbidity, hypertension, dyslipidemia, heart diseases, and stroke over the 7-year follow-up period. Cox proportional hazard models were used to examine the associations of the outcomes with educational attainment, while controlling for potential mediators (other SEP, depression, and health behaviors). Results Lower educational level was associated with increased incidences of poor SRH and ADL/IADL limitations, but with decreased incidences of dyslipidemia and heart disease. After adjusting for baseline covariates, the RII was 2.17 (95% confidence interval [CI]: 1.74, 2.70) for poor SRH, 2.15 (95% CI: 1.42, 3.26) for ADL limitation, 3.84 (95% CI: 2.98, 4.94) for IADL limitation, 0.52 (95% CI: 0.40, 0.68) for dyslipidemia, and 0.55 (95% CI: 0.40, 0.74) for heart disease. Significant proportions (2.1 to 27.0%) of the RII were explained by the mediators. No sex or urban-rural differences were found in this study. Conclusion Our findings suggest that educational attainment is an important predictor of the incidences of key midlife health problems, with significant mediating effects exerted by other indicators of SEP, depression, and health behavior.
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Affiliation(s)
- Ruru Ping
- Graduate School of Economics, Hitotsubashi University, Tokyo, Japan
| | - Takashi Oshio
- Institute of Economic Research, Hitotsubashi University, Tokyo, Japan
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Schyllert C, Lindberg A, Hedman L, Stridsman C, Andersson M, Andersén H, Piirilä P, Nwaru BI, Krokstad S, Rönmark E, Backman H. Socioeconomic inequalities in asthma and respiratory symptoms in a high-income country: changes from 1996 to 2016. J Asthma 2023; 60:185-194. [PMID: 35167415 DOI: 10.1080/02770903.2022.2039937] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Objective: Low socioeconomic status based both on educational level and income has been associated with asthma and respiratory symptoms, but changes over time in these associations have rarely been studied. The aim was to study the associations between educational or income inequality and asthma and respiratory symptoms among women and men over a 20-year period in northern Sweden. Methods: The study was performed within the Obstructive Lung disease in Northern Sweden (OLIN) research program. Mailed questionnaire surveys were administered to a random sample of adults (20-69 years of age) living in Sweden, in 1996, 2006 and 2016. Data on educational level and income were collected from the national integrated database for labor market research. Results: The educational inequality associated with asthma and asthmatic wheeze tended to decrease from 1996 to 2016, while it increased for productive cough, the latter among men not among women. The income inequality decreased for productive cough, especially for women, while no clear overall trends were found for asthmatic wheeze and asthma, apart from a decrease in income inequality regarding asthma among men. Conclusion: The patterns for socioeconomic inequality differed for asthma and wheeze compared to productive cough, and the results emphasize that education and income do not mirror the same aspects of socioeconomic inequality in a high-income country. Our findings are important for decision makers, not the least on a political level, as reduced inequality, e.g. through education, could lead to reduced morbidity.
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Affiliation(s)
- Christian Schyllert
- Department of Public Health and Clinical Medicine, Section of Sustainable Health, The OLIN Unit, Umeå University, Umeå, Sweden
| | - Anne Lindberg
- Department of Public Health and Clinical Medicine, Division of Medicine, Umeå University, Umeå, Sweden
| | - Linnea Hedman
- Department of Public Health and Clinical Medicine, Section of Sustainable Health, The OLIN Unit, Umeå University, Umeå, Sweden.,Department of Health Sciences, Division of Nursing, Luleå University of Technology, Luleå, Sweden
| | - Caroline Stridsman
- Department of Public Health and Clinical Medicine, Division of Medicine, Umeå University, Umeå, Sweden
| | - Martin Andersson
- Department of Public Health and Clinical Medicine, Section of Sustainable Health, The OLIN Unit, Umeå University, Umeå, Sweden
| | - Heidi Andersén
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Päivi Piirilä
- Unit of Clinical Physiology, HUS-Medical Diagnostic Center, Helsinki University Central Hospital and University of Helsinki, Helsinki, Finland
| | - Bright I Nwaru
- Krefting Research Centre, Institute of Medicine, University of Gothenburg, Gothenburg, Sweden.,Wallenberg Centre for Molecular and Translational Medicine, Institute of Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Steinar Krokstad
- HUNT Research Centre, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Levanger, Norway
| | - Eva Rönmark
- Department of Public Health and Clinical Medicine, Section of Sustainable Health, The OLIN Unit, Umeå University, Umeå, Sweden
| | - Helena Backman
- Department of Public Health and Clinical Medicine, Section of Sustainable Health, The OLIN Unit, Umeå University, Umeå, Sweden
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Chung GKK, Lai FTT, Yeoh EK, Chung RYN. Gender-specific trends of educational inequality in diagnosed diabetes from 1999 to 2014 in Hong Kong: a serial cross-sectional study of 97,481 community-dwelling Chinese adults. Popul Health Metr 2021; 19:37. [PMID: 34629087 PMCID: PMC8504033 DOI: 10.1186/s12963-021-00268-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 09/22/2021] [Indexed: 12/19/2022] Open
Abstract
Background Gender differences in the trend of educational inequality in diabetes have been widely observed in the Western populations, indicating the increasing importance of educational attainment as a social determinant of diabetes among women. Nonetheless, relevant evidence is scarce in developed Asian settings for comparisons. This study examined the gender-specific trends of educational inequality in diagnosed diabetes in Hong Kong between 1999 and 2014.
Methods A series of eight territory-wide population-representative samples of 97,481 community-dwelling Hong Kong Chinese adults aged 45 or above were surveyed between 1999 and 2014. Regression-based Relative Index of Inequality (RII) and age-standardized Slope Index of Inequality (SII) were adopted to examine the extent and trend of gender-specific educational inequality in self-reported physician-diagnosed diabetes. Results Age-standardized prevalence of diabetes increased in both genders over time, with a steeper surge among men. In addition, educational inequalities in diabetes, in both relative and absolute terms, significantly widened among women over the study period (annual RII change = 1.04; 95% CI = 1.02–1.07, annual SII change = 0.36%; 95% CI = 0.16–0.56%), with the peak in 2011 (RII = 2.44; 95% CI = 1.83–3.24, SII = 9.21%; 95% CI = 6.47–11.96%). However, no significant widening inequality was found among men. Further adjustment for household income level did not attenuate the observed educational inequality. Conclusions Despite a greater increase in diabetes prevalence among men, disparity in diabetes substantially widened across education levels among women in the past decade in Hong Kong. The gender perspective should be taken into considerations for policy making to alleviate the prevalence surge and rising educational inequality in diabetes. Supplementary Information The online version contains supplementary material available at 10.1186/s12963-021-00268-x.
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Affiliation(s)
- Gary Ka-Ki Chung
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China.,CUHK Institute of Health Equity, The Chinese University of Hong Kong, Hong Kong, China
| | - Francisco Tsz Tsun Lai
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China.,Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong, China
| | - Eng-Kiong Yeoh
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China.,CUHK Institute of Health Equity, The Chinese University of Hong Kong, Hong Kong, China
| | - Roger Yat-Nork Chung
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China. .,CUHK Institute of Health Equity, The Chinese University of Hong Kong, Hong Kong, China.
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Jeong NJ, Park E, del Pobil AP. Effects of Behavioral Risk Factors and Social-Environmental Factors on Non-Communicable Diseases in South Korea: A National Survey Approach. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:E612. [PMID: 33445807 PMCID: PMC7828251 DOI: 10.3390/ijerph18020612] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 01/09/2021] [Accepted: 01/09/2021] [Indexed: 01/12/2023]
Abstract
Non-communicable diseases (NCDs) are one of the major health threats in the world. Thus, identifying the factors that influence NCDs is crucial to monitor and manage diseases. This study investigates the effects of social-environmental and behavioral risk factors on NCDs as well as the effects of social-environmental factors on behavioral risk factors using an integrated research model. This study used a dataset from the 2017 Korea National Health and Nutrition Examination Survey. After filtering incomplete responses, 5462 valid responses remained. Items including one's social-environmental factors (household income, education level, and region), behavioral factors (alcohol use, tobacco use, and physical activity), and NCDs histories were used for analyses. To develop a comprehensive index of each factor that allows comparison between different concepts, the researchers assigned scores to indicators of the factors and calculated a ratio of the scores. A series of path analyses were conducted to determine the extent of relationships among NCDs and risk factors. The results showed that social-environmental factors have notable effects on stroke, myocardial infarction, angina, diabetes, and gastric, liver, colon, lung, and thyroid cancers. The results indicate that the effects of social-environmental and behavioral risk factors on NCDs vary across the different types of diseases. The effects of social-environmental factors and behavioral risk factors significantly affected NCDs. However, the effect of social-environmental factors on behavioral risk factors was not supported. Furthermore, social-environmental factors and behavioral risk factors affect NCDs in a similar way. However, the effects of behavioral risk factors were smaller than those of social-environmental factors. The current research suggests taking a comprehensive view of risk factors to further understand the antecedents of NCDs in South Korea.
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Affiliation(s)
- Nam Jeong Jeong
- Department of Interaction Science, College of Computing, Sungkyunkwan University, Seoul 03063, Korea;
| | - Eunil Park
- Department of Interaction Science, College of Computing, Sungkyunkwan University, Seoul 03063, Korea;
| | - Angel P. del Pobil
- Department of Interaction Science, College of Computing, Sungkyunkwan University, Seoul 03063, Korea;
- Robotic Intelligence Laboratory, Engineering and Computer Science Deparment, University Jaume-I, 12071 Castellon, Spain
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Diderichsen F, Andersen I, Mathisen J. How does socioeconomic development in Brazil shape social inequalities in diabetes? Glob Public Health 2020; 15:1454-1462. [PMID: 32396790 DOI: 10.1080/17441692.2020.1763419] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Many countries, including Brazil, are facing growing social inequalities in diabetes prevalence. The different states in Brazil represent different levels of development and by comparing diabetes inequalities across states we aim to get a better understanding of how educational inequalities in diabetes are linked to social development. We use the latest cross-sectional national health survey of Brazil - PNS-2013 (N = 60,202) and analyse the disparities in diabetes as well as the differential exposure and susceptibility to the effect of obesity across states for men and women. Among women in high-HDI states the prevalence of diabetes is 11.7 percentage units (CI: 9.3; 14.0) higher among the lowest compared to the highest educated. In less-developed states the disparity is smaller. Among men, there is no social gradient found for diabetes, but obesity is positively associated with education. The association between obesity and diabetes is stronger among the low educated particularly for men in high-HDI states. Here the interaction effect between low education and obesity is 11.7 (CI 8.1; 15.4) percentage units. The fact that economic development is associated with increasingly unequal levels of diabetes and with unequal levels of exposure and susceptibility to obesity indicates that other interacting determinants are important for the development of the diabetes epidemic in Brazil.
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Affiliation(s)
- Finn Diderichsen
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark.,Fundação Oswaldo Cruz, IAM, Recife, Brazil
| | - Ingelise Andersen
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Jimmi Mathisen
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
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Lee CY, Lee YH. Measurement of Socioeconomic Position in Research on Cardiovascular Health Disparities in Korea: A Systematic Review. J Prev Med Public Health 2019; 52:281-291. [PMID: 31588697 PMCID: PMC6780291 DOI: 10.3961/jpmph.19.094] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2019] [Accepted: 08/05/2019] [Indexed: 01/17/2023] Open
Abstract
OBJECTIVES The validity of instruments measuring socioeconomic position (SEP) has been a major area of concern in research on cardiovascular health disparities. The purpose of this systematic review is to identify the current status of the methods used to measure SEP in research on cardiovascular health disparities in Korea and to provide directions for future research. METHODS Relevant articles were obtained through electronic database searches with manual searches of reference lists and no restriction on the date of publication. SEP indicators were categorized into compositional, contextual, composite, and life-course measures. RESULTS Forty-eight studies published from 2003 to 2018 satisfied the review criteria. Studies utilizing compositional measures mainly relied on a limited number of SEP parameters. In addition, these measures hardly addressed the time-varying and subjective features of SEP. Finding valid contextual measures at the organizational, community, and societal levels that are appropriate to Korea's context remains a challenge, and these are rarely modeled simultaneously. Studies have rarely focused on composite and life-course measures. CONCLUSIONS Future studies should develop and utilize valid compositional and contextual measures and appraise social patterns that vary across time, place, and culture using such measures. Studies should also consider multilevel influences, adding a focus on the interactions between different levels of intertwined SEP factors to advance the design of research. More attention should be given to composite and life-course measures.
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Affiliation(s)
| | - Yong-Hwan Lee
- Department of Economics, Seoul National University, Seoul, Korea
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Oshio T, Kan M. Educational level as a predictor of the incidences of non-communicable diseases among middle-aged Japanese: a hazards-model analysis. BMC Public Health 2019; 19:852. [PMID: 31262277 PMCID: PMC6604183 DOI: 10.1186/s12889-019-7182-6] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2019] [Accepted: 06/17/2019] [Indexed: 01/12/2023] Open
Abstract
Background It is well known that there are educational inequalities in incidences of non-communicable diseases (NCDs). Unlike most preceding studies, this study examined this issue using a hazards model analysis, with specific reference to the potential mediating effects of socioeconomic status (SES), other than educational level, and health behaviour as well as gender differences. Methods Data were obtained from a 12-wave longitudinal nationwide survey conducted from 2005 to 2016 with middle-aged individuals in Japan. Participants included 31,210 individuals (15,127 men and 16,083 women) who were aged 50–59 years at wave 1. Incidences of six NCDs (diabetes, heart disease, stroke, hypertension, hyperlipidaemia, and cancer), initially diagnosed between waves 2 and 12, were considered. Cox proportional hazards models were estimated to examine their associations with educational level, adjusted for baseline SES and health behaviour. Educational inequalities were measured by the relative indices of inequality (RII). Results Lower educational level was associated with higher incidences of diabetes and stroke among both men and women, and with hypertension only among women. After controlling for baseline SES, health behaviour, and regional areas, the RII ranged from 1.37 (95% confidence interval [CI]: 1.02–1.85) for stroke among men to 2.65 (95% CI, 2.09–3.36) for diabetes among women. Small to moderate parts (0.0–32.7%) of the RII were explained by baseline SES and health behaviour. A negative association with education was observed for diabetes and hypertension among women. Conclusions Results underscored the importance of educational level as a predictor of the incidences of selected NCDs, especially among women, with limited mediating effects of other SES and health behaviour.
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Affiliation(s)
- Takashi Oshio
- Institute of Economic Research, Hitotsubashi University, 2-1 Naka, Kunitachi, Tokyo, 186-8603, Japan.
| | - Mari Kan
- School of Economics, University of Hyogo, 8-2-1 Gakuen-Nishi-machi, Nishi-ku, Kobe, Hyogo, 651-2197, Japan
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