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Murahata H, Nakamura K, Imai E. Association of meal component combinations with nutrient adequacy in Japanese adults. Asia Pac J Clin Nutr 2025; 34:386-396. [PMID: 40419399 PMCID: PMC12126300 DOI: 10.6133/apjcn.202506_34(3).0013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2024] [Revised: 11/18/2024] [Accepted: 11/11/2024] [Indexed: 05/28/2025]
Abstract
BACKGROUND AND OBJECTIVES Consuming a diet that ensures adequate nutrient intake is essential to address all forms of malnutrition. In Japan, a meal combining staple food, main dish, and side dish is considered a balanced diet. This study was conducted to investigate the frequency of meals combining staple food, main dish, and side dish associated with nutrient adequacy. METHODS AND STUDY DESIGN This cross-sectional study included 6,264 adults. All data were obtained from the 2015 Health and Nutrition Survey in Shiga prefecture. Staple food, main dish, and side dish were each defined as a dish with primary ingredients of ≥50 g. Regarding the frequency, participants were divided into ≥2 and <2 times/d groups. The nutrient adequacy evaluated using the Dietary Reference Intakes for Japanese 2020 (DRIs-J) score is based on the reference values provided in the DRIs-J. The t-test was used to evaluate nutrient adequacy between the 2 groups. RESULTS Of the total participants, only 1,423 (22.7%) were classified into the ≥2 times/d group, and they had significantly higher DRIs-J scores than participants in the <2 times/d group (p < 0.001). The adequacy percentage of all nutrients except saturated fatty acid, particularly dietary fiber and most micronutrients, was > 1.5-fold higher in the ≥2 times/d group than in the <2 times/d group (p < 0.001). CONCLUSIONS This study provides important information that meals combining staple food, main dish, and side dish at least twice a day is effective in maintaining a diet with high nutrient adequacy.
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Affiliation(s)
- Honoka Murahata
- Department of Nutrition, School of Human Cultures, The University of Shiga Prefecture, Hikone, Japan
| | - Kotone Nakamura
- Department of Nutrition, School of Human Cultures, The University of Shiga Prefecture, Hikone, Japan
| | - Eri Imai
- Department of Nutrition, School of Human Cultures, The University of Shiga Prefecture, Hikone, Japan.
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Kong J, Hong S, Lee S, Kim S, Kim S, Oh J, Jang W, Cho H, Lee S, Kang J, Son Y, Smith L, Woo S, Yon DK. Association between behavioral and sociodemographic factors and high subjective health among adolescents: a nationwide representative study in South Korea. Sci Rep 2025; 15:1109. [PMID: 39774147 PMCID: PMC11707240 DOI: 10.1038/s41598-024-83810-9] [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] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Accepted: 12/17/2024] [Indexed: 01/11/2025] Open
Abstract
The need to understand subjective health has increased during the COVID-19 pandemic, given its substantial impact on lifestyle habits and perceptions. Thus, this study aimed to investigate the trends and association of subjective health with demographic and behavioral factors, primarily focusing on the change when the COVID-19 pandemic emerged. This study used data from the Korea Youth Risk Behavior Web-based Survey, comprising 1,190,468 adolescents aged 12-18 years (female, 48.49%). We investigated the trends and association of subjective health with demographic and behavioral factors from 2006 to 2023. A weighted linear regression and joinpoint regression were conducted to evaluate the trend in adolescent subjective health, while logistic regression was used to assess associated factors. A stratification analysis was performed for subgroups to determine variations across different demographic and behavioral groups. The prevalence of reporting high subjective health increased throughout the years before the COVID-19 pandemic; however, subjective health exhibited a decreasing trend during the pandemic. Regarding demographic factors, female sex (ratio of odds ratio [ROR], 0.85 [95% CI, 0.83-0.87]), low-income households (ROR, 0.67 [95% CI, 0.64-0.69]), and low academic achievement (ROR, 0.83 [95% CI, 0.81-0.85]) were associated with less likelihood of reporting high subjective health. Healthier behavioral factors (ROR, breakfast consumption, 1.13 [95% CI, 1.10-1.16]; sufficient fruit intake, 1.12 [95% CI, 1.09-1.15]; sufficient physical activity, 2.02 [95% CI, 1.95-2.09]) were associated with higher subjective health, and the disparities increased during the COVID-19 pandemic. To address the observed decline in subjective health among adolescents during the COVID-19 pandemic, targeted interventions aimed at promoting healthy behaviors among particularly vulnerable demographics are crucial.
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Affiliation(s)
- Jaehyun Kong
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Seohyun Hong
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Seunghwan Lee
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
| | - Seokjun Kim
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Soeun Kim
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
| | - Jiyeon Oh
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Wonwoo Jang
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Hanseul Cho
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Sooji Lee
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea
| | - Jiseung Kang
- Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Yejun Son
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
- Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
| | - Lee Smith
- Centre for Health, Performance and Wellbeing, Anglia Ruskin University, Cambridge, UK
| | - Selin Woo
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea.
| | - Dong Keon Yon
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02453, South Korea.
- Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.
- Department of Pediatrics, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02447, South Korea.
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Kamata T, Nakano J, Fujii R, Murakami S, Ikaga T, Kawakubo S. Survival time analysis of the relationship between the residential environment and residents’ health status. BUILDING AND ENVIRONMENT 2025; 267:112305. [DOI: 10.1016/j.buildenv.2024.112305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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Jung NH, Lee CY. Subjective and objective health according to the characteristics of older adults: Using data from a national survey of older Koreans. Medicine (Baltimore) 2024; 103:e40633. [PMID: 39809144 PMCID: PMC11596708 DOI: 10.1097/md.0000000000040633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Accepted: 10/25/2024] [Indexed: 01/16/2025] Open
Abstract
As society rapidly ages, older adults are becoming an important national issue. Health is a multidimensional concept and both objective and subjective health must be managed. This study investigated factors that influence the subjective and objective health of older adults. This study analyzed the data of 9391 people aged ≥65 years using raw data from a 2020 survey of senior citizens. The relationships among the characteristics of older adults, such as demographic variables, lifestyle, external activities, environment, physical function, depression, cognition, activities of daily living, satisfaction with life and health, perceived health level, and number of diseases, were investigated. Older adults who drink and do not exercise generally have good objective health but poor subjective health. Older adults who mainly engage in external activities tend to have poor subjective health despite good objective health. The factors affecting subjective health in older adults were depression, cognition, physical factors, activities of daily living, and satisfaction. This study identified the differences between subjective and objective health based on the characteristics of older adults. As many variables affecting the health of older adults have been identified, these basic data will help prepare various programs to promote a healthy life for older adults.
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Affiliation(s)
- Nam-Hae Jung
- Department of Occupational Therapy, Dongseo University, Busan, Republic of Korea
| | - Chun-Yeop Lee
- Department of Occupational Therapy, Kaya University, Gimhae, Republic of Korea
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Papassotiriou I, Riza E, Benetou V, Orfanos P. Mediterranean diet and a health behavior index in relation to cardiovascular biomarkers: Data from the Health and Retirement Study. Nutr Metab Cardiovasc Dis 2024; 34:925-934. [PMID: 38355386 DOI: 10.1016/j.numecd.2024.01.004] [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: 07/20/2023] [Revised: 11/27/2023] [Accepted: 01/03/2024] [Indexed: 02/16/2024]
Abstract
BACKGROUND AND AIM Although lifestyle factors have been repeatedly examined for their role on cardiovascular diseases, their composite effect has not been frequently explored. We aimed to investigate the relation of dietary patterns (DPs) and a health behavior index (HBI) with cardiovascular biomarkers. METHODS AND RESULTS A cross-sectional analysis with data from 3461 US residents, participants in the Health and Retirement Study (HRS), was performed. Nutritional data were obtained with a food frequency questionnaire, while adherence to Mediterranean Diet (MD) was determined by the Mediterranean Diet Score. A posteriori DPs were estimated using principal component analysis and the HBI was constructed combining adherence to MD, smoking status, physical activity levels, alcohol consumption and body mass index. Multiple linear regression models were performed to examine the relation between DPs or HBI and levels of C-reactive protein (CRP), glycosylated hemoglobin (HbA1C), cystatin C (Cys C), total cholesterol (TC), high density lipoprotein (HDL) and TC:HDL in blood. Multiple linear regression showed that the "healthy" DP and the MD had a significant negative association with CRP and Cys C (p < 0.05), while the "Western-type" DP had a significant positive association with TC:HDL ratio, CRP and Cys C. Moreover, the HBI was positively associated with HDL (p < 0.05) and negatively associated with TC:HDL ratio, CRP and Cys C (p < 0.05). CONCLUSIONS Adherence to MD and to a healthy dietary pattern was negatively associated with biomarkers of inflammation, while the HBI was associated with a better cardiometabolic profile, assessed with blood biomarkers.
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Affiliation(s)
- Ionas Papassotiriou
- Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece.
| | - Elena Riza
- Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Vasiliki Benetou
- Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Philippos Orfanos
- Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
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Inoue Y, Nakata A, Tateishi S, Mafune K, Tsuji M, Ogami A, Odagami K, Matsugaki R, Fujino Y. Insufficient Workplace Infection Control and Unhealthy Lifestyle Behaviors Are Related to Poor Self-Rated Health During the COVID-19 Pandemic. J Occup Environ Med 2023; 65:e668-e674. [PMID: 37590439 DOI: 10.1097/jom.0000000000002940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/19/2023]
Abstract
OBJECTIVE This study investigated whether workers who practiced unhealthy lifestyles but worked under organizations with insufficient control against coronavirus disease 2019 (COVID-19) would pose a synergistic risk of poor self-rated health (SRH). METHODS A total of 22,637 workers (men, 48.5%) were extracted from an online survey during the COVID-19 pandemic in Japan (December 2020). Multiple logistic regression analyses were performed to estimate adjusted odds ratio (AOR) against poor (poor, fair) SRH. RESULTS Accumulation of unhealthy lifestyle behaviors (AOR, 1.49 to 4.40; P < 0.05) and insufficient infection control (AOR, 1.80; P < 0.05) were independently related to poor SRH; however, when these factors were combined, SRH was additively worsened (AOR, 2.14 to 7.72; P < 0.05). CONCLUSIONS This study highlights that not only unhealthy lifestyle practices but also poor organizational management against infection would worsen workers' SRH during the COVID-19 pandemic.
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Affiliation(s)
- Yukiko Inoue
- From the Graduate School of Medicine, International University of Health and Welfare, Tokyo, Japan (Y.I., A.N.); Institutional Research Center, University of Occupational and Environmental Health, Kitakyushu, Japan (Y.I.); Disaster Occupational Health Center, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health, Kitakyushu, Japan (S.T.); Department of Mental Health, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health, Kitakyushu, Japan (K.M.); Department of Environmental Health, School of Medicine, University of Occupational and Environmental Health, Kitakyushu, Japan (M.T.); Department of Work Systems and Health, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health, Kitakyushu, Japan (A.O.); Department of Occupational Health Practice and Management, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health, Kitakyushu, Japan (K.O.); Department of Preventive Medicine and Community Health, School of Medicine, University of Occupational and Environmental Health, Kitakyushu, Japan (R.M.); and Department of Environmental Epidemiology, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health, Kitakyushu, Japan (Y.F.)
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Min J, Chang JS, Kong ID. Domain-specific physical activity, sedentary behavior, subjective health, and health-related quality of life among older adults. Health Qual Life Outcomes 2023; 21:52. [PMID: 37248513 DOI: 10.1186/s12955-023-02136-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 05/22/2023] [Indexed: 05/31/2023] Open
Abstract
PURPOSE This study aims to investigate the association between domain-specific physical activity (PA), sedentary behavior, subjective health perception, and health-related quality of life (HR-QoL) in Korean adults aged ≥ 65 years. METHODS This cross-sectional study analyzed 6,004 older adults from the Korean National Health and Nutrition Examination Survey 2017-2020. PA and sedentary behavior were measured using a global PA questionnaire, and HR-QoL was assessed using the EuroQol-5 Dimension (EQ-5D, three-level version). Multiple logistic regression was used to estimate the odds ratios (ORs) and 95% confidence intervals (CIs) after adjusting for confounding parameters. RESULTS Older adults who were physically active at work showed a negative association with subjectively good health and HR-QoL, whereas those physically active in transport or leisure time showed a positive association with subjectively good health and HR-QoL. Older adults highly engaged in sedentary behavior showed a worse perception of health and HR-QoL. Compared to high sedentary behavior and physical activity during leisure time or transport, the EQ-5D index was higher than that of their counterparts. CONCLUSION Both domain-specific PA and sedentary behavior were significantly associated with older adults' perception of health and HR-QoL. Interventions are needed to improve HR-QoL by reducing sedentary behavior and encouraging physical activity in transportation or leisure time among adults aged 65 years and above.
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Affiliation(s)
- Jihee Min
- Department of Convergence Medicine, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
- Yonsei Institute of Sports Science and Exercise Medicine, Wonju, Republic of Korea
- National Cancer Survivorship Center, National Cancer Control Institute, National Cancer Center, Goyang-si, Republic of Korea
| | - Jae Seung Chang
- Department of Sports Science, Hannam University, Daejeon, Republic of Korea
| | - In Deok Kong
- Department of Convergence Medicine, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea.
- Yonsei Institute of Sports Science and Exercise Medicine, Wonju, Republic of Korea.
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Cunha ACD, Santos Neto ETD, Salaroli LB. Self-assessment of the health status and leisure activities of individuals on haemodialysis. Sci Rep 2022; 12:20344. [PMID: 36437346 PMCID: PMC9701773 DOI: 10.1038/s41598-022-23955-7] [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: 06/15/2022] [Accepted: 11/08/2022] [Indexed: 11/28/2022] Open
Abstract
Self-assessment of health status is an important marker of social and health aspects. Haemodialysis is an option for renal replacement therapy that alters daily life and impacts social participation and the performance of tasks that give the subject a socially accepted role. In this scenario, leisure activities have the potential to generate well-being and are associated with several aspects of daily life, but few studies have analysed their relationship with the self-assessment of health status. This is a cross-sectional, census study with 1024 individuals from haemodialysis units of a Southeast Brazilian region, with the application of a questionnaire in 2019. We calculated the difference between the proportions of self-assessment of health status (positive and negative) and the two logistic regression models. The chances of individuals on haemodialysis negatively evaluating their health increase when they do not perform artistic leisure activities (OR 2.15; 95% CI 1.35-3.43), physical and sports activities (OR 3.20; 95% CI 1.86-5.52), intellectual (OR 2.21; 95% CI 1.44-3.41), manuals (OR 1.82; 95% CI 1.22-2.72), social (OR 2.74; 95% CI 1.74-4.31), tourist (OR 2.08; 95% CI 1.37-3.17) and idleness and contemplative (OR 1.92; 95% CI 1.29-2.85). Negative health self-assessment is associated with not practicing artistic, manual, physical and sporting, social, intellectual, tourist, and contemplative leisure activities, which have the function of providing social participation and giving meaning to life.
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Affiliation(s)
- Alexandre Cardoso da Cunha
- grid.412371.20000 0001 2167 4168Occupational Therapy Department, Federal University of Espírito Santo, Vitória, Espírito Santo Brazil
| | - Edson Theodoro dos Santos Neto
- grid.412371.20000 0001 2167 4168Department of Social Medicine, Graduate Program in Collective Health, Federal University of Espírito Santo, Vitória, Espírito Santo Brazil
| | - Luciane Bresciani Salaroli
- grid.412371.20000 0001 2167 4168Integrated Health Education Department, Graduate Program in Collective Health, Federal University of Espírito Santo, Vitória, Espírito Santo Brazil
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Bermejo-Pareja F, Gómez de la Cámara A, Del Ser T, Contador I, Llamas-Velasco S, López-Arrieta JM, Martín-Arriscado C, Hernández-Gallego J, Vega S, Benito-León J. The health status: the ignored risk factor in dementia incidence. NEDICES cohort. Aging Clin Exp Res 2022; 34:1275-1283. [PMID: 35025095 DOI: 10.1007/s40520-021-02045-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 11/28/2021] [Indexed: 12/01/2022]
Abstract
BACKGROUND The causes of the dementia decrease in affluent countries are not well known but health amelioration could probably play a major role. Nevertheless, although many vascular and systemic disorders in adult life are well-known risk factors (RF) for dementia and Alzheimer disease (AD), health status is rarely considered as a single RF. AIM To analyse whether the health status and the self-perceived health (SPH) could be RF for dementia and AD and to discuss its biological basis. METHODS We analysed different objective health measures and SPH as RF for dementia and AD incidence in 4569 participants of the NEDICES cohort by means of Cox-regression models. The mean follow-up period was 3.2 (range: 0.03-6.6) years. RESULTS Ageing, low education, history of stroke, and "poor" SPH were the main RF for dementia and AD incidence, whereas physical activity was protective. "Poor" SPH had a hazard ratio = 1.66 (95% CI 1.17-2.46; p = 0.012) after controlling for different confounders. DISCUSSION According to data from NEDICES cohort, SPH is a better predictor of dementia and AD than other more objective health status proxies. SPH should be considered a holistic and biologically rooted indicator of health status, which can predict future development of dementia and AD in older adults. CONCLUSIONS Our data indicate that it is worthwhile to include the SPH status as a RF in the studies of dementia and AD incidence and to explore the effect of its improvement in the evolution of this incidence.
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Affiliation(s)
- Félix Bermejo-Pareja
- Research Institute (Imas12), Hospital Universitario 12 de Octubre, Avda. de Córdoba S/N, 28041, Madrid, Spain
| | - Agustín Gómez de la Cámara
- Research Institute (Imas12), Hospital Universitario 12 de Octubre, Avda. de Córdoba S/N, 28041, Madrid, Spain
| | - Teodoro Del Ser
- Alzheimer's Disease Research Unit, CIEN Foundation, Carlos III Institute of Health, Queen Sofia Foundation Alzheimer Research Center, Madrid, Spain
| | - Israel Contador
- Department of Basic Psychology, Psychobiology and Methodology of Behavioural Science, University of Salamanca, Salamanca, Spain
| | - Sara Llamas-Velasco
- Research Institute (Imas12), Hospital Universitario 12 de Octubre, Avda. de Córdoba S/N, 28041, Madrid, Spain.
| | | | - Cristina Martín-Arriscado
- Research Institute (Imas12), Hospital Universitario 12 de Octubre, Avda. de Córdoba S/N, 28041, Madrid, Spain
| | - Jesús Hernández-Gallego
- Research Institute (Imas12), Hospital Universitario 12 de Octubre, Avda. de Córdoba S/N, 28041, Madrid, Spain
- Department of Medicine, Faculty of Medicine, Complutense University of Madrid (UCM), Madrid, Spain
| | | | - Julián Benito-León
- Research Institute (Imas12), Hospital Universitario 12 de Octubre, Avda. de Córdoba S/N, 28041, Madrid, Spain
- Department of Medicine, Faculty of Medicine, Complutense University of Madrid (UCM), Madrid, Spain
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Clustering of health behaviors among Japanese adults and their association with socio-demographics and happiness. PLoS One 2022; 17:e0266009. [PMID: 35421105 PMCID: PMC9009612 DOI: 10.1371/journal.pone.0266009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 03/11/2022] [Indexed: 11/19/2022] Open
Abstract
Background
Scholars have associated happiness with health behaviors, which co-occur and exert synergistic effects. Therefore, identifying clusters of health behaviors and their effect on happiness can contribute to the development of strategies for promoting happiness and improving health behaviors.
Aim
This study aimed to examine clusters of health behaviors and their associations with socio-demographics and with happiness among Japanese adults.
Methods
This study used data from the Japanese Household Panel Survey and the Keio Household Panel Survey. Questionnaires were distributed to 4,993 households out of which 1,554 responses were analyzed (participants aged 27−65 years). The survey included health behaviors (alcohol consumption, smoking, vegetable and fruit consumption, breakfast-eating habits, and physical activities), happiness, and socio-demographics. Latent class analysis was conducted to identify the clusters, whereas latent regression was employed to investigate socio-demographics related to the clusters. Logistic regression analysis was conducted to examine the relation between happiness and the clusters.
Results
Two health behavior clusters were identified: Cluster 1 (low substance use and good dietary habit; n = 817; 52.3%) and Cluster 2 (high alcohol, poor nutrition, and inactive; n = 737; 47.7%). Latent regression analysis indicated that all socio-demographics, barring socioeconomic status, were significantly associated with the clusters. The “low substance use and good dietary habit” cluster was significantly related with higher odds of happiness (odds ratio = 1.425, 95% confidence interval = 1.146−1.772, p = 0.001).
Conclusions
This study identified health behavior clusters among Japanese adults and established the association between the “low substance use and good dietary habit” cluster and high levels of happiness. However, the causality of the relationship between health behavior and happiness remains unclear, which highlights the need for further research to elucidate the underlying mechanisms.
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Yokoi K, Miyai N, Tsuji K, Arima M, Kurasawa S, Hayakawa H, Uematsu Y, Arita M. Associations between deterioration of self-rated health and occupational form among community-dwelling Japanese individuals. PUBLIC HEALTH IN PRACTICE 2021; 2:100147. [PMID: 36101619 PMCID: PMC9461368 DOI: 10.1016/j.puhip.2021.100147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 05/05/2021] [Accepted: 05/07/2021] [Indexed: 11/25/2022] Open
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