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Cheng S, Yin R, Wu K, Wang Q, Zhang H, Ling L, Chen W, Shi L. Trajectories and influencing factors of cognitive function and physical disability in Chinese older people. Front Public Health 2024; 12:1380657. [PMID: 39026589 PMCID: PMC11256785 DOI: 10.3389/fpubh.2024.1380657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 06/24/2024] [Indexed: 07/20/2024] Open
Abstract
Introduction Dementia and physical disability are serious problems faced by the aging population, and their occurrence and development interact. Methods Based on data from a national cohort of Chinese people aged 60 years and above from the China Health and Retirement Longitudinal Survey from 2011 to 2018, we applied the group-based trajectory model to identify the heterogeneous trajectories of cognitive function and physical disability in participants with different physical disability levels. Next, multinomial logistic regression models were used to explore the factors affecting these trajectories. Results The cognitive function trajectories of the Chinese older people could be divided into three characteristic groups: those who maintained the highest baseline level of cognitive function, those with a moderate baseline cognitive function and dramatic progression, and those with the worst baseline cognitive function and rapid-slow-rapid progression. The disability trajectories also fell into three characteristic groups: a consistently low baseline disability level, a low initial disability level with rapid development, and a high baseline disability level with rapid development. Compared with those free of physical disability at baseline, a greater proportion of participants who had physical disability at baseline experienced rapid cognitive deterioration. Education, income, type of medical insurance, gender, and marital status were instrumental in the progression of disability and cognitive decline in the participants. Discussion We suggest that the Chinese government, focusing on the central and western regions and rural areas, should develop education for the older people and increase their level of economic security to slow the rate of cognitive decline and disability among this age group. These could become important measures to cope with population aging.
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Affiliation(s)
- Shuyuan Cheng
- International Cooperation and Exchange Department, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Health Policy and Management Department, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| | - Rong Yin
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Kunpeng Wu
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Qiong Wang
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Hui Zhang
- Department of Health Policy and Management, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Li Ling
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Wen Chen
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Leiyu Shi
- Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
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Pan C, Yu L, Cao N. Reciprocal and Dynamic Associations between Social Isolation, Loneliness, and Disability among Chinese Older Adults. J Am Med Dir Assoc 2024; 25:104975. [PMID: 38583487 DOI: 10.1016/j.jamda.2024.02.013] [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: 11/28/2023] [Revised: 02/23/2024] [Accepted: 02/23/2024] [Indexed: 04/09/2024]
Abstract
OBJECTIVES This study aimed to examine reciprocal and dynamic associations between Social Isolation (SI), loneliness, and disability among Chinese older adults. DESIGN This is a prospective cohort study. SETTING AND PARTICIPANTS The global trend of population aging has resulted in a significant rise in the prevalence of disabilities, SI, and loneliness among older adults. These factors can severely impact the health and well-being of older adults. Therefore, it is crucial to implement more efficient interventions aimed at reducing disabilities, addressing SI, and combating loneliness among older adults in order to improve their overall health and well-being. METHODS Using a large, nationally representative sample spanning 16 years, we employed the general cross-lagged panel model to explore the relationships among 50,348 older adults with a mean age of 81.83 at baseline. Disability was measured by a comprehensive index tool that incorporated multiple dimensions. SI was measured using an SI index, and loneliness was evaluated using a single-item measure. RESULTS SI emerged as a stronger predictor of disability than loneliness. Longitudinal analysis revealed accumulative disadvantages in the association between SI and disability. Additionally, disability was found to contribute to increased SI and loneliness. However, our study did not detect any variance in the strength of the cross-lagged effects between social isolation and disability. CONCLUSIONS AND IMPLICATIONS The findings suggest that reducing SI is crucial for reducing disability among older adults. Initiating early interventions to minimize initial SI could aid in preventing later-life disability. Additionally, addressing disabilities may positively impact the reduction of loneliness and SI within this population.
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Affiliation(s)
- Chaoping Pan
- College of Medical Humanities and Management, Wenzhou Medical University, Wenzhou City, Zhejiang Province, China
| | - Linwei Yu
- College of Medical Humanities and Management, Wenzhou Medical University, Wenzhou City, Zhejiang Province, China.
| | - Na Cao
- College of Medical Humanities and Management, Wenzhou Medical University, Wenzhou City, Zhejiang Province, China; School of Public Health, Wuhan University, Wuhan City, Hubei Province, China.
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Chen C, Yu L. Chinese older adults' prior-to-death disability profiles and their correlates. BMC Geriatr 2024; 24:479. [PMID: 38824494 PMCID: PMC11143689 DOI: 10.1186/s12877-024-05105-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Accepted: 05/24/2024] [Indexed: 06/03/2024] Open
Abstract
BACKGROUND Disability prior to death complicates end-of-life care. The present study aimed to explore the prior-to-death disability profiles of Chinese older adults, the profiles' links to end-of-life care arrangements and place of death, and predictors of the profiles. METHODS In total, data were extracted from the records of 10,529 deceased individuals from the Chinese Longitudinal Healthy Longevity Survey (CLHLS). Latent profile analyses, bivariate analysis, and multivariate logistic regression were applied to identify prior-to-death disability profiles, explore the profiles' links to end-of-life care arrangements and place of death, and examine predictors in the profiles, respectively. RESULTS Three prior-to-death disability profiles, namely, Disabled-Incontinent (37.6%), Disabled-Continent (34.6%), and Independent (27.8%), were identified. Those with the Independent profile were more likely to live alone or with a spouse and receive no care or care only from the spouse before death. Disabled-Continent older adults had a higher chance of dying at home. Being female, not "married and living with a spouse", suffering from hypertension, diabetes, stroke or cerebrovascular disease (CVD), bronchitis/emphysema/pneumonia, cancer, or dementia, and dying in a later year were associated with more severe prior-to-death disability patterns. Not having public old-age insurance predicted lower chances of having a Disabled-Incontinent profile, and advanced age increased the chance of having a Disabled-Continent profile. CONCLUSIONS Three prior-to-death disability patterns were identified for Chinese adults aged 65 years and older. These profiles were significantly linked with the end-of-life caregiving arrangements and place of death among older adults. Both demographic information and health status predicted prior-to-death disability profiles.
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Affiliation(s)
- Chuqian Chen
- Department of Medical Humanities, School of Humanities, Southeast University, Nanjing, China.
- Jiangsu Ageing-Responsive Civilization Think Tank, Nanjing, China.
| | - Lingling Yu
- Department of Philosophy and Science, School of Humanities, Southeast University, Nanjing, China
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Pan C, Yu L. Bidirectional and dynamic relationships between social isolation and activities of daily living among older adults in China. J Glob Health 2024; 14:04031. [PMID: 38275090 PMCID: PMC10811563 DOI: 10.7189/jogh.14.04031] [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: 01/27/2024] Open
Abstract
Background Social isolation and disability in performing activities of daily living are increasingly recognised as significant public health concerns globally. We aimed to investigate their bidirectional associations and the related temporal dynamics in Chinese older adults. Methods We retrieved data from the six waves of the Chinese Longitudinal Healthy Longevity Survey (2002-18) and used generalised cross-lagged modelling (GCLM) to assess the bidirectional associations between social isolation and disability in performing activities of daily living. Results We found that higher levels of social isolation were predictive of increased scores in disabilities in performing activities of daily living. Conversely, disabilities in performing activities of daily living showed less predictive power in relation to social isolation. The temporal dynamics analysis indicated a peak in the bidirectional associations after approximately six years, followed by decreasing trends. Conclusions Our results indicate that social isolation is dominant in the bidirectional relationship. Efforts focusing on reducing it can potentially minimise disabilities in performing activities of daily living among older adults. Reinstating preventive interventions beyond the six-year mark could help maintain their effectiveness.
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Pan C, Cao N. Patterns of Social Isolation and Low Social Support and Frailty Trajectories Among Chinese Older Adults. J Appl Gerontol 2023; 42:2325-2334. [PMID: 37585676 DOI: 10.1177/07334648231194508] [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] [Indexed: 08/18/2023] Open
Abstract
Objectives: This study aims to identify patterns of social isolation and low social support, and discover their associations with frailty trajectories among Chinese older adults. Methods: The paper used five waves of the Chinese Longitudinal Healthy Longevity Survey (CLHLS, 2005-2018). The latent class analysis, multi-trajectory modeling, and the multinomial logistic regression approaches were used to perform the analysis. Results: The paper identified five types of social isolation and low social support, and three typical frailty trajectories. Patterns of social isolation and low social support were associated with frailty trajectories among older adults. Conclusions: Distinct patterns of social isolation and low social support were significantly correlated with frailty trajectories. To improve frailty trajectories among older adults, interventions such as Healthy China 2030 should prioritize addressing the interplay between social isolation and low social support.
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Affiliation(s)
- Chaoping Pan
- School of Public Health and Management, Wenzhou Medical University, Wenzhou City, China
| | - Na Cao
- School of Public Health and Management, Wenzhou Medical University, Wenzhou City, China
- School of Public Health, Wuhan University, Wuhan City, China
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Zhang W, Feng Q, Fong JH, Chen H. Leisure Participation and Cognitive Impairment Among Healthy Older Adults in China. Res Aging 2023; 45:185-197. [PMID: 35422158 DOI: 10.1177/01640275221082151] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Leisure participation is beneficial to various health outcomes. This study examined a comprehensive list of leisure activities in relation to incidence of cognitive impairment among healthy older adults (65+) in China. Using data from the 2002 to 2018 Chinese Longitudinal Healthy Longevity Survey, we found that most of the leisure activities were protective of cognitive decline and three leisure activities (watching TV, doing housework, and playing cards/mah-jong) stood out as the most important ones. Additionally, our results revealed subgroup variations in the association between leisure participation and cognitive function: Leisure activities such as reading newspapers/books (not significant for the illiterate), gardening (not significant for the illiterate), and regular exercise (not significant for the rural residents) had different effects across different demographic social groups. Our findings suggest that intervention programs designed to prevent cognitive decline for older adults should consider subgroup and cultural variations in order to yield the best outcomes.
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Affiliation(s)
- Wei Zhang
- Department of Sociology, 3949University of Hawai'i at Mānoa, Honolulu, HI, USA
| | - Qiushi Feng
- Department of Sociology & Centre for Family and Population Research, 37580National University of Singapore, Singapore
| | - Joelle H Fong
- Lee Kuan Yew School of Public Policy, 37580National University of Singapore, Singapore
| | - Huashuai Chen
- School of Business, 12665Xiangtan University, Xiangtan, China
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Pan C, Cao N, Kelifa MO, Luo S. Age and cohort trends in disability among Chinese older adults. Front Public Health 2023; 11:998948. [PMID: 36969644 PMCID: PMC10031081 DOI: 10.3389/fpubh.2023.998948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 02/03/2023] [Indexed: 03/29/2023] Open
Abstract
Objective This study aimed to examine age and cohort trends in disability among Chinese older adults and explore the disablement process factors that may explain the cohort trends in disability. Methods This study used data from five waves of the Chinese Longitudinal Healthy Longevity Survey (CLHLS). A hierarchical logistic growth model was used to analyze the A-P-C effects and the contributors of cohort trends. Results ADL, IADL, and FL among Chinese older adults showed increasing age and cohort trends. FL was more likely to result in IADL disability than ADL disability. Among the disablement process factors, gender, residence, education, health behavior, disease, and family income contributed to most of the cohort trends in disability. Conclusions As older adults face increasing disability trends, it is necessary to distinguish age and cohort trends and develop more effective interventions according to relative contributors to prevent disability among them.
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Affiliation(s)
- Chaoping Pan
- School of Public Health, Wuhan University, Wuhan, Hubei, China
| | - Na Cao
- School of Public Health, Wuhan University, Wuhan, Hubei, China
- Na Cao
| | | | - Shuren Luo
- The Second Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
- *Correspondence: Shuren Luo
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Functional disability and utilisation of long-term care in the older population in England: a dual trajectory analysis. Eur J Ageing 2022; 19:1363-1373. [PMID: 36692765 PMCID: PMC9729679 DOI: 10.1007/s10433-022-00723-0] [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] [Accepted: 07/11/2022] [Indexed: 01/26/2023] Open
Abstract
This study investigates the developmental trajectories of long-term care needs and utilisation in older people aged 65 years and over in England. The data came from the English Longitudinal Survey of Ageing (ELSA, waves 6-9, 2012-2018, N = 13,425). We conducted dual trajectory analyses to cluster people's trajectories of care needs (measured by functional disability) and utilisation into distinct groups. We conducted logistic regression analyses to identify the factors associated with trajectory memberships. We identified three trajectories of long-term needs (low, medium, and high) and three trajectories of care utilisation (low, medium, and high). Both care needs and care hours increased with age, but the speed of increase varied by trajectory. Females, minority ethnic groups, people with low wealth, and those experiencing housing problems were more likely to follow the joint trajectories characterised by higher care needs and higher care intensity. People with low or medium care needs stayed in the same trajectories of care utilisation. In contrast, people in the high-needs trajectory followed divergent trajectories of care utilisation: 63% of them followed the trajectory of high care intensity and the rest (37%) followed the trajectory of medium care intensity. Lack of spouse care was the leading predictor of trajectory divergence (OR = 3.57, p < 0.001). Trajectories of care needs and utilisation are highly heterogeneous in later life, which indicates persistent inequalities over time. Single people with multiple functional limitations face an acute and enduring risk of inadequate care and unmet needs. The amount of support is as important as the availability of support. Supplementary Information The online version contains supplementary material available at 10.1007/s10433-022-00723-0.
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Trends in activities of daily living disability among Chinese older adults from 1998 to 2018: an age-period-cohort analysis. Eur J Ageing 2022; 19:1167-1179. [PMID: 36692744 PMCID: PMC9729626 DOI: 10.1007/s10433-022-00690-6] [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] [Accepted: 02/17/2022] [Indexed: 01/26/2023] Open
Abstract
This study aims to investigate the age, period, and cohort effects on trends in activities of daily living (ADL) disability among Chinese older adults; and to explore these three temporal effects on gender and residence disparities in disability. We utilized multiple cross-sectional waves of the Chinese Longitudinal Healthy Longevity Survey data (1998-2018), including 89,511 participants aged above 65 years old. Our measurement of disability is the number of ADL items (dressing, bathing, indoor transferring, toileting, eating, and continence) participants can't perform independently. Hierarchical age-period-cohort cross-classified random effects models were conducted to investigate age, period and cohort trends in ADL disability. Results showed that ADL disability increased with age at an increasing rate. A V-shaped cohort trend and a fluctuated period trend were identified. Females and urban residents were associated with more ADL limitations. When age increased, the gender and residence gaps in disability further increased. The cohort-based gender and residence inequalities in ADL limitations converged with successive cohorts. The period-based residence gap in ADL limitations diverged throughout the 20-year period, while the corresponding period-based change in gender disparity was not significant. These findings suggested that age, period, and cohort had different and independent effects on ADL disability among Chinese older adults. The age effect on trends in ADL is stronger compared to period and cohort effects. The gender and residence disparities in disability increased with age and decreased with successive cohorts. These patterns might help inform healthcare planning and the priorities for medical resource allocation accordingly.
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Saito J, Murayama H, Ueno T, Saito M, Haseda M, Saito T, Kondo K, Kondo N. Functional disability trajectories at the end of life among Japanese older adults: findings from the Japan Gerontological Evaluation Study (JAGES). Age Ageing 2022; 51:6834144. [PMID: 36413588 PMCID: PMC9681128 DOI: 10.1093/ageing/afac260] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND this study aimed to identify distinct subgroups of trajectories of disability over time before 3 years of death and examine the factors associated with trajectory group membership probabilities among community-dwelling Japanese older adults aged 65 years and above. METHODS participants included 4,875 decedents from among community-dwelling Japanese older adults, aged ≥ 65 years at baseline (men: 3,020; women: 1,855). The certified long-term care levels of the national long-term care insurance (LTCI) system were used as an index of functional disability. We combined data from the 2010 Japan Gerontological Evaluation Study and data from the 2010 to 2016 LTCI system. Group-based mixture models and multinominal logistic regression models were used for data analysis. RESULTS five distinct trajectories of functional disability in the last 3 years of life were identified: 'persistently severe disability' (10.3%), 'persistently mild disability' (13.0%), 'accelerated disability' (12.6%), 'catastrophic disability' (18.8%) and 'minimum disability' (45.2%). Multinominal logistic regression analysis found several factors associated with trajectory membership; self-rated health was a common predictor regardless of age and gender. The analysis also showed a paradoxical association; higher education was associated with trajectory group membership probabilities of more severe functional decline in men over 85 years at death. CONCLUSIONS individual perception of health was a strong predictor of trajectories, independent of demographic factors and socio-economic status. Our findings contribute to the development of policies for the long-term care system, particularly for end-of-life care, in Asian countries.
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Affiliation(s)
| | | | - Takayuki Ueno
- Center for Preventive Medical Sciences, Chiba University, Chiba, Japan
| | - Masashige Saito
- Faculty of Social Welfare, Nihon Fukushi University, Aichi, Japan,Center for Well-being and Society, Nihon Fukushi University, Aichi, Japan
| | - Maho Haseda
- Department of Social Epidemiology, Graduate School of Medicine and School of Public Health, Kyoto University, Kyoto, Japan
| | - Tami Saito
- Department of Social Science, Research Institute, National Center for Geriatrics and Gerontology, Aichi, Japan
| | - Katsunori Kondo
- Center for Preventive Medical Sciences, Chiba University, Chiba, Japan,Center for Well-being and Society, Nihon Fukushi University, Aichi, Japan,Center for Gerontology and Social Science, Research Institute, National Center for Geriatrics and Gerontology, Aichi, Japan
| | - Naoki Kondo
- Address correspondence to: Naoki Kondo, Department of Social Epidemiology, Graduate School of Medicine and School of Public Health, Kyoto University, Kyoto, Japan.
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Walsh CE, Yang YC, Oi K, Aiello A, Belsky D, Harris KM, Plassman BL. Age Profiles of Cognitive Decline and Dementia in Late Life in the Aging, Demographics, and Memory Study. J Gerontol B Psychol Sci Soc Sci 2022; 77:1880-1891. [PMID: 35171992 PMCID: PMC9535777 DOI: 10.1093/geronb/gbac038] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES To better understand the temporal dynamics of progression from cognitive decline to onset of dementia in the dementia-free older population in the United States. METHODS We used longitudinal data from a diverse national population-based sample of older adults (N = 531) in the Aging, Demographics, and Memory Study from the Health and Retirement Study with repeated measures of cognitive function and dementia diagnosis during 12 years of follow-up from 1996 to 2009. We employed joint latent class mixed models to estimate the association between cognitive change and competing risks of dementia and nondementia death and identify heterogeneity in the age profiles of such association adjusting for baseline characteristics. RESULTS Our analyses found 3 latent classes with distinct age profiles of cognitive decline and associated risk of dementia and mortality: "Rapid Cognitive Decline" (19.6%), "Moderate Progression" (44.6%), and "Optimal Cognitive Aging" (35.8%). When simultaneously accounting for cognitive trajectories and time-to-dementia/death, we also found associations of baseline covariates with slope of cognitive decline (e.g., steeper decline among non-Hispanic Blacks and more educated) and risk of dementia (e.g., greater risk for females and apolipoprotein E-4 carriers, but no difference by education level) that differ substantially from those in separate longitudinal mixed models or survival models. DISCUSSION The differential age patterns of cognitive decline predicting dementia incidences identified in this study suggest variation in the course of cognitive aging in older adults that may inform future etiological and intervention studies.
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Affiliation(s)
- Christine E Walsh
- Department of Health, Behavior, Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Yang C Yang
- Department of Sociology, Lineberger Cancer Center, and Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Katsuya Oi
- Department of Sociology, Northern Arizona University, Flagstaff, Arizona, USA
| | - Allison Aiello
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Daniel Belsky
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York City, New York, USA
| | - Kathleen Mullan Harris
- Department of Sociology, Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Brenda L Plassman
- Department of Psychiatry and Behavioral Science, Duke University, Durham, North Carolina, USA
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Wu Y, Xiang C, Jia M, Fang Y. Interpretable classifiers for prediction of disability trajectories using a nationwide longitudinal database. BMC Geriatr 2022; 22:627. [PMID: 35902789 PMCID: PMC9336105 DOI: 10.1186/s12877-022-03295-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 07/12/2022] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVES To explore the heterogeneous disability trajectories and construct explainable machine learning models for effective prediction of long-term disability trajectories and understanding the mechanisms of predictions among the elderly Chinese at community level. METHODS This study retrospectively collected data from the Chinese Longitudinal Healthy Longevity and Happy Family Study between 2002 and 2018. A total of 4149 subjects aged 65 + in 2002 with completed activities of daily living (ADL) information for at least three waves were included. The mixed growth model was used to identify disability trajectories, and five machine learning models were further established to predict disability trajectories using epidemiological variables. An explainable approach was deployed to understand the model's decisions. RESULTS Three distinct disability trajectories, including normal class (77.3%), progressive class (15.5%), and high-onset class (7.2%), were identified for three-class prediction. The latter two were further merged into abnormal class, accompanied by normal class for two-class prediction. Machine learning, especially random forest and extreme gradient boosting achieved good performance in both two tasks. ADL, age, leisure activity, cognitive function, and blood pressure were key predictors. CONCLUSION The findings suggest that machine learning showed good performance and maybe of additional value in analyzing quality indicators in predicting disability trajectories, thereby providing basis to personalize intervention measures.
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Affiliation(s)
- Yafei Wu
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, Fujian, China.,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China
| | - Chaoyi Xiang
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China
| | - Maoni Jia
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China.,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China
| | - Ya Fang
- The State Key Laboratory of Molecular Vaccine and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China. .,National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, 361102, Fujian, China. .,Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen, 361102, Fujian, China. .,School of Public Health, Xiamen University, Xiang'an Nan Road, Xiang'an District, Xiamen, 361102, Fujian, China.
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Trujillo AJ, Gutierrez JC, Garcia Morales EE, Socal M, Ballreich J, Anderson G. Trajectories of prices in generic drug markets: what can we infer from looking at trajectories rather than average prices? HEALTH ECONOMICS REVIEW 2022; 12:37. [PMID: 35819735 PMCID: PMC9278003 DOI: 10.1186/s13561-022-00384-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 06/15/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Well-functioning competitive markets are key to controlling generic drug prices. This is important since over 90% of all drugs sold in the US are generics. Recently, there have been examples of large price increases in the generic market. METHODS This paper examines price trajectories for generic drugs using a group-based trajectory modelling approach (GBTM). We fit the model using quarterly price information in the IBM MarketScan claims database for the past decade. RESULTS We identify three dominant price trajectories for this period: rapid increase trajectories, slow decline and rapid decline. Most generic drugs show a slow or a rapid decline in price trajectories. However, around 17% of all generic drugs show rapid price increase trajectories. CONCLUSIONS As Congress is exploring an excise tax on drugs whose list price increases faster than the rate of inflation, we discuss what drugs would be most likely to be affected by this law.
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Affiliation(s)
- Antonio J. Trujillo
- Department of International Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, USA
| | - Jose C. Gutierrez
- Department of International Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, USA
| | | | - Mariana Socal
- Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, USA
| | - Jeromie Ballreich
- Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, USA
| | - Gerard Anderson
- Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, USA
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Abstract
In 2020, China's population aged 60 or older exceeded 264 million, representing 25% of the global population in that age-group. Older adults in China experienced periods of dramatic political and social unrest in early life, as well as economic transformations leading to drastic improvements in living standards during adulthood and older age. However, the implications of life course socioeconomic status (SES) trajectories for healthy longevity in later life have not been systematically studied in China. We utilize data from the China Health and Retirement Longitudinal Study (CHARLS) to comprehensively investigate how early-life conditions and adult SES combine to influence healthy longevity in later life. We find that both childhood and adulthood SES are associated with late-life health. The largest disparities in life expectancy (LE) and disability-free LE are found between those with persistently low SES throughout life and those with consistently high SES. At age 45, the gap in total LE between the most advantaged and least advantaged groups is six years for men and five years for women. Despite China's major policy changes prioritizing equity in income and health care in recent decades, our findings suggest that dramatic health inequalities among older adults remain. Our findings extend the literature on the effect of socioeconomic patterns across the life course on gradients in later-life health and highlight continuing disparities in healthy longevity among older adults in China.
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Affiliation(s)
- Collin F Payne
- School of Demography, Research School of Social Sciences, The Australian National University, Canberra, Australia
| | - Kim Qinzi Xu
- School of Demography, Research School of Social Sciences, The Australian National University, Canberra, Australia
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Fong JH, Feng Q, Zhang W, Chen H. Time trend analysis of leisure-time activity participation among young-old adults in China 2002-2018. BMC Public Health 2022; 22:417. [PMID: 35232397 PMCID: PMC8889756 DOI: 10.1186/s12889-022-12838-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Accepted: 02/21/2022] [Indexed: 12/04/2022] Open
Abstract
Background To examine the time trends of leisure activity engagement among young-old adults aged 65–74 in China over a 16-year period. Methods Data for a nationally representative sample of young-old adults was sourced from the 2002–2018 Chinese Longitudinal Healthy Longevity Survey (N = 9504). Generalized estimating equations regressions were implemented to assess temporal trends for 10 different leisure-time activities. We also evaluated time trends for solitary versus social leisure-time activities. Results Young-old adults were less likely to engage in any form of social activities (e.g. participate in social events) over time, controlling for other confounders such as age, sex, education, income, and health characteristics. Trends in outdoor activities participation and tourism also declined over 2002-2014, but reversed in 2018. In contrast, solitary leisure activities (e.g. watching TV) became more popular. There was a significant spike in the likelihood of keeping pets from 2011 onwards, especially among urbanites. Conclusions The future elderly in China have tended towards home-bound and solitary leisure activities over time, which warrants policy attention and public health interventions to reverse such trends. Supplementary Information The online version contains supplementary material available at 10.1186/s12889-022-12838-1.
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Affiliation(s)
- Joelle H Fong
- Lee Kuan Yew School of Public Policy, National University of Singapore, 469C Bukit Timah Road, National University of Singapore, Singapore, Singapore.
| | - Qiushi Feng
- Department of Sociology & Centre for Family and Population Research, National University of Singapore, Singapore, Singapore
| | - Wei Zhang
- Department of Sociology, University of Hawai'i at Mānoa, Honolulu, USA
| | - Huashuai Chen
- School of Business, Xiangtan University, Hunan, China.
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Chaoping P, Cen W, Kelifa MO, Xuyang L, Wang P. Gender disparity in disability among Chinese oldest-old: Age and cohort trends. J Women Aging 2022; 35:243-258. [PMID: 35201970 DOI: 10.1080/08952841.2022.2031711] [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] [Indexed: 10/19/2022]
Abstract
This study aimed at exploring gender disparity in disability and identifying related disablement process factors among Chinese oldest-old. Data came from eight waves of the Chinese Longitudinal Healthy Longevity Study (CLHLS). A hierarchical logistic Age-Period-Cohort (A-P-C) model was used to estimate the trend of gender disparity, and related disablement process factors were further decomposed by the Oaxaca-Blinder decomposition. Our results found that women had higher disabilities than men. The age-based trend of gender disparity in Instrumental Activities of Daily Living (IADL) continued to decline; that in Functional Limitation (FL) increased at first and then declined. The cohort-based trend of gender disparity in IADL showed a decreasing trend with each subsequent cohort; that in FL showed an increasing trend. Among the disablement process factors, health behaviors and social supports were the most important contributors to gender disparity in disability. The disability was higher for women than men, and the gender differences were attenuated at very old ages. To reduce gender disparities in disability, more attention should be paid to relevant factors of gender disparity in disability.
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Affiliation(s)
- Pan Chaoping
- School of Public Health, Wuhan University, Wuhan, China
| | - Wang Cen
- School of Public Health, Wuhan University, Wuhan, China
| | | | - Li Xuyang
- School of Public Health, Wuhan University, Wuhan, China
| | - Peigang Wang
- School of Public Health, Wuhan University, Wuhan, China
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Gardeniers MKM, van Groenou MIB, Meijboom EJ, Huisman M. Three-year trajectories in functional limitations and cognitive decline among Dutch 75+ year olds, using nine-month intervals. BMC Geriatr 2022; 22:89. [PMID: 35105338 PMCID: PMC8805337 DOI: 10.1186/s12877-021-02720-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Accepted: 12/03/2021] [Indexed: 11/29/2022] Open
Abstract
Background Using longitudinal panel data, we aimed to identify three-year trajectories in cognitive and physical functioning among Dutch older adults, and the characteristics associated with these trajectories. Methods We used Group-based Trajectory Modelling with mortality jointly estimated to identify trajectories, using a scale composed of 6 Activities of Daily Living (ADL) as a measure of physical functioning, and the short mini mental status examination (sMMSE) or the Informant Questionnaire on Cognitive Decline in the Elderly (IQCODE) as a measure of cognitive functioning. Data came from 574 Dutch adults aged 75+, collected in five nine-month measurement waves (2015–2018) for the Longitudinal Aging Study Amsterdam. Results For physical functioning five trajectories were identified: ‘high’, ‘moderate’, ‘steeply declining’, ‘gradually declining’, and ‘continuously low’; and for cognitive functioning: ‘high’, ‘moderate’, ‘declining’, and ‘low’. Living in an institution, and being lower educated increased the probability of the two continuously low functioning trajectories, whereas old age and multimorbidity increased the probability of low physical functioning, but multimorbidity decreased the probability of low cognitive functioning. Associations for steeply declining physical functioning were absent. Being older and having multimorbidity increased the probability of gradually declining physical functioning and declining cognitive functioning. A higher prevalence of lung- and heart disease, cancer, and rheumatic disease was found in the gradually declining physical functioning group; and a higher prevalence of diabetes, cerebrovascular accidents, and cancer was found in the declining cognitive functioning group. High and moderate physical functioning and high cognitive functioning were characterized by being younger, community-dwelling, and higher educated. Having multimorbidity negatively predicted high and moderate physical functioning, but was not associated with high and moderate cognitive functioning. Conclusions This study identified trajectories comparable to studies that used longer time intervals, showing the consistent presence of heterogeneity in both physical and cognitive trajectories. Co-modelling mortality resulted in bigger group sizes for the more adverse trajectories. The favourable trajectories, containing most of the participants, were mostly characterized by absence of disease. The prevalence of chronic diseases differed between the declining trajectories, suggesting that certain diseases tend to induce cognitive decline rather than physical decline, and vice versa. Supplementary Information The online version contains supplementary material available at 10.1186/s12877-021-02720-x.
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Affiliation(s)
| | | | - Erik Jan Meijboom
- Department of Sociology, Vrije Universiteit Amsterdam, De Boelelaan, 1081, Amsterdam, The Netherlands
| | - Martijn Huisman
- Department of Epidemiology & Biostatistics, Amsterdam Public Health research institute, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan, 1117, Amsterdam, Netherlands
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Killeen OJ, Xiang X, Powell D, Reed NS, Deal JA, Swenor BK, Ehrlich JR. Longitudinal Associations of Self-Reported Visual, Hearing, and Dual Sensory Difficulties With Symptoms of Depression Among Older Adults in the United States. Front Neurosci 2022; 16:786244. [PMID: 35153667 PMCID: PMC8829390 DOI: 10.3389/fnins.2022.786244] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 01/04/2022] [Indexed: 01/19/2023] Open
Abstract
Evidence conflicts on the association between sensory difficulty and depression. Few studies have examined this association using longitudinal or population-based data. We used data from Rounds 1-9 of the nationally representative National Health and Aging Trends Study to evaluate the longitudinal association between self-reported visual, hearing, and dual sensory difficulties and clinically significant depressive symptoms. Multivariable Cox regression models were used to evaluate the hazard of incident depressive symptoms. Group-based trajectory modeling identified depressive symptom trajectories (DSTs). Multinomial logistic regression was used to examine the association between sensory status and DSTs. A total of 7,593 participants were included: 56.5% were female, 53.0% were 65-74 years old, 19.0% (95% CI 17.9-20.2%) had hearing, 5.6% (4.9-6.4%) had visual, and 3.3% (2.9-3.8%) had dual sensory difficulties at baseline. Hazard ratios for depressive symptoms in those with visual, hearing, and dual sensory difficulties were 1.25 (95% CI 1.00-1.56, p = 0.047), 0.98 (95% CI 0.82-1.18, p = 0.82), and 1.67 (95% CI 1.29-2.16, p < 0.001), respectively, relative to those without sensory difficulty. A model with four trajectory groups best fit the data. Group 1 (35.8% of the sample, 95% CI: 34.1-37.4) had persistently low risk of depressive symptoms; Group 2 (44.8%, 43.4-46.3) had low but increasing risk; Group 3 (7.1%, 6.2-8.3) had moderate risk; and Group 4 (12.4%, 11.5-13.3) had moderate to high risk that increased. Compared to those without sensory difficulties, individuals with each difficulty were significantly more likely to belong to a group other than Group 1. This study reveals associations between sensory difficulties and mental health that can inform public health interventions.
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Affiliation(s)
- Olivia J. Killeen
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI, United States,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, United States
| | - Xiaoling Xiang
- School of Social Work, University of Michigan, Ann Arbor, MI, United States
| | - Danielle Powell
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Nicholas S. Reed
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States,Cochlear Center for Hearing and Public Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States,Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University, Baltimore, MD, United States
| | - Jennifer A. Deal
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States,Cochlear Center for Hearing and Public Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States,Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University, Baltimore, MD, United States
| | - Bonnielin K. Swenor
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD, United States,Center on Aging and Health, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Joshua R. Ehrlich
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI, United States,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, United States,Institute for Social Research, University of Michigan, Ann Arbor, MI, United States,*Correspondence: Joshua R. Ehrlich,
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Chen YM, Chiang TL, Chen DR, Tu YK, Yu HW, Chiu WY. Differing determinants of disability trends among men and women aged 50 years and older. BMC Geriatr 2022; 22:11. [PMID: 34979931 PMCID: PMC8722081 DOI: 10.1186/s12877-021-02574-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Accepted: 10/22/2021] [Indexed: 11/22/2022] Open
Abstract
Background Researchers have emphasized the importance of examining how different factors affect men’s and women’s functional status over time. To date, the literature is unclear about whether sex affects the rate of change in disability in middle to older age. Researchers have further emphasized the importance of examining how different factors affect men’s and women’s functional status over time. We examined (a) sex differences in disability trends and (b) the determinants of the rate of change in disability for men and women 50 years and older. Methods This study utilized the Taiwan Longitudinal Study on Aging Survey, a nationally representative database (four waves of survey data 1996–2007, N = 3429). We modeled and compared the differences in disability trends and the influences of determinants on trends among men and women using multiple-indicator and multiple-group latent growth curves modeling (LGCM). Equality constraints were imposed on 10 determinants across groups. Results Once disability began, women progressed toward greater disability 18% faster than men. Greater age added about 1.2 times the burden to the rate of change in disability for women than men (p < 0.001). More comorbidities also added significantly more burden to baseline disability and rate of change in disability among women than men (p < 0.001), but women benefited more from higher education levels in lower baseline disability and slower rate of change. Having a better social network was associated with lower baseline disability among women only (p < 0.05). For both men and women, physically active leisure-time activities were beneficial in lower baseline disability (pmen and women < 0.001) and rate of change in disability (pmen < 0.01; pwomen < 0.05), with no significant differences between groups. Conclusions Age may widen the sex gap in the rate of change in disability. However, both sexes benefit from participating in leisure-time activities. Promoting health literacy improves health outcomes and physical function among women. Supplementary Information The online version contains supplementary material available at 10.1186/s12877-021-02574-3.
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Affiliation(s)
- Ya-Mei Chen
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Room 633, No. 17, Xu-Zhou Road, Taipei, 100, Taiwan.
| | - Tung-Liang Chiang
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Room 633, No. 17, Xu-Zhou Road, Taipei, 100, Taiwan
| | - Duan-Rung Chen
- Institute of Health Behaviors and Community Sciences, College of Public Health, National Taiwan University, Room 636, No. 17, Xu-Zhou Road, Taipei, 100, Taiwan
| | - Yu-Kang Tu
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Room 539, No. 17, Xu-Zhou Road, Taipei, 100, Taiwan
| | - Hsiao-Wei Yu
- Department of Gerontology and Health Care Management, Chang Gung University of Science and Technology, Room 1406, No. 261, Wenhua 1st Rd, Taoyuan, 333, Taiwan
| | - Wan-Yu Chiu
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Room 633, No. 17, Xu-Zhou Road, Taipei, 100, Taiwan
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Jung Y, Lyu J, Kim G. Multi-group frailty trajectories among older Koreans: Results from the Korean Longitudinal Study of Aging. Arch Gerontol Geriatr 2022; 98:104533. [DOI: 10.1016/j.archger.2021.104533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 09/17/2021] [Accepted: 09/19/2021] [Indexed: 11/15/2022]
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Joint trajectories of disability and related factors among older adults in China. Public Health 2021; 199:96-102. [PMID: 34583202 DOI: 10.1016/j.puhe.2021.08.018] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 08/07/2021] [Accepted: 08/23/2021] [Indexed: 11/21/2022]
Abstract
OBJECTIVES This study aimed to identify disability trajectories and discover early disablement process factors associated with disability trajectories among older adults in China. STUDY DESIGN This is a prospective cohort study. METHODS Data were obtained from five waves of the Chinese Longitudinal Healthy Longevity Survey (CLHLS, 2005 to 2018). The multitrajectory modelling approach was used to estimate the joint trajectories of activity of daily living (ADL) disability and instrumental activity of daily living (IADL) disability. A multinomial regression model was used to investigate how baseline disablement process factors among individuals aged 65-95 years are related to joint disability trajectory groups. RESULTS We identified three typical joint ADL and IADL disability trajectories. Demographic characters, social participation, community services, disease, impairment and functional limitations can all impact the disability trajectories among older adults. CONCLUSIONS The joint ADL and IADL disability trajectories of older adults are increasing, and the Chinese government should pay more attention to disability process elements to improve disability interventions among older adults.
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Kim MH, Xiang X. Hospitalization Trajectories in Home- and Community-Based Services Recipients: The Influence of Physician and Social Care Density. J Gerontol B Psychol Sci Soc Sci 2021; 76:1679-1690. [PMID: 33170274 DOI: 10.1093/geronb/gbaa199] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Indexed: 12/22/2022] Open
Abstract
OBJECTIVES Repeated hospitalizations among older adults receiving Home- and Community-Based Services (HCBS) may indicate unmet medical and social needs. This study examined all-cause hospitalization trajectories and the association between area-level resource density for medical and social care and the trajectory group membership. METHODS The study participants included 11,223 adults aged 60 years or older who were enrolled in public HCBS programs in Michigan between 2008 and 2012. Data sources included the Michigan interRAI-Home Care, Dartmouth Atlas of Health Care Data, the American Community Survey, and the County Business Patterns from the Census Bureau. The group-based trajectory modeling was used to identify trajectories of hospitalization over 15 months. Correlates of the trajectories were examined using multinomial logistic regression. RESULTS Four distinct hospitalization trajectory groups emerged: "never" (43.1%)-individuals who were rarely hospitalized during the study period, "increasing" (19.9%)-individuals who experienced an increased risk of hospitalization, "decreasing" (21.6%)-individuals with a decreased risk, and "frequent" (15.8%)-individuals with frequent hospitalizations. Older adults living in areas with a higher number of social service organizations for older adults and persons with disability were less likely to be on the "frequent" trajectory relative to the "decreasing" trajectory. The density of primary care physicians was not associated with the trajectory group membership. DISCUSSION Area-level social care resource density contributes to changes in 15-month hospitalization risks among older adult recipients of HCBS.
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Affiliation(s)
- Min Hee Kim
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco
| | - Xiaoling Xiang
- School of Social Work, University of Michigan, Ann Arbor
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Fustinoni S, Santos-Eggimann B, Henchoz Y. Trajectories of phenotypical frailty over a decade in young-old community-dwelling adults: results from the Lc65+ study. J Epidemiol Community Health 2021; 76:216-222. [PMID: 34433618 DOI: 10.1136/jech-2021-216633] [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: 02/09/2021] [Accepted: 08/08/2021] [Indexed: 11/04/2022]
Abstract
BACKGROUND Few studies have examined the frailty trajectories of young-old adults using Fried frailty phenotype. Dropouts due to death were rarely taken into account. This longitudinal study aimed to identify trajectories with and without adjustment for non-random attrition and to analyse related factors. METHODS We used the first two samples of community-dwelling people in the Lausanne cohort 65+. Frailty phenotype was assessed at age 66-71 years and every third year over 10 years. A group-based trajectory modelling-first without and then with adjustment for non-random attrition-identified trajectories among all individuals with at least two observations (n=2286), excluding dropouts for reasons other than death. Multinomial logistic regressions estimated independent effects of participants' baseline characteristics. RESULTS We identified three frailty trajectories (low, medium and high). Participants in the highest trajectory had a higher mortality over 10 years. (Pre)frailty at baseline was the main factor associated with adverse trajectories. Smoking, obesity, comorbidity and negative self-perceived health were associated with unfavourable trajectories independently of baseline frailty, while social engagement was related to the lowest frailty trajectory. Ignoring transitions to death attenuated the estimated effects of age on trajectories. CONCLUSIONS Fried frailty phenotype should be assessed in individuals aged late 60s as it is strongly associated with frailty trajectories in the following decade of their life. Lifetime prevention of behavioural risk factors such as smoking and obesity is the strategy most likely to influence the development of frailty in older populations. Furthermore, our results underline social engagement as an important area of interest for future research.
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Affiliation(s)
- Sarah Fustinoni
- Department of Epidemiology and Health Systems, Center for Primary Care and Public Health (Unisanté), University of Lausanne, Switzerland
| | - Brigitte Santos-Eggimann
- Department of Epidemiology and Health Systems, Center for Primary Care and Public Health (Unisanté), University of Lausanne, Switzerland
| | - Yves Henchoz
- Department of Epidemiology and Health Systems, Center for Primary Care and Public Health (Unisanté), University of Lausanne, Switzerland
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Edjolo A, Dartigues JF, Pérès K, Proust-Lima C. Heterogeneous Long-Term Trajectories of Dependency in Older Adults: The PAQUID Cohort, a Population-Based Study over 22 years. J Gerontol A Biol Sci Med Sci 2021; 75:2396-2403. [PMID: 32115657 DOI: 10.1093/gerona/glaa057] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND A critical step toward successful aging is to identify opportunities for prevention of functional decline. Our aim was to describe the heterogeneity in trajectories of dependency preceding death in elders and to identify factors associated with this heterogeneity. METHODS The study relied on 3,238 participants of the prospective population-based PAQUID cohort aged 65+ at baseline in 1988. Dependency was defined from an 11-item scale of basic and instrumental activities of daily living (ADL: bathing, dressing, toileting, continence, eating, and transferring; instrumental activities of daily living (IADL): telephoning, shopping, using transport, handling medication, and managing finances) collected over 22 years. Heterogeneous trajectories were estimated using a longitudinal item response theory model including latent classes. RESULTS Five distinct profiles of functional dependency were identified over the two last decades of life: persistently high (12%), moderate (26%), persistently low (40%), and accelerated high dependency (15%), and no dependency (8%). Main factors associated with heterogeneity included age at death, sex, education, initial cognition (Mini-Mental State Examination [MMSE] score and dementia), initial disability, and poly-medication. CONCLUSIONS In the two last decades of life, more than 9 elders in 10 were characterized as functional decliners. On average, around half of the elders died with no or mild dependency, while 27% live several years with a high level of limitations and would need assistance in activities of daily living, at least for 2-4 years preceding death. The identified factors associated with these trajectories are important to understand functional heterogeneity in elders and to propose interventions to postpone or prevent "chronic" disability.
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Affiliation(s)
- Arlette Edjolo
- Univ. Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR, France
| | | | - Karine Pérès
- Univ. Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR, France
| | - Cécile Proust-Lima
- Univ. Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR, France
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25
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Hu B. Trajectories of informal care intensity among the oldest-old Chinese. Soc Sci Med 2020; 266:113338. [DOI: 10.1016/j.socscimed.2020.113338] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Revised: 08/24/2020] [Accepted: 08/28/2020] [Indexed: 11/16/2022]
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Xiang X, Chen J, Kim M. Trajectories of Homebound Status in Medicare Beneficiaries Aged 65 and Older. THE GERONTOLOGIST 2020; 60:101-111. [PMID: 30864658 DOI: 10.1093/geront/gnz023] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND AND OBJECTIVES The purpose of this study was to examine the trajectories of homebound status in older adults and to investigate the risk factors in shaping the pattern of these trajectories. RESEARCH DESIGN AND METHODS The study sample was a nationally representative sample of Medicare beneficiaries aged 65 and older (N = 7,607) from the National Health and Aging Trends Study (Round 1-Round 7). Homebound state was defined as never or rarely went out the home in the last month. Homebound trajectories were identified using an enhanced group-based trajectory modeling that accounted for nonrandom attrition. Multinomial logistic regression was used to examine risk factors of homebound trajectories. RESULTS Three trajectory groups were identified: the "never" group (65.5%) remained nonhomebound; the "chronic" group were largely persistently homebound (8.3%); and the "onset" group (26.2%) had a rapid increase in their risk of being homebound over the 7-year period. The following factors increased the relative risk for being on the "onset" and "chronic" versus the "never" trajectory: older age, Hispanic ethnicity, social isolation, past or current smoking, instrumental activities of daily living limitations, probable dementia, and use of a walker or wheelchair. Male sex and living alone were associated with a lower risk of being on the "chronic" trajectory, whereas depression and anxiety symptoms, chronic conditions, and activities of daily living limitations increased the risk. DISCUSSION AND IMPLICATIONS The progression of homebound status among community-dwelling older adults followed three distinct trajectories over a 7-year period. Addressing social isolation and other risk factors may prevent or delay the progression to homebound state.
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Affiliation(s)
- Xiaoling Xiang
- School of Social Work, University of Michigan, Ann Arbor
| | - Jieling Chen
- Department of Social Work and Social Administration, University of Hong Kong, Hong Kong, China
| | - MinHee Kim
- School of Social Work, University of Michigan, Ann Arbor
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Zhang W, Feldman MW. Disability trajectories in activities of daily living of elderly Chinese before death. ACTA ACUST UNITED AC 2020. [DOI: 10.1007/s42379-020-00063-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
AbstractThis study aims to analyze the changes in activities of daily living (ADL) of the Chinese elderly before death, and to explore the heterogeneity in this process. Using data from the Chinese Longitudinal Healthy Longevity Survey (CLHLS), we quantify disability trajectories of ADL using a group-based trajectory model and find that there are three types of disability trajectory for ADL. The elderly who differ by socioeconomic status, childhood experiences, health behaviors, ages and birth cohorts show significant differences in their disability trajectories. Long duration of disability is found to be more prevalent in older females and people with high socioeconomic status. Good and stable status of ADL is more common among males and people of low socioeconomic status, while the elderly in an early cohort who died at older ages were more likely to have experienced a long duration of disability. Selective and protective effects contribute to the observed differences in trajectories.
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Voigt M, Abellán A, Pérez J, Ramiro D. The effects of socioeconomic conditions on old-age mortality within shared disability pathways. PLoS One 2020; 15:e0238204. [PMID: 32881884 PMCID: PMC7470411 DOI: 10.1371/journal.pone.0238204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Accepted: 08/11/2020] [Indexed: 11/18/2022] Open
Abstract
Objective How disability manifests itself in an individual is a highly complex process influenced by a wide range of individual and environmental factors. Its complexity makes the search for generalizable characteristics of the disablement process a challenging task. Consequentially, little is known about how the effect on other health outcomes such as life expectancy are modified after the onset of chronic ailments. In this paper we posit an alternative approach to generalize health trajectories of older people with disability and then analyze how socioeconomic conditions affect the longevity within these trajectory groups. Methods Individual level information about the first three successive onsets of chronic disability after age 50 is transformed into state-sequences. We extract trajectory groups based on onset time and the time spent in a certain state. Mortality hazards are then estimated with a Gompertz proportional hazards model to compare effects of different socioeconomic measures within the trajectory groups. Results Three distinct trajectory groups are identified, the mild (1), the early severe (2), and late severe (3) pathway. Estimates of the mortality analysis suggest that social inequalities in longevity are less pronounced after onset of old-age disability. We found a consistent survival prolonging effect for individuals who engage in daily activities (such as meeting with friends, walking) that ranged between 33.2% and 77.3%. The importance of other variables varies between trajectory groups. Discussion This study shows how health trajectories of individuals with disability can be generalized when information on the onset and severity of single conditions is available. Such an approach may help us to better predict health and care expenditures and help families and individuals with their personal care planning. The findings from the subsequent survival analysis suggest a substantial reduction of socioeconomic mortality differences after onset of old-age disability, which appears to be independent of its nature.
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Affiliation(s)
- Mathias Voigt
- Center for Humanities and Social Sciences, Spanish National Research Council, Madrid, Spain
| | - Antonio Abellán
- Center for Humanities and Social Sciences, Spanish National Research Council, Madrid, Spain
| | - Julio Pérez
- Center for Humanities and Social Sciences, Spanish National Research Council, Madrid, Spain
| | - Diego Ramiro
- Center for Humanities and Social Sciences, Spanish National Research Council, Madrid, Spain
- * E-mail:
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Leu Agelii M, Andersson M, Jones BL, Sjöwall C, Kastbom A, Hafström I, Forslind K, Gjertsson I. Disease activity trajectories in rheumatoid arthritis: a tool for prediction of outcome. Scand J Rheumatol 2020; 50:1-10. [PMID: 32856510 DOI: 10.1080/03009742.2020.1774646] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Objective: Predicting treatment response and disease progression in rheumatoid arthritis (RA) remains an elusive endeavour. Identifying subgroups of patients with similar progression is essential for understanding what hinders improvement. However, this cannot be achieved with response criteria based on current versus previous Disease Activity Scores, as they lack the time component. We propose a longitudinal approach that identifies subgroups of patients while capturing their evolution across several clinical outcomes simultaneously (multi-trajectories). Method: For exploration, the RA cohort BARFOT (n = 2829) was used to identify 24 month post-diagnosis simultaneous trajectories of 28-joint Disease Activity Score and its components. Measurements were available at inclusion (0), 3, 6, 12, 24, and 60 months. Multi-trajectories were found with latent class growth modelling. For validation, the TIRA-2 cohort (n = 504) was used. Radiographic changes, assessed by the modified Sharp van der Heijde score, were correlated with trajectory membership. Results: Three multi-trajectories were identified, with 39.6% of the patients in the lowest and 18.9% in the highest (worst) trajectory. Patients in the worst trajectory had on average eight tender and six swollen joints after 24 months. Radiographic changes at 24 and 60 months were significantly increased from the lowest to the highest trajectory. Conclusion: Multi-trajectories constitute a powerful tool for identifying subgroups of RA patients and could be used in future studies searching for predictive biomarkers for disease progression. The evolution and shape of the trajectories in TIRA-2 were very similar to those in BARFOT, even though TIRA-2 is a newer cohort.
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Affiliation(s)
- M Leu Agelii
- Department of Rheumatology and Inflammation Research, Institute of Medicine, Sahlgrenska Academy, Gothenburg University , Gothenburg, Sweden
| | - Mle Andersson
- Section of Rheumatology, Department of Clinical Sciences Lund, Lund University , Lund, Sweden.,Spenshult Research and Development Center , Halmstad, Sweden
| | - B L Jones
- Department of Psychiatry, University of Pittsburgh Medical Center , Pittsburgh, PA, USA
| | - C Sjöwall
- Department of Rheumatology in Östergötland, and Department of Biomedical and Clinical Sciences, Linköping University , Linköping, Sweden
| | - A Kastbom
- Department of Rheumatology in Östergötland, and Department of Biomedical and Clinical Sciences, Linköping University , Linköping, Sweden
| | - I Hafström
- Division of Gastroenterology and Rheumatology, Department of Medicine Huddinge, Karolinska Institutet, and Karolinska University Hospital , Stockholm, Sweden
| | - K Forslind
- Section of Rheumatology, Department of Clinical Sciences Lund, Lund University , Lund, Sweden.,Department of Research and Education, Skånevård Sund, Region Skåne, Helsingborg´s Hospital , Helsingborg, Sweden
| | - I Gjertsson
- Department of Rheumatology and Inflammation Research, Institute of Medicine, Sahlgrenska Academy, Gothenburg University , Gothenburg, Sweden
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Hao L, Xu X, Dupre ME, Guo A, Zhang X, Qiu L, Zhao Y, Gu D. Adequate access to healthcare and added life expectancy among older adults in China. BMC Geriatr 2020; 20:129. [PMID: 32272883 PMCID: PMC7146971 DOI: 10.1186/s12877-020-01524-9] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 03/19/2020] [Indexed: 02/11/2023] Open
Abstract
BACKGROUND Adequate access to healthcare is associated with lower risks of mortality at older ages. However, it is largely unknown how many more years of life can be attributed to having adequate access to healthcare compared with having inadequate access to healthcare. METHOD A nationwide longitudinal survey of 27,794 older adults aged 65+ in mainland China from 2002 to 2014 was used for analysis. Multivariate hazard models and life table techniques were used to estimate differences in life expectancy associated with self-reported access to healthcare (adequate vs. inadequate). The findings were assessed after adjusting for a wide range of demographic factors, socioeconomic status, family/social support, health practices, and health conditions. RESULTS At age 65, adequate access to healthcare increased life expectancy by approximately 2.0-2.5 years in men and women and across urban-rural areas compared with those who reported inadequate access to healthcare. At age 85, the corresponding increase in life expectancy was 1.0-1.2 years. After adjustment for multiple confounding factors, the increase in life expectancy was reduced to approximately 1.1-1.5 years at age 65 and 0.6-0.8 years at age 85. In women, the net increase in life expectancy attributable to adequate access to healthcare was 6 and 8% at ages 65 and 85, respectively. In men, the net increases in life expectancy were generally greater (10 and 14%) and consistent after covariate adjustments. In contrast, the increase in life expectancy was slightly lower in rural areas (2.0 years at age 65 and 1.0 years at age 85) than in urban areas (2.1 years at age 65 and 1.1 years age 85) when no confounding factors were taken into account. However, the increase in life expectancy was greater in rural areas (1.0 years at age 65 and 0.6 years at age 85) than in urban areas (0.4 years at age 65 and 0.2 years at age 85) after accounting for socioeconomic and other factors. CONCLUSIONS Adequate access to healthcare was associated with longer life expectancy among older adults in China. These findings have important implications for efforts to improve access to healthcare among older populations in China.
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Affiliation(s)
- Lisha Hao
- School of Geographic Sciences, Nanjing Normal University, Nanjing, China
| | - Xin Xu
- School of Geographic Sciences, Nanjing Normal University, Nanjing, China
| | - Matthew E Dupre
- Department of Population Health Sciences, Department of Sociology, & Duke Clinical Research Institute, Duke University, Durham, NC, USA.
| | - Aimei Guo
- Ginling College, Nanjing Normal University, Nanjing, China
| | - Xufan Zhang
- Ginling College, Nanjing Normal University, Nanjing, China
| | | | - Yuan Zhao
- Ginling College & School of Geographic Sciences, Nanjing Normal University, Nanjing, China
| | - Danan Gu
- Independent Researcher, New York, USA.
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Engelman M, Jackson H. Gradual Change, Homeostasis, and Punctuated Equilibrium: Reconsidering Patterns of Health in Later Life. Demography 2019; 56:2323-2347. [PMID: 31713126 PMCID: PMC6917959 DOI: 10.1007/s13524-019-00826-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Longitudinal methods aggregate individual health histories to produce inferences about aging populations, but to what extent do these summaries reflect the experiences of older adults? We describe the assumption of gradual change built into several influential statistical models and draw on widely used, nationally representative survey data to empirically compare the conclusions drawn from mixed-regression methods (growth curve models and latent class growth analysis) designed to capture trajectories with key descriptive statistics and methods (multistate life tables and sequence analysis) that depict discrete states and transitions. We show that individual-level data record stasis irregularly punctuated by relatively sudden change in health status or mortality. Although change is prevalent in the sample, for individuals it occurs rarely, at irregular times and intervals, and in a nonlinear and multidirectional fashion. We conclude by discussing the implications of this punctuated equilibrium pattern for understanding health changes in individuals and the dynamics of inequality in aging populations.
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Affiliation(s)
- Michal Engelman
- Department of Sociology, Center for Demography of Health and Aging, and Center for Demography and Ecology, University of Wisconsin-Madison, Madison, WI, 53706, USA.
| | - Heide Jackson
- Department of Sociology, Center for Demography of Health and Aging, and Center for Demography and Ecology, University of Wisconsin-Madison, Madison, WI, 53706, USA
- Maryland Population Research Center, University of Maryland, College Park, MD, 20742, USA
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Ahmed T, French SD, Belanger E, Guerra RO, Zunzunegui MV, Auais M. Gender Differences in Trajectories of Lower Extremity Function in Older Adults: Findings From the International Mobility in Aging Study. J Am Med Dir Assoc 2019; 20:1199-1205.e4. [DOI: 10.1016/j.jamda.2019.04.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Revised: 04/03/2019] [Accepted: 04/14/2019] [Indexed: 11/30/2022]
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Xiang X. Seven-Year Trajectories of Depressive Symptoms and Their Predictors Among Older Americans. J Aging Health 2019; 32:795-806. [PMID: 31169060 DOI: 10.1177/0898264319852835] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Objective: This study examined the trajectories of depressive symptoms and associated factors in older adults using an enhanced group-based trajectory modeling. Method: The study sample consisted of 7,573 adults aged ≥65 years from the National Health and Aging Trends Study (Rounds 1-7). Depressive trajectories were estimated using a group-based trajectory modeling accounting for nonrandom attrition. Results: A four-trajectory model including "persistently low" (77.7%), "increasing" (7.9%), "declining," (5.5%), and "persistently high" (8.9%) was the best fit using methods accounting for nonrandom attrition. In comparison, methods not accounting for attrition estimated that only 3.2% of older adults were on the "persistently high" trajectory. There were significant differences in depressive trajectories by age, race/ethnicity, sex, physical, and cognitive functioning, and social connections. Discussion: Persistently high depressive symptoms affected a larger proportion of older adults than previously estimated. Depression had a more long-term and increasing course in the oldest-old.
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Hu X, Gu S, Sun X, Gu Y, Zhen X, Li Y, Huang M, Wei J, Dong H. Cognitive ageing trajectories and mortality of Chinese oldest-old. Arch Gerontol Geriatr 2019; 82:81-87. [PMID: 30716682 PMCID: PMC6451875 DOI: 10.1016/j.archger.2019.01.018] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Revised: 01/24/2019] [Accepted: 01/26/2019] [Indexed: 10/27/2022]
Abstract
OBJECTIVE This study aims to identify distinctive cognitive trajectories jointly with mortality probabilities and to explore factors related to the particular trajectories of cognitive ageing in China. METHOD 6842 individuals aged 80 years and above from 7 waves of the Chinese Longitudinal Healthy Longevity Survey were assessed with the Mini-Mental State Examination for up to 16 years. A group-based trajectory model was used to jointly estimate cognitive ageing and mortality trajectories; and to explore the factors related to membership of the trajectory groups. RESULTS A four-group model best fit the data. For all groups, the cognitive function declined with age according to different rates. Group 4, 3, 2, and 1 showed slow (prevalence 52.8%), moderate (31.1%), progressive (12.6%) and rapid (3.5%) cognitive decline, respectively. Mortality probability trajectories followed a hierarchy in consistence with cognitive trajectories approximately. Females, illiteracy, and those born in rural areas were less likely to belong to the most favorable trajectory group. CONCLUSIONS The heterogeneity of cognitive ageing was identified among Chinese oldest-old. Childhood socioeconomic status, especially education, was associated with the rate of cognitive decline.
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Affiliation(s)
- Xiaoqian Hu
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Shuyan Gu
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Xueshan Sun
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Yuxuan Gu
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Xuemei Zhen
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Yuanyuan Li
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Minzhuo Huang
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Jingming Wei
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
| | - Hengjin Dong
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China.
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Zhang W, Feldman MW, Du P. Process of Decline in Activities of Daily Living of Older Chinese People Prior to Death: Evidence From Three Cohorts. Res Aging 2019; 41:727-750. [DOI: 10.1177/0164027519841016] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objective: The study analyzes the decline in activities of daily living (ADL) prior to death among three cohorts of older Chinese. Method: With data from the Chinese Longitudinal Healthy Longevity Survey, the process of decline in ADL in older people born during the periods 1899–1908, 1909–1918, and 1919–1928 is analyzed using the hierarchical linear model with mixed effects. Results: The remaining survival time has a stronger effect on changes in ADL than chronological age, and there is significant heterogeneity among the older adults in ADL. Conclusion: Decline in ADL is delayed by extending life span. Older people with healthy behaviors, good living conditions in childhood, and age-friendly living environment have long-lasting good ADL during their remaining life span; socioeconomic resources help the older adults with ADL disabilities to survive. Selective effects of mortality and protective effects of socioeconomic resources explain the heterogeneity in ADL and its changes over time.
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Affiliation(s)
- Wenjuan Zhang
- Institute of Gerontology, Renmin University of China, Beijing, China
| | - Marcus W. Feldman
- Morrison Institute for Population and Resource Studies, Stanford University, Stanford, CA, USA
| | - Peng Du
- Institute of Gerontology, Renmin University of China, Beijing, China
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Jackson H, Engelman M, Roche KB. Robust Respondents and Lost Limitations: The Implications of Nonrandom Missingness for the Estimation of Health Trajectories. J Aging Health 2019; 31:685-708. [PMID: 29254422 PMCID: PMC5984107 DOI: 10.1177/0898264317747079] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE We offer a strategy for quantifying the impact of mortality and attrition on inferences from later-life health trajectory models. METHOD Using latent class growth analysis (LCGA), we identify functional limitation trajectory classes in the Health and Retirement Study. We compare results from complete case and full information maximum likelihood (FIML) analyses, and demonstrate a method for producing upper- and lower-bound estimates of the impact of attrition on results. RESULTS LCGA inferences vary substantially depending on the handling of missing data. For older adults who die during the follow-up period, the widely used FIML approach may underestimate functional limitations by up to 20%. DISCUSSION The most commonly used approaches to handling missing data likely underestimate the extent of poor health in aging populations. Although there is no single solution for nonrandom missingness, we show that bounding estimates can help analysts to better characterize patterns of health in later life.
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Affiliation(s)
- Heide Jackson
- Department of Sociology, Center for Demography and Ecology, Center for Demography of Health and Aging, University of Wisconsin-Madison
| | - Michal Engelman
- Department of Sociology, Center for Demography and Ecology, Center for Demography of Health and Aging, University of Wisconsin-Madison
| | - Karen Bandeen Roche
- Center on Aging and Health and Department of Biostatistics, Johns Hopkins University
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Brandão D, Ribeiro O, Afonso RM, Paúl C. Regional differences in morbidity profiles and health care use in the oldest old: Findings from two Centenarian Studies in Portugal. Arch Gerontol Geriatr 2019; 82:139-146. [PMID: 30797992 DOI: 10.1016/j.archger.2019.02.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 10/16/2018] [Accepted: 02/16/2019] [Indexed: 10/27/2022]
Abstract
BACKGROUND The worldwide increase of human life expectancy and the rapid aging of the population will contribute to an increasing prevalence of chronic illness. Even so, individuals who reach very advanced ages often postpone or escape age-related diseases that are common causes of death. OBJECTIVE This article aims to examine health-related characteristics of two distinct samples of Portuguese centenarians (one predominantly rural - PR vs. one predominantly urban - PU), and explore potential dissimilarities in their morbidity profiles and use of health care services. METHODS A total of 241 centenarians were considered. Sociodemographic characteristics, health status, and use of health care services were assessed by semi-structured interviews with the centenarians and their proxies (family or formal caregiver). RESULTS A higher average of 4.80 self-reported illnesses (sd = 2.01) were found in the PU sample (vs. 2.96; sd = 1.77 in the PR sample); in overall the PR sample presented a better health condition with lower levels of physical and mental impairments, and a greater number of centenarians who did not succumb to the three most common lethal diseases (heart disease, non-skin cancer and stroke) in the elderly population (85.4% vs. 60% in the PU sample). CONCLUSIONS Portuguese centenarians experienced a substantial number of illnesses, but an overall better health status was found in centenarians from the PR area. By providing distinctive health-related profiles, our findings suggest the importance of contextual factors in shaping how very advanced ages may be achieved.
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Affiliation(s)
- Daniela Brandão
- Center for Health Technology and Services Research (CINTESIS), University of Porto, Porto, Portugal; Faculty of Medicine, University of Porto (FMUP-UP), Porto, Portugal
| | - Oscar Ribeiro
- Center for Health Technology and Services Research (CINTESIS), University of Porto, Porto, Portugal; Department of Education and Psychology, University of Aveiro (DEP.UA), Aveiro, Portugal.
| | - Rosa Marina Afonso
- Center for Health Technology and Services Research (CINTESIS), University of Porto, Porto, Portugal; Department of Psychology and Education, University of Beira Interior (UBI), Covilhã, Portugal
| | - Constança Paúl
- Center for Health Technology and Services Research (CINTESIS), University of Porto, Porto, Portugal; Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, Porto, Portugal
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Gore PG, Kingston A, Johnson GR, Kirkwood TBL, Jagger C. New horizons in the compression of functional decline. Age Ageing 2018; 47:764-768. [PMID: 30165372 PMCID: PMC6201827 DOI: 10.1093/ageing/afy145] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2018] [Indexed: 11/14/2022] Open
Abstract
Population ageing, which has come about through the combination of increases in life expectancy, larger post-war cohorts reaching older age and reductions in fertility, is challenging societies and particularly health and care providers, worldwide. In Europe, the USA and Japan, there have been increases in years spent with disability and dependency. The majority of such research, as well as professional health and social care practice, measures loss of functional capability or need for social care, by aggregate disability scores, based around activities of daily living and instrumental activities of daily living. Although useful for defining whether an individual has passed a threshold, aggregate scores obscure how functional decline unfolds, and therefore where early intervention might improve intrinsic capacity and reverse or slow down decline, or maintain function. We propose a framework, the compression of functional decline (CFD), based on the latest understanding of the hierarchy of age-related functional decline, which has the potential to (i) help people understand how to live better for longer, (ii) allow the various stakeholders to be able to measure, at a population level, whether that is happening and (iii) identify which interventions are most effective at which stages. CFD is coherent with the World Health Organisation’s Healthy Ageing model and is more easily understood by stakeholders and older people themselves, than current indicators such as frailty. CFD thus provides a realistic view of age-related functional decline in the context of modifiable behaviour to counter widespread public misconceptions about ageing and inform improvements.
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Affiliation(s)
- Peter G Gore
- Newcastle University Institute for Ageing, Newcastle University, UK
| | - Andrew Kingston
- Newcastle University Institute for Ageing, Newcastle University, UK
- Institute of Health & Society, Newcastle University, UK
| | | | - Thomas B L Kirkwood
- Newcastle University Institute for Ageing, Newcastle University, UK
- University of Copenhagen Center for Healthy Aging, Copenhagen, Denmark
| | - Carol Jagger
- Newcastle University Institute for Ageing, Newcastle University, UK
- Institute of Health & Society, Newcastle University, UK
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Yang L, Konttinen H, Martikainen P, Silventoinen K. Socioeconomic Status and Physical Functioning: A Longitudinal Study of Older Chinese People. J Gerontol B Psychol Sci Soc Sci 2018; 73:1315-1329. [PMID: 28329825 DOI: 10.1093/geronb/gbx010] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Indexed: 01/20/2023] Open
Abstract
Objectives We aimed to assess the longitudinal associations of socioeconomic status and physical functioning using a large population-based survey data in China. Method We used four waves of the Chinese Longitudinal Healthy Longevity Survey (2002-2011). Physical functioning was assessed by activities of daily living (ADL) and instrumental activities of daily living (IADL) measures. Socioeconomic status was assessed using educational attainment, occupational status, household income, financial resources, and access to health services. Latent growth curve model combined with selection model was utilized. Results High education was not associated with the baseline level or the rate of change in ADL score but predicted better baseline IADL functioning. High income was related to better IADL functioning but had no effect on the rate of change in IADL. Inadequate financial resources and unavailability of health services were mainly associated with poorer ADL and IADL functioning at baseline. White-collar occupation was unrelated to the trajectory of physical functioning. Discussion This study provides no support either for the cumulative disadvantage or age-as-leveler theory. Improving financial status and accessibility of health care services, especially in lower social classes, may help to improve the overall level of physical functioning of the older adults.
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Affiliation(s)
- Lei Yang
- Population Research Unit, University of Helsinki, Finland
| | - Hanna Konttinen
- Social Psychology, Department of Social Research, University of Helsinki, Finland
| | - Pekka Martikainen
- Population Research Unit, University of Helsinki, Finland.,Centre for Health Equity Studies (CHESS), Stockholm University and Karolinska Institutet, Sweden.,Max Planck Institute for Demographic Research, Rostock, Germany
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Hu B, Li L. The Protective Effects of Informal Care Receipt Against the Progression of Functional Limitations Among Chinese Older People. J Gerontol B Psychol Sci Soc Sci 2018; 75:1030-1041. [DOI: 10.1093/geronb/gby107] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2018] [Indexed: 02/06/2023] Open
Abstract
AbstractObjectiveThis study investigates the impacts of receiving informal care on the progression of functional limitations among older people aged 60 and older in China.MethodsThe data come from three waves of the China Health and Retirement Longitudinal Survey, which collected health- and aging-related information on a nationally representative sample of Chinese older people from 2011 to 2015. Multilevel regression models were used to analyze the data.ResultsThe protective effect of receiving informal care is stronger for the first 2 years after the baseline survey and tends to fade away or be reversed 4 years later. The protective effect is stronger among older people receiving low-intensity informal care and is gradually weakened with an increase in care intensity.DiscussionTrajectories of function capabilities are deeply embedded in social relationships. In the context of rapid population aging and increasing demand for informal care, government support for caregivers is needed to sustain the protective effects of informal care.
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Affiliation(s)
- Bo Hu
- Personal Social Services Research Unit, Department of Health Policy, London School of Economics and Political Science, London, UK
| | - Lei Li
- Institute of International Economics, School of Economics, Nankai University, Tianjin, China
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Kim JH, Rhee Y, Lee Y. Longitudinal changes in comorbidity patterns over time in relation to mortality in older Korean adults. Arch Gerontol Geriatr 2018; 79:63-68. [PMID: 30118924 DOI: 10.1016/j.archger.2018.08.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 08/04/2018] [Accepted: 08/07/2018] [Indexed: 11/18/2022]
Abstract
This study investigates the different pattern of change in comorbidity over time and its effect on mortality in older adults in South Korea. Data are from the National Health Insurance Service-Korean Senior (NHIS-Korean Senior) claim database, consisting of a random sample of 10% of adults aged 60 years and older. At baseline in 2002 121,733 subjects, who were admitted to the hospital at least once a year between 2002 and 2008, were analyzed. We used the Cox proportional hazards models after growth mixture modeling (GMM) to estimate trajectories in the combined comorbidity Index scores which is the Gagne's method between 2002 and 2008, and their 1-, 3-, and 5-year mortality rates. Five comorbidity trajectory groups were generated: consistently low, increased, decreased/low, decreased/high, and consistently high. After adjusting for all confounders, compared with decreased/low, the consistently high group presented the highest mortality risk (p < 0.001; Ptrend < 0.001), with hazard ratios (HR) of 3.48 at 1-year, 2.53 at 3-year, and 1.92 at 5-year follow-up, followed by the increased and decreased/high groups. Five distinct comorbidity trajectories were identified that predicted increased risk of mortality. The group with the consistently high comorbidity scores over time exhibited the highest mortality risk.
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Affiliation(s)
- Jae-Hyun Kim
- Department of Health Administration, College of Health Science, Dankook University, Cheonan, Republic of Korea; Institute of Health Promotion and Policy, Dankook University, Cheonan, Republic of Korea
| | - Yongjoo Rhee
- Department of Health Sciences, Dongduk Women's University, Seoul, Republic of Korea; Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Yunhwan Lee
- Department of Preventive Medicine and Public Health, Ajou University School of Medicine, Suwon, Republic of Korea; Institute on Aging, Ajou University Medical Center, Suwon, Republic of Korea.
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Potente C, Monden C. Disability pathways preceding death in England by socio-economic status. Population Studies 2018; 72:175-190. [PMID: 29770728 DOI: 10.1080/00324728.2018.1458993] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
Abstract
The role of socio-economic status (SES) in the last years of life is an under-researched aspect of health inequalities. This study examines disability patterns preceding death using data from the English Longitudinal Study of Ageing. We use repeated measures latent class analysis to identify the most common pathways preceding death in terms of walking ability and limitations in activities of daily living. Three pathways emerge: one characterized by consistently low disability; a second by a constant high level of functional limitations; and a third by medium impairment. We examine how different SES indicators predict belonging to each disability pathway. Conditional on income, higher wealth is associated with a lower likelihood of belonging to the high disability pathway. Contrary to our expectations, we find no educational gradient in the pathways preceding death. Health inequalities in the last years of life seem to exist especially between individuals with different levels of wealth.
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MacNeil Vroomen JL, Han L, Monin JK, Lipska KJ, Allore HG. Diabetes, Heart Disease, and Dementia: National Estimates of Functional Disability Trajectories. J Am Geriatr Soc 2018. [PMID: 29521414 DOI: 10.1111/jgs.15284] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVES To estimate the associations between diabetes, heart disease, and dementia, which may increase the difficulty of self-care; model functional disability trajectories jointly with attrition (death or dropout) over 5 years. DESIGN Population-based complex survey design. SETTING National Health and Aging Trends Study. PARTICIPANTS Community-dwelling Medicare beneficiaries aged 65 and older (N=7,609). MEASUREMENTS National estimates were generated using sampling weights. Sociodemographic characteristics, self-reported physician-diagnosed chronic conditions, six activities of daily living (ADL), and cognitive status were ascertained in annual in-person interviews. A joint model using group-based trajectory modeling was used to estimate the number of ADL disabilities and attrition probability. Multinomial logistic regression with survey weights was used to estimate the association between diabetes, heart disease, and dementia and resultant trajectories of disability, with the least disabled trajectory used as a reference. RESULTS Three functional disability trajectories were identified: 26.9 million (76.3%) individuals with no disability and a constant study attrition of 14.3%, 4.9 million (13.9%) with mild and increasing disability and 12% attrition in 2012 and 27.2% in 2015, and 3.4 million (9.7%) with severe and increasing disability and 25.4% attrition in 2012 and 35% in 2015. Persons with possible dementia, possible dementia and diabetes, or possible dementia with diabetes and heart disease had significantly greater odds of being on the mild disability trajectory than those with no disability. Persons with probable dementia, representing more than 1.5 million persons, regardless of concurrent conditions, had significantly greater odds of being on the severe disability trajectory than on the no disability trajectory. CONCLUSIONS Methods that generate national estimates and account for attrition and for multiple chronic conditions and cognitive status may be useful for health policy-makers to make decisions on care provisions and services.
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Affiliation(s)
- Janet L MacNeil Vroomen
- Section of Geriatrics, Department of Internal Medicine, School of Medicine, Yale University, New Haven, Connecticut
| | - Ling Han
- Section of Geriatrics, Department of Internal Medicine, School of Medicine, Yale University, New Haven, Connecticut
| | - Joan K Monin
- Social and Behavioral Sciences Department, School of Public Health, Yale University, New Haven, Connecticut
| | - Kasia J Lipska
- Section of Endocrinology Department of Internal Medicine, School of Medicine, Yale University, New Haven, Connecticut
| | - Heather G Allore
- Section of Geriatrics, Department of Internal Medicine, School of Medicine, Yale University, New Haven, Connecticut.,Department of Biostatistics, School of Public Health, Yale University, New Haven, Connecticut
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Abstract
Top themes of international research on disability in the past three decades are discussed: disability dynamics, buffers and barriers for disability, disability trends, and disability among very old persons. Each theme is highlighted by research examples. Turning to measurement, I discuss traditional measures of disability, new longer and shorter ones, and composites like disability-free life expectancy, noting their merits. Contemporary models of disability are presented, ranging from visual images to formal theories. The article ends on how scientists can facilitate movement of disability science into health care practice and policy.
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Taylor MG, Lynch SM, Ureña S. Race Differences in ADL Disability Decline 1984-2004: Evidence From the National Long-Term Care Survey. J Aging Health 2018; 30:167-189. [PMID: 28553798 PMCID: PMC5933052 DOI: 10.1177/0898264316673178] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE Disability declined in lower levels of impairment during the late 20th century. However, it is unclear whether ADL disability also declined, or whether it did so across race. In this study, we examine cohorts entering later life between 1984 and 1999, by race, to understand changing ADL disability. METHOD We used latent class methods to model trajectories of ADL disability and subsequent mortality in the National Long-Term Care Survey among cohorts entering older adulthood (ages 65-69) between 1984 and 1999. We examined patterns by race, focusing on chronic condition profiles. RESULTS White cohorts experienced consistent declines in ADL disability but Blacks saw little improvement with some evidence for increased disability. Stroke, diabetes, and heart attack were predominant in predicting disability among Blacks. DISCUSSION Declining disability trends were only observed consistently among Whites, suggesting previous and future disability trends and their underlying causes should be examined by race.
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Fong JH, Feng J. Comparing the loss of functional independence of older adults in the U.S. and China. Arch Gerontol Geriatr 2018; 74:123-127. [DOI: 10.1016/j.archger.2017.10.020] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2017] [Revised: 10/24/2017] [Accepted: 10/24/2017] [Indexed: 10/18/2022]
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Impact of the disability trajectory on the mortality risk of older adults in China. Arch Gerontol Geriatr 2017; 74:174-183. [PMID: 29126080 DOI: 10.1016/j.archger.2017.10.015] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2016] [Revised: 08/27/2017] [Accepted: 10/20/2017] [Indexed: 11/22/2022]
Abstract
Using data from the Chinese Longitudinal Health Longevity Survey of 2005, 2008 and 2011, the authors compared the difference in the disability trajectory (DT) of survivor, decedent and dropped-out survey respondents and examined gender differences in DT using a group-based trajectory model, gender differences in the impact of DT on mortality risk (MR) among older adults, and mediating effects of resources and health status during late life through survival analysis. This analysis shows that the DTs of the survivors, decedents and dropped-out respondents differ remarkably. The trajectories of the decedents generally begin higher and increase more rapidly. Three types of DT exist for both genders: Type 1, the "independent type"; Type 2, the "low start, rapidly increasing in late life type"; and Type 3, the "high start, rapid development type". Women are more likely to experience a DT of functional impairment. Men who experience the Type 3 trajectory suffer the highest MR, followed by those of the Type 1 and Type 2 trajectories. Women who experience the Type 3 trajectory suffer the highest MR, followed by those of the Type 2 and Type 1 trajectories. In addition, economic status, medical treatment, daily care by the family and chronic diseases mediate the impact of DT on MR for both genders, while the mediating effect of emotional support from children was only observed for women.
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Kuo HT, Lin KC, Lan CF, Li IC. Activities of daily living trajectories among institutionalised older adults: A prospective study. J Clin Nurs 2017; 26:4756-4767. [PMID: 28334483 DOI: 10.1111/jocn.13828] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/17/2017] [Indexed: 11/30/2022]
Abstract
AIMS AND OBJECTIVES To examine activities of daily living trajectory groups among older residents in Taiwan, and to determine the relative risks of demographic characteristics and health status in explaining the trajectory group of activities of daily living. BACKGROUND Activity of daily living is a crucial indicator of health status for institutionalised older adults. activities of daily living is a dynamic process and has differences in trajectory groups. DESIGN This study was a 3-year longitudinal analysis of long-term care facility residents in Taiwan. METHODS A total of 364 older residents completed the entire research process. We used group-based trajectory modelling and multinomial logistic models for statistical analysis. RESULTS The result of this study revealed that three activities of daily living trajectory groups among older residents exhibited high dependency with gradually declining function (Group 1, 22.53%), low dependency with gradually declining function (Group 2, 43.13%) and persistent independent function (Group 3, 34.34%). Compared with Group 3, Group 1 was related to the following potential risk factors: older age, female, nonmainland China born and a married status. After considering resident health status in the analysis, three significant factors emerged for Group 1: the number of chronic diseases (odds ratio = 2.45), depressive symptoms (odds ratio = 1.71) and cognitive status (odds ratio = 83.11). Compared with Group 3, Group 2 was related to older age. After adding resident health status to the analysis, two significant factors of Group 2 emerged: the number of chronic diseases (odds ratio = 1.68) and depressive symptoms (odds ratio = 1.74). CONCLUSION The findings of this study indicated that health factors, including the number of chronic diseases, cognitive status and depressive symptoms, were more likely to contribute to the development of a decline pattern of activities of daily living. RELEVANCE TO CLINICAL PRACTICE Appropriate exercise programmes and physical activities, according to residents' personal characteristics and activities of daily living status, is crucial for improving physical functioning, alleviating depression and cognitive defects in institutionalised older adults.
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Affiliation(s)
- Huai-Ting Kuo
- Cardinal Tien Junior College of Healthcare and Management, Yilan County, Taiwan
| | - Kuan-Chia Lin
- Institute of Hospital and Health Care Administration, National Yang-Ming University, Taipei, Taiwan
| | - Chung-Fu Lan
- Institute of Health and Welfare Policy, National Yang-Ming University, Taipei, Taiwan
| | - I-Chuan Li
- Institute of Community Health Care, National Yang-Ming University, Taipei, Taiwan
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Functional limitation trajectories and their determinants among women in the Philippines. DEMOGRAPHIC RESEARCH 2017; 36:863-892. [PMID: 30467456 PMCID: PMC6245607 DOI: 10.4054/demres.2017.36.30] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Limited evidence exists regarding how functional limitation patterns of women in developing countries unfold through midlife and into old age, a critical period during which the tendency to develop severe problems is fomented. OBJECTIVE Functional limitation prevalence and patterns through midlife into early old age, and their determinants, are examined among women in the Philippines. METHODS Data from the Cebu Longitudinal Health and Nutrition Study are monitored from 1994 to 2015. Patterns are categorized using group-based trajectory modeling. Predictors of group membership are modeled. RESULTS About half responding to all survey waves report functional limitation at least once over the study period. Movements in and out of functional limitation states are common. Between age 30 and 70, trajectories are categorized into four groups: 1) robust, 2) late onset, 3) early onset, and 4) recovery. Being married, living in a nuclear household, higher successful birth ratio, and higher education associate with favorable trajectories. More births, higher age at first birth, wealth, and urbanicity associate with less favorable trajectories. CONCLUSION Many possible routes into and out of functional limitation exist. The manifold patterns can be grouped into common trajectories. A number of earlier life characteristics associate with these trajectories. CONTRIBUTION This is the first analysis to ascertain common functional limitation trajectories and earlier life predictors among women as they age in a high fertility developing country setting. Recognizing these is an important step toward understanding global health given aging of the population and the likelihood of functional problems developing in women as they move into old age.
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Abstract
This analysis brings “aging with disability” into middle and older ages. We study U.S. adults ages 51+ and ages 65+ with persistent disability (physical, household management, personal care; physical limitations, instrumental activities of daily living [IADLs], activities of daily living [ADLs]), using Health and Retirement Study data. Two complementary approaches are used to identify persons with persistent disability, one based directly on observed data and the other on latent classes. Both approaches show that persistent disability is more common for persons ages 65+ than ages 51+ and more common for physical limitations than IADLs and ADLs. People with persistent disability have social and health disadvantages compared to people with other longitudinal experiences. The analysis integrates two research avenues, aging with disability and disability trajectories. It gives empirical heft to government efforts to make aging with disability an age-free (all ages) rather than age-targeted (children and youths) perspective.
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