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Zeng H, Zhao W, Wang R, Wang X, Luo P, Zhang X, Zeng X. Reliability and validity of the Geriatric Self-Care Scale among Chinese older adults. Ann Med 2025; 57:2478480. [PMID: 40083155 PMCID: PMC11912289 DOI: 10.1080/07853890.2025.2478480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 09/27/2024] [Accepted: 02/19/2025] [Indexed: 03/16/2025] Open
Abstract
BACKGROUND Although the Geriatric Self-Care Scale (GSS) has been widely used in community investigations in China, its reliability and validity have yet to be analyzed. OBJECTIVES This study aimed to examine the reliability and validity of the GSS in community-dwelling Chinese older adults. METHODS This prospective observational study included 29428 older adults. Content validity was analyzed using the Content Validity Index (CVI). Reliability analysis included internal consistency and test-retest reliability. Differences in participants who could live independently versus those who could not were analyzed for discriminant validity. The Barthel Index was used as the gold standard. Spearman's correlation and Receiver Operating Characteristic (ROC) analysis were used to assess convergent validity. RESULTS The CVI for the GSS was 0.920, with CVI values of 1.000, 0.900, 1.000, 0.800 and 0.900. The Cronbach's alpha for the GSS was 0.869 (for all participants) and 0.867 (for participants aged ≥ 65 years) and the item Cronbach's alpha coefficients were all >0.8. The Pearson and intraclass correlation coefficients for both the scale and each item were greater than 0.8. There were significant differences (p < 0.05) between participants who could live independently and those who could not. There were significant correlations (p < 0.05) between the GSS and Barthel Index for each item and the total score. ROC analysis revealed that all areas under the curve were greater than 0.8, with a sensitivity and specificity exceeding 0.8. CONCLUSIONS The GSS showed good reliability and validity among community-dwelling older adults in China.
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Affiliation(s)
- Hongji Zeng
- School of Public Health, Zhengzhou University, Zhengzhou, China
- Dysphagia Research Institution, Zhengzhou University, Zhengzhou, China
| | - Weijia Zhao
- School of Public Health, Zhengzhou University, Zhengzhou, China
| | - Rui Wang
- School of Public Health, Zhengzhou University, Zhengzhou, China
| | - Xin’ao Wang
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Pengchao Luo
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xuyang Zhang
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xi Zeng
- Dysphagia Research Institution, Zhengzhou University, Zhengzhou, China
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
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Zhang T, Liu R, Li Y, Luo L, Shi W. Adverse childhood experiences with physical, depressive, and cognitive multimorbidity among Chinese adults and the mediating role of loneliness. J Affect Disord 2025; 381:190-199. [PMID: 40194632 DOI: 10.1016/j.jad.2025.04.040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2025] [Revised: 04/03/2025] [Accepted: 04/04/2025] [Indexed: 04/09/2025]
Abstract
Little is known about the associations between adverse childhood experiences (ACES) and physical, depressive, and cognitive (PDC) disorders and their multimorbidity. Moreover, no study has assessed whether loneliness mediates any such associations. Using a nationally population-based study in China, we aimed to investigate the associations between ACES and PDC disorders and their multimorbidity among 11,124 middle-aged and older adults. Eight categories of outcomes including no disorders, physical disorder, depressive symptoms, cognitive disorder, and their four combinations were assessed. Twelve ACES indicators were measured using a validated questionnaire. Multivariate logistic regression and stratification analyses were performed to explore the association between ACES and PDC disorders and their multimorbidity, as well as potential modifiers. Mediate analyses were applied to examine the potential pathways via loneliness. Of the 11,124 individuals (45.8 % women, mean [SD] age: 60.1 [8.9] years), 79.3 % had at least one ACE. Compared with individuals without ACES, those who had four or more ACES had elevated risks of PDC disorders and their multimorbidity. The estimated odds ratios (OR) were 2.95 (95 % CI: 2.46-3.54) for physical-depressive multimorbidity, 1.59 (1.28-1.98) for physical-cognitive multimorbidity, 2.58 (2.01-3.31) for depressive-cognitive multimorbidity, and 2.91 (2.15-3.96) for PDC multimorbidity, respectively. There is an exposure-response relationship between cumulative ACES with different outcomes. These associations were mediated by loneliness, with a mediation proportion varying from 8.7 % to 32.5 %. However, no significant modification was observed by sex, age, educational level, and childhood economic status. Our findings provided important insights for reducing childhood adversity to prevent chronic multimorbidity.
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Affiliation(s)
- Tiantian Zhang
- School of Public Health, Fudan University, Shanghai 200032, China
| | - Runkun Liu
- Li Ka Shing Faculty of Medicine, The University of Hong Kong, 999077, Hong Kong
| | - Yongzhen Li
- Clinical Nutrition Department, Starkids Children's Hospital, New Hong Qiao Campus for Children's Hospital of Fudan University, Shanghai 201106, China.; School of Public Health, Peking University, Beijing 100191, China
| | - Li Luo
- School of Public Health, Fudan University, Shanghai 200032, China; Shanghai Institute of Infectious Disease and Biosecurity, Fudan University, Shanghai, 200032, China
| | - Wenming Shi
- Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, 201204, China..
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Zeng H, Zhao W, Wang R, Li H, Wang L, Zeng X. Association between swallowing function and depressive symptoms among community-dwelling older adults: A cross-sectional study in Central China. J Affect Disord 2025; 380:78-86. [PMID: 40120954 DOI: 10.1016/j.jad.2025.03.113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2025] [Revised: 03/15/2025] [Accepted: 03/19/2025] [Indexed: 03/25/2025]
Abstract
BACKGROUND Swallowing dysfunction and depressive symptoms are prevalent among older adults. This study explored the association between swallowing function and depressive symptoms among community-dwelling older adults. METHODS This cross-sectional study included Chinese community-dwelling older adults (≥65 years old) in 2023, using cluster random sampling. Questionnaires were used to collect information on swallowing function (10-item Eating Assessment Tool), depressive symptoms (9-item Patient Health Questionnaire), sociodemographic characteristics, health status, and lifestyle. Multivariable logistic regression models and Directed Acyclic Graphs were used to identify factors associated with depressive symptoms. Propensity Score Matching (PSM) was used to explore the association between swallowing function and depressive symptoms. RESULTS Totally, 8388 participants were included. The prevalences of depressive symptoms and swallowing dysfunction were 16.40 % (95 % CI: 15.52 %-17.19 %) and 22.06 % (95%CI: 19.86 %-24.25 %), respectively. The multivariate regression model showed that swallowing function was one of the factors associated with depressive symptoms (OR = 1.699, 95 % CI = 1.448-1.995, P < 0.001). The risk ratio for depressive symptoms was significantly higher in the participants with swallowing dysfunction than those with normal swallowing function [(23.29 %, 431/1850) vs. (945/6538, 14.45 %), P < 0.001] There were 17 out 38 of variates enrolled in the PSM covariate set. A total of 1850 pairs of participants were matched and PSM revealed a 6.64 % difference in the risk ratio for depressive symptoms [(23.29 %, 431/1850) vs. (16.65 %, 308/1850), P < 0.001]. The PSM robustness test supported the stability and reliability of the results. CONCLUSIONS In Chinese community-dwelling older adults, swallowing dysfunction was positively associated with depressive symptoms.
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Affiliation(s)
- Hongji Zeng
- School of Public Health, Zhengzhou University, Zhengzhou 450000, China
| | - Weijia Zhao
- School of Public Health, Zhengzhou University, Zhengzhou 450000, China
| | - Rui Wang
- School of Public Health, Zhengzhou University, Zhengzhou 450000, China
| | - Heping Li
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, China
| | - Liugen Wang
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, China
| | - Xi Zeng
- Department of Rehabilitation Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450000, China.
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Cao X, Jin Y, Du H, Wang W, Zhao Y, Zheng X, Wang X, Bian P, Wang L, Jiang H. Characteristics of Elderly Patients with Hemorrhagic Fever with Renal Syndrome: A Retrospective Study Conducted in Shaanxi Province, China. Vector Borne Zoonotic Dis 2025; 25:416-423. [PMID: 40285494 DOI: 10.1089/vbz.2024.0063] [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: 04/29/2025] Open
Abstract
Objective: To study the clinical and laboratory characteristics of hemorrhagic fever with renal syndrome (HFRS) in Chinese elderly patients. Methods: The clinical data of hospitalized patients diagnosed with HFRS from 2011 to 2022 were extracted from the inpatient record system of the Second Affiliated Hospital of Air Force Medical University. A comparative analysis was conducted between young and elderly individuals regarding the male-to-female ratio, disease classification, clinical laboratory indices, and prognosis. Results: Among the patients diagnosed with HFRS, the elderly population accounted for 14.86%, comprising 199 males and 86 females. The proportion of severe-type cases among elderly patients was 25.96%, while the proportion of critical cases was 32.63%. Critically, the proportion of critical-type cases in this age group was significantly higher compared to individuals aged 20-60 years. Comparing the clinical indices of elderly patients with HFRS with different clinical outcomes, our findings revealed deceased cases exhibited significantly higher body temperature, hemoglobin (HGB) levels, and white blood cell (WBC) counts compared to surviving patients. Conversely, albumin (ALB) levels, fibrinogen (FIB) levels, and platelet counts were significantly lower in deceased patients than in surviving patients. Conclusion: The incidence of HFRS in the elderly presents a higher proportion of severe-type and critical-type cases and a greater mortality rate compared to younger individuals. Elevated body temperature, HGB levels, and WBC counts, and lower ALB and FIB levels suggest a poorer prognosis.
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Affiliation(s)
- XiaoQin Cao
- Department of Disease Prevention and Control, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - YaFei Jin
- Department of Disease Prevention and Control, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - Hong Du
- Department of Infectious Diseases, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - Wei Wang
- Department of Infectious Diseases, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - YanYan Zhao
- Department of Infectious Diseases, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - XuYang Zheng
- Department of Infectious Diseases, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - XiaoYan Wang
- Department of Infectious Diseases, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
| | - PeiYu Bian
- Department of Geriatrics, Xijing Hospital, the Fourth Military Medical University, Xi'an, China
| | - LiMei Wang
- Department of Microbiology and Pathogenic Biology, School of Basic Medicine, the Fourth Military Medical University, Xi'an, China
| | - Hong Jiang
- Department of Infectious Diseases, Tangdu Hospital, the Fourth Military Medical University, Xi'an, China
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Tang D, Sheehan KJ, Goubar A, Whitney J, Dl O'Connell M. The temporal trend in frailty prevalence from 2011 to 2020 and disparities by equity factors among middle-aged and older people in China: A population-based study. Arch Gerontol Geriatr 2025; 133:105822. [PMID: 40068481 DOI: 10.1016/j.archger.2025.105822] [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: 11/30/2024] [Revised: 02/26/2025] [Accepted: 03/04/2025] [Indexed: 04/05/2025]
Abstract
BACKGROUND Frailty is a challenging issue in China, however the prevalence of frailty across different population groups and whether this is changing over time remain unclear. METHODS Unstandardized and age-and sex-standardized prevalence of frailty (95 % confidence interval (95 % CI)) (Frailty Index) in the overall sample and for subgroups defined by equity factors (PROGRESS-Plus framework) from 2011 to 2020 were estimated using analyses of cross-sectional surveys in adults aged 45 and older participating in 5 waves (N = 16,784 to 18,904 across waves) of the China Health and Retirement Longitudinal Studies (CHARLS). Poisson regression was used to estimate prevalence ratios (PRs) of frailty by equity factors. RESULTS Unstandardized prevalence of frailty increased from 13.6 % (13.0 %-14.1 %) in 2011 to 18.7 % (18.1 %-19.3 %) in 2020.The standardized prevalence increased from 13.5 % (13.0 %-14.0 %) in 2011 to 16.3 % (15.8 %-16.9 %) in 2020. Frailty was consistently more prevalent at advanced ages, in rural areas, among females, as well as those less educated, without social engagement, and non-drinkers. Based on the Poisson regression model, non-north region, being female and older, lower education, having no social engagement, smoking and non-drinking, and higher household capital consumption were associated with higher prevalence. CONCLUSIONS The prevalence of frailty among the middle-aged and older population in China has increased. There will be an associated health and social care cost. Interventions targeted at older adults, those in rural areas, women, as well as those less educated, having no social engagement, and non-drinkers to mitigate the negative effects of frailty may be warranted.
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Affiliation(s)
- Dongfeng Tang
- School of Life Course and Population Sciences, Faculty of Life Science and Medicine, King's College London, London, UK.
| | - Katie J Sheehan
- School of Life Course and Population Sciences, Faculty of Life Science and Medicine, King's College London, London, UK; Blizard Institute, Faculty of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Aicha Goubar
- School of Life Course and Population Sciences, Faculty of Life Science and Medicine, King's College London, London, UK
| | - Julie Whitney
- School of Life Course and Population Sciences, Faculty of Life Science and Medicine, King's College London, London, UK; Department of Clinical Gerontology, King's College Hospital NHS Foundation Trust, London, UK
| | - Matthew Dl O'Connell
- School of Life Course and Population Sciences, Faculty of Life Science and Medicine, King's College London, London, UK
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Zhou J, Chang Y, Shen H, Zhang M, Wang Y, Liang X, Gao W. Association between atherogenic index of plasma and physical dysfunction: a cross-sectional study of middle-aged and older adults in China. Front Public Health 2025; 13:1580340. [PMID: 40520296 PMCID: PMC12162623 DOI: 10.3389/fpubh.2025.1580340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2025] [Accepted: 05/16/2025] [Indexed: 06/18/2025] Open
Abstract
Background Physical dysfunction is common in older adults and increases disease risk. The atherogenic index of plasma (AIP) is a promising biomarker for this condition. This study explored the dose-response relationship between AIP and physical dysfunction. Methods Data from 11,369 CHARLS participants (aged ≥45 years) in 2015 and 2018 were analyzed using univariate and multivariate logistic regression, adjusting for demographics and lifestyle factors. The restricted cubic splines were used to examine possible non-linear associations and visualize the dose-response relationship between AIP and physical dysfunction. ROC curve analysis assessed AIP's predictive performance, and subgroup analyses evaluated interactions. Results Each interquartile range (IQR) increase in AIP was associated with a 13.4% higher odds of physical dysfunction (adjusted OR = 1.134, 95% CI: 1.066-1.207, p < 0.001), with a dose-response threshold identified at an AIP value of approximately 0.37. Beyond this threshold, the odds of physical dysfunction increased steadily, confirming a non-linear relationship. AIP exhibited moderate predictive accuracy for physical dysfunction (AUC = 0.748, 95% CI: 0.738-0.758). Stratified analysis showed AIP was significantly linked to higher physical dysfunction risk in subgroups including those aged <65, females, married individuals, high school or college-educated, rural residents, non-smokers, and non-drinkers (p < 0.05), with no significance in other subgroups. Interaction analysis identified marital status (p = 0.035) and education level (p = 0.034) as significant effect modifiers, where subgroup differences notably altered the AIP-dysfunction association, warranting further study. Conclusion Elevated AIP is significantly associated with increased physical dysfunction risk, highlighting its potential as a simple, predictive biomarker.
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Affiliation(s)
- Jianghui Zhou
- The Third Central Clinical College of Tianjin Medical University, Tianjin, China
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
| | - Yun Chang
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
| | - Hechen Shen
- The Third Central Clinical College of Tianjin Medical University, Tianjin, China
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
| | - Meng Zhang
- The Third Central Clinical College of Tianjin Medical University, Tianjin, China
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
| | - Yuchao Wang
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- School of Medicine, Nankai University, Tianjin, China
| | - Xiaoyu Liang
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
| | - Wenqing Gao
- Department of Heart Center, The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
- Tianjin ECMO Treatment and Training Base, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- School of Medicine, Nankai University, Tianjin, China
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Huang L, Jin W, Liang Z, Chen H. Associations between depressive symptoms, activity of daily living, and falls/severe falls: evidence from two prospective longitudinal studies. Soc Psychiatry Psychiatr Epidemiol 2025:10.1007/s00127-025-02924-1. [PMID: 40389706 DOI: 10.1007/s00127-025-02924-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2025] [Accepted: 05/02/2025] [Indexed: 05/21/2025]
Abstract
BACKGROUND Falls are the second leading cause of unintentional injury deaths globally and are strongly associated with a variety of psychological and physiological factors. Studies have suggested an association between depressive symptoms and fall risk, but the mechanism of action is unclear. This study aimed to investigate the association between depressive symptoms and the risk of falls and severe falls, and to examine whether activities of daily living (ADL) impairment mediates this relationship. METHODS This study included 12,440 participants from the China Health and Retirement Longitudinal Study (CHARLS) and 6,627 participants from the English Longitudinal Study of Ageing (ELSA). Depressive symptoms were assessed using the Centre for Epidemiological Studies of Depression Scale (CES-D). Falls were defined as any fall experienced since the last follow-up. Severe falls were defined as falls that required medical treatment. Logistic regression was used to assess the association of depressive symptoms and ADL impairment with the risk of falls/severe falls. Further, we analyzed the mediating role of ADL impairment between depressive symptoms and falls/severe falls. RESULTS The proportions of depressive symptoms in the CHARLS and ELSA longitudinal studies were 25.6% and 11.7%, respectively. Depressive symptoms were significantly associated with falls in both longitudinal studies: the OR was 1.78 (95% CI: 1.62, 1.96) for CHARLS and 1.85 (95% CI: 1.57, 2.18) for ELSA. The association between depressive symptoms and severe falls was also significant, with an OR of 1.61 (95% CI: 1.41, 1.85) for CHARLS and 1.74 (95% CI: 1.37, 2.22) for ELSA. The association of depressive symptoms with falls and severe falls remained significant after controlling for ADL impairment. In addition, ADL impairment was significantly associated with fall risk, with ORs of 1.66 (95% CI: 1.49, 1.85) for CHARLS and 2.32 (95% CI: 2.01, 2.68) for ELSA; The association between ADL impairment and severe falls was also significant, with ORs of 1.61 (95% CI: 1.38, 1.87) for CHARLS and 1.75 (95% CI: 1.40, 2.18) for ELSA. Mediation analysis revealed significant mediating effects of ADL impairment in the effect of depressive symptoms on the risk of falls and severe falls, with mediation effects all exceeding 20%, ranging from 22.2 to 27.3%. CONCLUSIONS This study revealed the key role of depressive symptoms and ADL impairment in the risk of falls/severe falls in middle-aged and older adults, and highlighted the mediating role of ADL impairment between depressive symptoms and falls/severe falls. In addition, fall risk in the UK was more affected by depressive symptoms than in China. This study provided a scientific basis for the management of depressive symptoms and falls prevention, suggesting the introduction of interventions for ADL impairment in the management of depressive symptoms to reduce the risk of falls and their associated health burden. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Li Huang
- Faculty of Medical, Heidelberg University, Heidelberg, Germany
| | - Wei Jin
- Department of Vascular Surgery, The First Affiliated Hospital of Xinxiang Medical University, Weihui, China
| | - Zhenzhen Liang
- Department of Epidemiology and Health Statistics, School of Public Health, Xinxiang Medical University, Xinxiang, China.
| | - Huajian Chen
- School of Public Health, Wenzhou Medical University, Wenzhou, China.
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Hu L, Li J, Tang Z, Gong P, Chang Z, Yang C, Ma T, Jiang S, Yang C, Zhang T. How does biological age acceleration mediate the associations of obesity with cardiovascular disease? Evidence from international multi-cohort studies. Cardiovasc Diabetol 2025; 24:209. [PMID: 40369582 PMCID: PMC12079857 DOI: 10.1186/s12933-025-02770-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2025] [Accepted: 05/02/2025] [Indexed: 05/16/2025] Open
Abstract
BACKGROUND Recent basic biological research found that obesity accelerates biological aging and increases cardiovascular disease (CVD) risk. However, there is still a lack of real-world population evidence. This study aimed to explore the potential mediation roles of biological age acceleration in the associations between different dimensions of obesity characterization and incident CVD. METHODS This international multi-cohort study included participants aged over 45 years with 3 waves longitudinal data from China Health and Retirement Longitudinal Study (CHARLS). China Health and Nutrition Survey (CHNS) was used to develop Klemera-Doubal method-biological age (KDM-BA), and the validation analysis was performed in UK Biobank (UKB) and Hongguang Elderly Health Examination Cohort (HEHEC). Obesity indices including body mass index (BMI), waist circumference (WC), waist height ratio (WtHR), body roundness index (BRI) for body shape; Chinese visceral adiposity index (CVAI), lipid accumulation product (LAP) for visceral fat accumulation; triglyceride-glucose index (TyG) and its derivatives (TyG-BMI, TyG-WC, TyG-WtHR) for metabolic function were used to measure obesity across different dimensions. Biological age acceleration was evaluated by the classic KDM-BA acceleration (KDM-BAacc). Causal mediation analyses assessed the role of biological age acceleration in mediating obesity and incident CVD. RESULTS In CHARLS, the median follow-up period was 9.00 years, with a baseline age of 58 (52, 65) years. Obesity, KDM-BAacc, and CVD were all significantly associated with each other. For each 1-year increase in KDM-BAacc, the risk of incident stroke, heart disease and CVD increased by 68% (OR 1.68, 95% CI 1.35-2.09), 35% (OR 1.35, 95% CI 1.15-1.59), and 44% (OR 1.44, 95% CI 1.25-1.65), respectively. KDM-BAacc mediated the associations between BMI, WC, WtHR, BRI, CVAI, LAP, TyG-BMI, TyG-WC, TyG-WtHR, with CVD, with the mediation proportions ranging from 10.03 to 25.46%. However, the mediating effect was significant mostly in middle-aged individuals aged 45-65 years. Furthermore, sex differences existed in the mediation mechanisms. Biological age acceleration strongly mediated body shape indices and incident CVD in males, whereas in females, it predominantly mediated visceral fat accumulation and metabolic function dimensions with incident CVD. Similar main results were found in UKB and HEHEC. CONCLUSIONS Biological age acceleration partially mediates the relationship between obesity and incident CVD. This temporal evidence firstly validated the mediation pathway based on international cohorts, emphasizing the importance of addressing biological aging processes in population aged 45-65 years while providing sex-specific obesity intervention strategies to prevent CVD.
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Affiliation(s)
- Lin Hu
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Jiayuan Li
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Zihuan Tang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Peng Gong
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Zongqi Chang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Chen Yang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Tianpei Ma
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Shuang Jiang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Chunxia Yang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China.
| | - Tao Zhang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China.
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Gross AL, Liu Y, Zhang YS, Zhao Y, Li C, Meijer E, Lee J, Kobayashi LC. Language, literacy, and sensory impairments and missing cognitive test scores in the Harmonized Cognitive Assessment Protocol of the China Health and Retirement Longitudinal Study. Aging Clin Exp Res 2025; 37:146. [PMID: 40355654 PMCID: PMC12069510 DOI: 10.1007/s40520-025-03039-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2025] [Accepted: 04/04/2025] [Indexed: 05/14/2025]
Abstract
BACKGROUND The potentially biasing impacts of low language fluency, illiteracy, and sensory impairments on cognitive test performance are unknown, which may have implications for understanding their roles in cognitive decline and dementia. AIMS We investigated effects of these features on cognitive test item completion and performance among older adults in China, a multilingual country with high prevalence of illiteracy and sensory impairment. METHODS We used cognitive test data from the Harmonized Cognitive Assessment Protocol of the China Health and Retirement Longitudinal Study conducted in 2018 (N = 9755, age 60 + years). We first tested associations of fluency in spoken Mandarin, literacy, and sensory impairment (hearing and vision) with missingness of cognitive items. We then tested for differential item functioning (DIF) in observed cognitive items by these features. RESULTS We observed high levels of missing data in most cognitive test items - on average 13% and as high as 65%. Low fluency in spoken Mandarin, illiteracy, and impairments in hearing and vision were each associated with greater odds of missingness on nearly all tests. Partly because of differential missingness, there was minimal evidence of DIF by these features in items in which we expected a priori to find DIF (e.g., repetition of a spoken phrase among those with hearing impairment). Several cognitive test items exhibited statistically significant DIF, however there was minimal evidence of meaningful DIF. CONCLUSIONS Differential missingness in cognitive items by spoken language, literacy, and sensory impairments is potentially more of an inferential threat than measurement differences in test items.
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Affiliation(s)
- Alden L Gross
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, 616 N. Wolfe St., Baltimore, MD, 21205, USA.
- Center On Aging and Health, Johns Hopkins University, 2024 E. Monument St., Baltimore, MD, 21205, USA.
| | - Ying Liu
- Center for Economic and Social Research, University of Southern California, 635 Downey Way, Los Angeles, CA, USA
| | - Yuan S Zhang
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA
- Robert N. Butler Columbia Aging Center, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Yaohui Zhao
- Department of Economics, Peking University, Beijing, China
| | - Chihua Li
- Center for Social Epidemiology and Population Health, Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Survey Research Center, University of Michigan Institute for Social Research, Ann Arbor, MI, USA
| | - Erik Meijer
- Center for Economic and Social Research, University of Southern California, 635 Downey Way, Los Angeles, CA, USA
| | - Jinkook Lee
- Center for Economic and Social Research, University of Southern California, 635 Downey Way, Los Angeles, CA, USA
- Department of Economics, University of Southern California, 635 Downey Way, VPD, Los Angeles, CA, USA
| | - Lindsay C Kobayashi
- Center for Social Epidemiology and Population Health, Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Survey Research Center, University of Michigan Institute for Social Research, Ann Arbor, MI, USA
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10
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Wu Y, Jin Y, Deng L, Wang Y, Wang Y, Chen J, Gao R, Wei S, Ni G, Zhou X, Zhang Z, Zeng B, Wei C, Huang W, Qiu S, Dong B. Long-Term High-Altitude Exposure, Accelerated Aging, and Multidimensional Aging-Related Changes. JAMA Netw Open 2025; 8:e259960. [PMID: 40358947 PMCID: PMC12076175 DOI: 10.1001/jamanetworkopen.2025.9960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2024] [Accepted: 03/04/2025] [Indexed: 05/15/2025] Open
Abstract
Importance Exposure to high altitudes elicits multiple adaptive mechanisms that intricately impact the entire body, causing deleterious health outcomes. However, high-altitude exposure effects on accelerated aging and aging-related changes remain uncertain. Objective To comprehensively assess the associations of high-altitude exposure with overall aging and related changes and to provide insights into the treatment and prevention of aging-associated deficits in populations living in high-altitude areas. Design, Setting, and Participants This population-based cross-sectional study used data from 2 prospective studies in Western China: West China Natural Population Cohort (WCNPCS) and West China Health and Aging Trend (WCHAT). The WCNPCS cohort was constructed from May 2019 to June 2021. Data were collected from participants aged 18 years and older in 4 populous regions (Mianzhu, Longquan, Pidu, and Ganzi) in Sichuan Province. The WCHAT was initiated in 2018 and recruited participants aged 50 years and older from various regions (Sichuan, Yunnan, Guizhou, and Xinjiang). Participants were selected via sequential cluster sampling from the permanent residents of the participating community. Data for the present study were analyzed between March and October 2024. Exposure The participants' altitudes were determined using the global Shuttle Radar Topography Mission 4 data based on residential addresses. High-altitude areas refer to regions with altitudes of greater than or equal to 1500 m (4921 feet) above the mean sea level. Main Outcomes and Measures Biological aging (BA) and aging acceleration (AA) were measured through the Klemera-Doubal Biological Age (KDM-BA) and PhenoAge methods. Multidimensional aging-related metrics were based on questionnaire, measurement, and self-report. Results A total of 9846 participants from the WCNPCS cohort (mean [SD] age, 55.73 [11.06] years; 6730 women [68.35%]) and 3593 participants from the WCHAT cohort (mean [SD] age, 62.27 [8.40] years; 2253 women [62.71%]) were included. The participants living at high altitudes presented increased KDM-BA acceleration by 0.85 years for the WCNPCS cohort and 0.71 years for the WCHAT cohort. The PhenoAge results were similar, with even larger effect sizes (WCNPCS, β, 2.08 years; 95% CI, 1.77-2.39 years; WCHAT, β, 2.23 years; 95% CI, 1.91-2.54 years). The association between high-altitude exposure and biologically accelerated aging was particularly pronounced among smokers. Associations between high-altitude exposure and various multidimensional aging-related metrics were also observed. Conclusions and Relevance These findings suggest that extended periods at high altitudes may hasten BA and contribute to the onset of aging-related illnesses. Implementing public health interventions for individuals residing in high-altitude regions may aid in alleviating the disease burden within these communities.
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Affiliation(s)
- Yuwei Wu
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Yuming Jin
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Linghui Deng
- Department of Geriatrics, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Yinlong Wang
- West China Hospital of Sichuan University, Chengdu, Sichuan Province, People’s Republic of China
| | - Yurui Wang
- West China Hospital of Sichuan University, Chengdu, Sichuan Province, People’s Republic of China
| | - Junhan Chen
- West China Hospital of Sichuan University, Chengdu, Sichuan Province, People’s Republic of China
| | - Ruohan Gao
- West China Hospital of Sichuan University, Chengdu, Sichuan Province, People’s Republic of China
| | - Shichao Wei
- West China Hospital of Sichuan University, Chengdu, Sichuan Province, People’s Republic of China
| | - Guohua Ni
- High Altitude Medicine Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xianghong Zhou
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Zilong Zhang
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Bin Zeng
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Chuzhong Wei
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Weichao Huang
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Shi Qiu
- Department of Urology, Institute of Urology and National Clinical Research Center for Geriatrics, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
| | - Birong Dong
- Department of Geriatrics, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
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Huang L, Li L, Xie M, Lei L, Wei F, Qin J, Huang D. Association between serum cystatin C and chronic lung disease in middle-aged and elderly Chinese: a CHARLS cross-sectional study. Sci Rep 2025; 15:15004. [PMID: 40301483 PMCID: PMC12041603 DOI: 10.1038/s41598-025-99658-6] [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: 12/20/2024] [Accepted: 04/22/2025] [Indexed: 05/01/2025] Open
Abstract
The dose-response relationship between cystatin C (CysC) levels and chronic lung disease (CLD) development remains unclear and warrants further investigation. A more in-depth study of the relationship between serum CysC levels and CLD prevalence based on data from the China Health and Retirement Longitudinal Study (CHARLS). A cross-sectional analysis of 10,275 middle-aged and older adults aged 45 years and older was conducted using 2015 CHARLS data. Binary logistic regression models, restricted cubic spline curves (RCS), and threshold effects analyses were used to explore the association between different CysC levels and CLD prevalence in the middle-aged and older population, and subgroup analyses were performed to verify the robustness of the findings. When CysC was used as a categorical variable, the risk of CLD was increased by 38% in the T3 group compared with T1 (P < 0.001), and when CysC was used as a continuous variable, the risk of CLD was increased by 96% for each unit increase in CysC level (P < 0.001). In addition, there was a nonlinear relationship between CysC levels and the risk of CLD prevalence (P for non-linearity < 0.012), and the risk of CLD prevalence increased significantly with increasing CysC levels when CysC levels ≥ 0.754 mg/L. When CysC ≥ 0.754 mg/L, we need to be highly concerned about the risk of developing chronic lung disease in middle-aged and older populations, and those aged 45-64 years should be the focus of screening.
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Affiliation(s)
- Liuyun Huang
- Department of Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Clinical Research Center for Critical Care Medicine, Nanning, Guangxi, China
| | - Ling Li
- Department of Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Clinical Research Center for Critical Care Medicine, Nanning, Guangxi, China
| | - Mingjie Xie
- Department of Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Clinical Research Center for Critical Care Medicine, Nanning, Guangxi, China
| | - Lihua Lei
- School of Nursing, Guangxi Medical University, Nanning, 530021, Guangxi, China
| | - Fangmei Wei
- School of Nursing, Guangxi Medical University, Nanning, 530021, Guangxi, China
| | - Jianghuan Qin
- School of Nursing, Guangxi Medical University, Nanning, 530021, Guangxi, China
| | - Debin Huang
- Department of Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China.
- Guangxi Clinical Research Center for Critical Care Medicine, Nanning, Guangxi, China.
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12
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Wang Y, Chen Z, Fan H, Cao S, Wang X, Niu T. Key influencing factors analysis on life satisfaction among Chinese older adults with hypertension: a National Cross-Sectional Survey. Front Public Health 2025; 13:1569935. [PMID: 40356825 PMCID: PMC12066345 DOI: 10.3389/fpubh.2025.1569935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2025] [Accepted: 04/11/2025] [Indexed: 05/15/2025] Open
Abstract
Objectives This study aimed to assess the current situation and influencing factors of life satisfaction among Chinese older adults with hypertension and to identify its key factors. Methods In this study, 4,197 hypertensive patients were selected from the Chinese Longitudinal Healthy Longevity Survey (CLHLS) database for inclusion in the analysis. A multivariate logistic regression model was used to analyze the influencing factors of life satisfaction in hypertensive patients, and the random forest was further used to rank the importance of the significant influencing factors. Results Overall, 29.52% of hypertensive patients reported dissatisfaction with their lives. The life satisfaction of these patients was influenced by a combination of factors. According to the results of the random forest, the variables that significantly influenced life satisfaction, in descending order of importance, are self-rated health, economic status, depressive symptoms, sleep duration, fruits, living arrangements, hearing impairment, heart disease, and gender. Conclusion Our research indicates that currently, people with hypertension experience a high level of dissatisfaction with their lives, making it necessary to take preventive and intervention measures from multiple aspects.
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Affiliation(s)
- Yazhu Wang
- Department of Cardiology, The Shapingba Hospital, Chongqing University (People’s Hospital of Shapingba District), Chongqing, China
| | - Ziyi Chen
- College of Traditional Chinese Medicine, Chongqing Medical University, Chongqing, China
| | - Heqian Fan
- College of Pediatric, Chongqing Medical University, Chongqing, China
| | - Shiwei Cao
- The Second Clinical College, Chongqing Medical University, Chongqing, China
| | - Xiaoyu Wang
- College of Pediatric, Chongqing Medical University, Chongqing, China
| | - Tengfei Niu
- Department of Basic Courses, Chongqing Medical and Pharmaceutical College, Chongqing, China
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13
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Wang X, Ji J. Explainable machine learning framework for biomarker discovery by combining biological age and frailty prediction. Sci Rep 2025; 15:13924. [PMID: 40263505 PMCID: PMC12015418 DOI: 10.1038/s41598-025-98948-3] [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: 09/24/2024] [Accepted: 04/15/2025] [Indexed: 04/24/2025] Open
Abstract
Biological age (BA) and frailty represent two distinct health measures that offer valuable insights into the aging process. Comparing and analyzing blood-based biomarkers from the machine learning (ML) predictors of BA and frailty helps deepen our understanding of aging. This study aimed to develop a novel framework to identify biomarkers of aging by combining BA and frailty ML predictors with eXplainable Artificial Intelligence (XAI) techniques. We utilized data from middle-aged and older Chinese adults (≥ 45 years) in the 2011/2012 wave (n = 9702) and the 2015/2016 wave (n = 9455, as test set validation) of the China Health and Retirement Longitudinal Study (CHARLS). Sixteen blood-based biomarkers were used to predict BA and frailty. Four tree-based ML algorithms were employed in the training and validation, and performance metrics were compared to select the best models. Then, SHapley Additive exPlanations (SHAP) analysis was conducted on the selected models. CatBoost performed the best in the BA predictor, and Gradient Boosting performed the best in the frailty predictor. Traditional ML feature importance identified cystatin C and glycated hemoglobin as the major contributors for their respective models. However, subsequent SHAP analysis demonstrated that only cystatin C was the primary contributor in both models. The proposed framework can easily incorporate additional biomarkers, providing a scalable and comprehensive toolset that offers a quantitative understanding of biomarkers of aging.
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Affiliation(s)
- Xiheng Wang
- Univeristy of Michigan - Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong University, Shanghai, China.
| | - Jie Ji
- Network and Information Centre, Shantou University, Shantou, China
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14
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Liu X, Chen JH, Gao B, Zhang WJ. Social isolation and depressive symptoms among older adults with different functional status in China: A latent class analysis. J Affect Disord 2025; 375:478-485. [PMID: 39900297 DOI: 10.1016/j.jad.2025.01.156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Revised: 01/28/2025] [Accepted: 01/31/2025] [Indexed: 02/05/2025]
Abstract
BACKGROUND Social isolation is considered a risk factor for depression in older adults. Since there may be heterogeneity in the experience of social isolation, we aimed to investigate social isolation patterns and their association with depressive symptoms, for older adults with different functional status separately. METHODS This study used data from the fifth wave of the China Health and Retirement Longitudinal Study (CHARLS). A total of 8262 participants, defined as older adults aged 60 years and above, were included in the analysis, comprising 49.9 % (n = 4124) men and 50.1 % (n = 4138) women. Latent class analysis was conducted to identify social isolation patterns. Binary logistic regression was used to estimate the association between latent classes and depressive symptoms. RESULTS Two distinct classes were identified in participants with functional dependency and three classes were identified in participants without functional dependency. The severely isolated with minimal family and social contact group was associated with a higher risk of depressive symptoms in both subgroups (participants with functional dependency: OR = 1.319, 95%CI: 1.032-1.686; participants without functional dependency: OR = 1.537, 95%CI: 1.209-1.953). No difference was found in the risk of depressive symptoms between the moderately isolated with family contact group and the low isolated group among participants without functional dependency (OR = 1.020, 95%CI: 0.83-1.252). CONCLUSION Risk of depressive symptoms varies with different social isolation patterns among older people with different functional status.
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Affiliation(s)
- Xuan Liu
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Jun-Han Chen
- Fuzhou Center for Disease Control and Prevention, Fuzhou, Fujian, China
| | - Bo Gao
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, China.
| | - Wan-Jia Zhang
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, China
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15
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Ma S, Sun Q, Xu Y, Tu Q, Xu S. Identification of risk factors for diabetes in Chinese middle-aged and elderly adults. Sci Rep 2025; 15:12550. [PMID: 40221523 PMCID: PMC11993592 DOI: 10.1038/s41598-025-95813-1] [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: 08/07/2024] [Accepted: 03/24/2025] [Indexed: 04/14/2025] Open
Abstract
This study aimed to identify and analyze the factors associated with the prevalence of diabetes among Chinese adults, using data from the China Health and Retirement Longitudinal Study (CHARLS). Data from the CHARLS cohort, with a mean age of 63.3 years, were analyzed using SPSS software. Descriptive statistics were performed for the overall population, as well as urban and rural subgroups. Logistic regression models were employed to assess the association between diabetes and variables such as age, gender, smoking, alcohol consumption, hypertension, and mental health disorders. Paired-sample t-tests were conducted to evaluate changes in diabetes prevalence across 2015, 2018, and 2020. The average of diabetes increased from 1.08 in 2015 to 1.15 in 2020, with a statistically significant difference (P < 0.001). Paired-sample t-tests showed significant differences between 2020 and 2018, as well as between 2018 and 2015 (P < 0.001). Logistic regression analysis identified hypertension (aOR = 0.447, 95% CI: 0.410-0.488, P < 0.001) and chronic disease (aOR = 0.024, 95% CI: 0.013-0.042, P < 0.001) as key risk factors for diabetes. Mild physical exercise was a protective factor (aOR = 0.813, 95% CI: 0.708-0.935, P < 0.01), while smoking (aOR = 1.220, 95% CI: 1.088-1.369, P < 0.001) and alcohol consumption (aOR = 1.125, 95% CI: 1.020-1.242, P < 0.05) increased the risk. Smoking and alcohol had a greater impact in urban areas, while hypertension and mental health disorders were more influential in rural areas. This study demonstrates that age, gender, smoking, alcohol consumption, hypertension, and mental disorders significantly influence the risk of diabetes among Chinese adults aged 45 and above. Distinct risk factors were identified between urban and rural populations, highlighting the necessity for tailored intervention strategies. The longitudinal analysis from 2015 to 2020 revealed a substantial increase in diabetes prevalence, underscoring the critical need for sustained and targeted public health efforts.
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Affiliation(s)
- Shuzhen Ma
- College of Public Administration, Guilin University of Technology, Guilin, 541004, China.
- Department of Sports Studies, Faculty of Educational Studies, Universiti Putra Malaysia, Serdang, 43400, Selangor, Malaysia.
| | - Qianqian Sun
- Yantai Affiliated Hospital of Binzhou Medical University, Yantai, 264100, China
| | - Yanqi Xu
- College of Materials Science and Engineering, Key Laboratory of New Processing Technology for Nonferrous Metals and Materials, Collaborative Innovation Center for Exploration of Nonferrous Metal Deposits and Efficient Utilization of Resources, Ministry of Education, Guilin University of Technology, Guilin, 541004, China
| | - Qiang Tu
- Faculty of Medicine and Health, The University of Sydney, Sydney, 2006, NSW, Australia
| | - Simao Xu
- College of Physical Education and Health, Guangxi Normal University, Guilin, 541004, China.
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16
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Sun H, Zhou Y, Zhang X, Liang Z, Chen J, Zhou P, Xue X. Uncovering unseen ties: a network analysis explores activities of daily living limitations and depression among Chinese older adults. Front Aging Neurosci 2025; 17:1527774. [PMID: 40290866 PMCID: PMC12022679 DOI: 10.3389/fnagi.2025.1527774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Accepted: 03/20/2025] [Indexed: 04/30/2025] Open
Abstract
Background Chinese older adults frequently encounter limitations in activities of daily living (ADL) and experience depression. Prior research has not deeply explored the interconnectedness of these factors through network analysis. Methods The study utilized data from 2,137 older adults aged 65 and older, sourced from the 2018 China Health and Retirement Longitudinal Study (CHARLS). The ADL scale and CESD-10 were employed to assess ability to perform ADL and depression, respectively. We conducted network modeling and bridge expected influence (BEI) evaluations to investigate the relationships between these ADL and depression. Results Our network analysis revealed robust connections between ADL and depressive symptoms. Specifically, somatic symptoms emerged as significant predictors of depression risk with the highest BEI of 0.21, whereas positive symptoms exhibited a protective effect with the highest BEI of 0.13. Notably, toileting with the highest BEI of 0.04 among the ADL was identified as a pivotal node linking ADL to depression. Conclusion This study illuminated the complex interplay between ADL and depression in Chinese older adults, with toileting serving as a crucial connecting point. Our findings offer valuable insights that can inform efforts to enhance mental health and improve the quality of life for this population.
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Affiliation(s)
- Hongbo Sun
- Guangzhou Civil Affairs Bureau Psychiatric Hospital, Guangdong, Guangzhou, China
| | - Youcai Zhou
- Guangzhou Civil Affairs Bureau Psychiatric Hospital, Guangdong, Guangzhou, China
| | - Xianqiang Zhang
- Guangzhou Civil Affairs Bureau Psychiatric Hospital, Guangdong, Guangzhou, China
| | - Zhongxin Liang
- Guangzhou Civil Affairs Bureau Psychiatric Hospital, Guangdong, Guangzhou, China
| | - Jinlan Chen
- Guangzhou Civil Affairs Bureau Psychiatric Hospital, Guangdong, Guangzhou, China
| | - Ping Zhou
- Guangzhou Social Welfare Institute, Guangdong, Guangzhou, China
| | - Xinjie Xue
- Guangzhou Civil Affairs Bureau Psychiatric Hospital, Guangdong, Guangzhou, China
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17
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Şahiner Z, Güner M, Uysal ÖS. Frailty as a predictor of vertebral fractures in osteoporosis: A clinical perspective. Jt Dis Relat Surg 2025; 36:408-414. [PMID: 40235419 PMCID: PMC12086491 DOI: 10.52312/jdrs.2025.2202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2025] [Accepted: 03/25/2025] [Indexed: 04/17/2025] Open
Abstract
OBJECTIVES This study aims to assess the correlation between vertebral compression fractures (VCFs) and frailty and to identify the possible link between the number of VCFs and frailty intensity in patients with osteoporosis (OP). PATIENTS AND METHODS Between January 2025 and February 2025, a total of 204 patients (143 males, 61 females; mean age: 71.8±5.5 years; range, 65 to 89 years) over 65 years who received treatment for OP in the inpatient setting were included. The patients were divided into two groups according to their Clinical Frailty Scale (CFS) scores as the frail group (n=141, CFS ≥4) and the non-frail group (n=63, CFS <4). Demographic and clinical characteristics, geriatric syndromes, and fracture prevalence were recorded. RESULTS The handgrip strength was significantly reduced in the frail group (19 kg vs. 21 kg, p=0.004), with a probable sarcopenia rate of 42% (p=0.034). The rate of participants with no fractures, a single fracture, and multiple fractures was 42%, 26%, and 22% in the non-frail group, compared to 57%, 73%, and 77% in the frail group, respectively (p=0.018). This difference was particularly evident in patients with multiple fractures (odds ratio [OR]=2.34, 95% confidence interval [CI]: 1.13-4.87, p=0.023). CONCLUSION Frailty is strongly associated with a higher incidence of VCFs and multiple fractures in older individuals with OP.
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Affiliation(s)
- Zeynep Şahiner
- Ankara Bilkent Şehir Hastanesi, Geriatri Bölümü, 06700 Çankaya, Ankara Türkiye.
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Xu X, Ding N, He J, Zhao R, Gu W, Ge X, Cui K. Associations between reversible and potentially reversible cognitive frailty and falls in community-dwelling older adults in China: a longitudinal study. BMC Geriatr 2025; 25:224. [PMID: 40188026 PMCID: PMC11971774 DOI: 10.1186/s12877-025-05872-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Accepted: 03/18/2025] [Indexed: 04/07/2025] Open
Abstract
BACKGROUND Few studies have focused on comparing the effect of cognitive frailty (CF) with either cognitive impairment or frailty alone on fall risk. Further, studies investigating the effect of reversible cognitive frailty (RCF) or potentially reversible cognitive frailty (PRCF) on fall risk are scarce. This study aimed to investigate the influence of RCF and PRCF on falls in community-dwelling older adults of China and determine whether CF conferred a higher risk than cognitive impairment or frailty alone. METHODS This study used data from five waves of the China Health and Retirement Longitudinal Study (CHARLS) conducted from 2011 to 2020. A total of 3,200 participants were divided into six groups: Healthy, cognitive impairment [subjective cognitive decline (SCD) and mild cognitive impairment (MCI)], Frailty, and CF (RCF and PRCF), according to their baseline cognitive and frailty status. A generalized estimating equation was applied to measure the association of cognitive status, frailty, and CF with risk of falls. Multivariate logistic regression models were employed to analyze potential multiplicative and additive interactions of baseline cognitive impairment and frailty on fall risk. RESULTS Of the 3,200 participants, 17.7% and 8.3% experienced falls and fall-induced injuries, respectively, in wave 2013. After adjusting for all covariates, the participants in the PRCF group [odds ratio (OR) = 1.442, 95% confidence interval (CI): 1.179-1.922] had a higher risk of falling than those in the RCF group (OR = 1.302, 95% CI: 1.053-1.593), while cognitive impairment alone or frailty alone were not associated with increased risk. The interaction analyses revealed a lack of multiplicative (OR = 0.952, 95% CI: 0.618-1.468) or additive [relative excess risk (RERI) =-0.043, 95% CI: -0.495-0.409; attributable proportion (AP) =-0.035, 95% CI: -0.400-0.329; synergy index (S) = 0.840, 95% CI: 0.172-4.095] interactions of cognitive impairment and frailty for falls. CONCLUSIONS We found that the risk of falls increased in RCF and PRCF compared to either cognitive impairment or frailty alone, with PRCF being associated with a higher risk than RCF. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Xiaonuo Xu
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China
| | - Ning Ding
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China
| | - Jing He
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China
| | - Ronghui Zhao
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China
| | - Weiqi Gu
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China
| | - Xiaoyan Ge
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China
| | - Kai Cui
- School of Public Health, Jinzhou Medical University, 40 Songpo Road, Jinzhou, 121000, P. R. China.
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Bao B, Qin A, Wang M, Qin W, Hu F, Xin T, Xu L. Association between hygiene environment, care needs, and depression among Chinese older adults: A cohort analysis from the CHARLS. Geriatr Nurs 2025; 63:147-157. [PMID: 40187182 DOI: 10.1016/j.gerinurse.2025.03.008] [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: 05/10/2024] [Revised: 01/20/2025] [Accepted: 03/19/2025] [Indexed: 04/07/2025]
Abstract
Limited research has explored the link between functional dependency, care needs, and depression among older adults. This study aims to explore the association between dependency levels and depression among Chinese older adults, as well as examine the relationship between hygiene environment and these two factors. Data were obtained from the CHARLS 2011-2018. A total of 4871 individuals aged 60 years and older were included. Generalized estimating equations were employed for the analysis. A conceptual framework was established to longitudinally illustrate the pathway from hygiene environment to dependency levels to depression. Findings indicated higher dependency levels and poorer hygiene environments were associated with an increased risk of depression, with dependency serving as a mediator between hygiene environment and depression. Policymakers should prioritize improvements in rural sanitation and long-term care policies, healthcare providers should enhance depression screening and caregiver training, and clinicians should provide personalized interventions to better address mental health challenges.
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Affiliation(s)
- Binghong Bao
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China; Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, Shandong, 250012, China
| | - Afei Qin
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China; Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, Shandong, 250012, China
| | - Meiqi Wang
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China
| | - Wenzhe Qin
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China; Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, Shandong, 250012, China
| | - Fangfang Hu
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China; Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, Shandong, 250012, China
| | - Tianjiao Xin
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China; Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, Shandong, 250012, China
| | - Lingzhong Xu
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China; National Health Commission (NHC) Key Laboratory of Health Economics and Policy Research (Shandong University), Jinan, Shandong, 250012, China; Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, Shandong, 250012, China.
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Zhou W, Guo M, Hu B, Jiang Y, Yao Y. The effect of China's Integrated Medical and Social Care Policy on functional dependency and care deficits in older adults: a nationwide quasi-experimental study. THE LANCET. HEALTHY LONGEVITY 2025; 6:100697. [PMID: 40179935 DOI: 10.1016/j.lanhl.2025.100697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Revised: 02/10/2025] [Accepted: 02/11/2025] [Indexed: 04/05/2025] Open
Abstract
BACKGROUND With population ageing, the development and implementation of pragmatic care strategies for older people with functional dependencies have become critical issues. In alliance with WHO's Integrated Care for Older People framework, China implemented the Integrated Medical and Social Care Policy (IMSCP) in several cities in 2016. This study aims to evaluate whether and to what extent the IMSCP has achieved its primary objectives of reducing functional dependency and addressing care needs in Chinese older adults aged 65 years and older. METHODS The IMSCP was initiated in 2016 in several pilot cities from various provinces. We did a quasi-experimental study with a difference-in-differences analysis by using the data collected in the 2014 and 2018 waves of the Chinese Longitudinal Healthy Longevity Survey. Participants from pilot cities constituted the intervention group, whereas participants from non-pilot cities were assigned into the control group. Functional dependency was measured based on activities of daily living and instrumental activities of daily living. Care deficits were recorded for those who were functionally dependent, and for whom care needs were unmet. We used fixed-effects models to examine between-group differences in functional dependency and care deficits. FINDINGS 3080 individuals who participated in both the 2014 and 2018 surveys were included (mean age 81·7 years [SD 9·1] in 2014; 1621 [52·6%] were female and 1459 [47·4%] were male). Of these, 1146 (37·2%) were in the intervention group and 1934 (62·8%) were in the control group. Implementing the IMSCP was associated with a reduced risk of functional dependency (odds ratio [OR] 0·72 [95% CI 0·58-0·89], p=0·0024). Among those who were functionally dependent, the IMSCP was also associated with less care deficits (0·62 [0·41-0·95], p=0·029). We also examined the relatively long-term impact of the IMSCP with duration from 2014 to 2021; the influence of the IMSCP on mitigating functional dependency remained in male participants (OR 0·45 [95% CI 0·23-0·87], p=0·017) but not in female participants (0·85 [0·52-1·39], p=0·524); while its association with bridging care deficits remained among the total participants. INTERPRETATION Implementing integrated medical and social care policy could reduce the risk of both functional dependency in older adults and care deficits in those who need care. These findings support the continued and expanded implementation of the IMSCP to address the growing care needs of China's ageing population. FUNDING National Natural Science Foundation of China, National Key Research and Development Project of China, and National Science and Technology Major Project of China.
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Affiliation(s)
- Wenjian Zhou
- School of Public Health, Peking University Health Science Center, Beijing, China; Center for Healthy Aging Transdisciplinary Sciences, China Center for Health Development Studies, Peking University, Beijing, China
| | - Muqi Guo
- Harvard T H Chan School of Public Health, Boston, MA, USA
| | - Bo Hu
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, UK
| | - Yuling Jiang
- School of Public Health, Peking University Health Science Center, Beijing, China; Center for Healthy Aging Transdisciplinary Sciences, China Center for Health Development Studies, Peking University, Beijing, China
| | - Yao Yao
- School of Public Health, Peking University Health Science Center, Beijing, China; Center for Healthy Aging Transdisciplinary Sciences, China Center for Health Development Studies, Peking University, Beijing, China; State Key Laboratory of Vascular Homeostasis and Remodelling, Peking University, Beijing, China.
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21
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Ma Q, Ning J, Chen H. Changes of filial responsibility norms under public long-term care insurance in China. Geriatr Gerontol Int 2025; 25:606-619. [PMID: 40025850 DOI: 10.1111/ggi.70009] [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: 10/21/2024] [Revised: 01/06/2025] [Accepted: 01/31/2025] [Indexed: 03/04/2025]
Abstract
AIM The public long-term care insurance (LTCI) scheme offers a potential solution to growing long-term care needs. This study investigated its effects on perceived filial responsibility norms and evaluated the heterogeneity of these effects. METHODS Using data from the 2014, 2016, 2018, and 2020 waves of the China Longitudinal Aging Social Survey, we focused on 10 042 older adults aged 60 and above living in communities. The quasi-experimental design of staggered difference-in-differences analyses with propensity score matching was employed to assess the policy effects. RESULTS The LTCI scheme significantly influenced perceived filial responsibility norms, reducing the likelihood of older adults believing that children should bear primary responsibility for their care by 6%. This effect was more pronounced among older adults who were more educated, lived with their children, or were in better health. CONCLUSION The implementation of the public LTCI scheme has had a negative impact on traditional filial piety in China. These findings highlight the importance for countries adopting LTCI or similar policies to develop strategies that prevent the excessive erosion of this cultural value. Geriatr Gerontol Int 2025; 25: 606-619.
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Affiliation(s)
- Qifeng Ma
- Institute of Gerontology, Renmin University of China, Beijing, China
| | - Jing Ning
- School of Government, University of International Business and Economics, Beijing, China
| | - He Chen
- School of Public Administration and Policy, Renmin University of China, Beijing, China
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Lee MMS, Yeoh EK, Wong ELY. Employers' Perspectives of Caregiver-Friendly Workplace Policies for Caregiver-Employees Caring for Older Adults in Hong Kong: Thematic Analysis. JMIR Aging 2025; 8:e68061. [PMID: 40163861 PMCID: PMC11997528 DOI: 10.2196/68061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Revised: 02/13/2025] [Accepted: 03/11/2025] [Indexed: 04/02/2025] Open
Abstract
BACKGROUND Caregiver-friendly workplace policies (CFWPs) are rare in Hong Kong. With Hong Kong facing a "silver tsunami" in the near future, it is important to understand the need for such policies and the views of employers for future facilitation. OBJECTIVE This study aimed to identify the support that is currently provided or that could be provided to caregiver-employees (CEs) caring for older adults in Hong Kong and assess the challenge and facilitative support for employers to adopt CFWPs in the specific context of Hong Kong. METHODS A qualitative research design with semistructured individual in-depth interviews with employers from Hong Kong was adopted for this study. A purposive snowball sampling method was used to recruit participants from the 7 primary industries mentioned in the Hong Kong census and from all 3 employer types (private, public, and nongovernmental organizations), which allowed the inclusion of participants sensitized to the idea and potential of CFWPs. Thematic framework analysis was used to evaluate the data collected during the interviews. RESULTS We interviewed 17 employers and managers from 7 major industries in Hong Kong (2.5 to 120,000 employees). There were 4 (24%) male and 13 (76%) female participants, and the participant age ranged from 30 to 50 years. All participants held managerial positions at the time of the interview. Of the 17 participants, 13 were from private companies, 2 were from public institutions, and 2 were from nongovernmental organizations. Four of the companies had a global presence. Four main themes were identified: (1) current support and potential support for CEs (which was limited to discretionary annual leave and unpaid leave when annual leave was exhausted), (2) challenges in adopting CFWPs, (3) facilitating support for adopting CFWPs, and (4) incentives for adopting CFWPs. The participants rated information and resources for CEs (mean 8.56, SD 0.37), bereavement leave (mean 8.47, SD 0.63), flexible working hours (mean 8.32, SD 0.48), and caregiver-inclusive corporate culture (mean 8.32, SD 0.48) as essential CFWPs for CEs in Hong Kong. CONCLUSIONS While several studies have reported the types of CFWPs and their impacts on CEs, stakeholders' perspectives on CFWPs have been rarely investigated. This study found that although employers consider CFWPs as necessary and see them as a catalyst for a long-term win-win situation, the current support for CEs is discretionary and industry-specific. Government leadership is critical for formulating, piloting, and implementing CFWPs to create a friendly environment that encourages disclosure with trust and respect across industrial sectors in Hong Kong. This study identified the current unmet needs and demands of CEs from the employer's perspective, the barriers to large-scale adoption of CFWPs, and the path forward to inform further discourse and policy formulation in Hong Kong.
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Affiliation(s)
- Maggie Man-Sin Lee
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China (Hong Kong)
| | - Eng-Kiong Yeoh
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China (Hong Kong)
- Centre for Health Systems & Policy Research, JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China (Hong Kong)
| | - Eliza Lai-Yi Wong
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China (Hong Kong)
- Centre for Health Systems & Policy Research, JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China (Hong Kong)
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Liu X, Ni J, Wang B, Yin R, Tang J, Chu Q, You L, Wu Z, Cao Y, Ji C. A prediction model for the risk of developing mild cognitive impairment in older adults with sarcopenia: evidence from the CHARLS. Aging Clin Exp Res 2025; 37:69. [PMID: 40055290 PMCID: PMC11889009 DOI: 10.1007/s40520-025-02980-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2024] [Accepted: 02/18/2025] [Indexed: 03/12/2025]
Abstract
BACKGROUND Sarcopenia significantly increases the risk of cognitive impairments in older adults. Early detection of mild cognitive impairment (MCI) in individuals with sarcopenia is essential for timely intervention. AIMS To develop an accurate prediction model for screening MCI in individuals with sarcopenia. METHODS We employed machine learning and deep learning techniques to analyze data from 570 patients with sarcopenia from the China Health and Retirement Longitudinal Study (CHARLS). Our model forecasts MCI incidence over the next four years, categorizing patients into low and high-risk groups based on their risk levels. RESULTS The model was constructed using CHARLS data from 2011 to 2015, incorporating eight validated variables. It outperformed logistic regression, achieving an Area Under the Curve (AUC) of 0.708 (95% CI: 0.544-0.844) for the test set and accurately classifying patients' risk in the training set. The deep learning model demonstrated a low false-positive rate of 10.23% for MCI in higher-risk groups. Independent validation using 2015-2018 CHARLS data confirmed the model's efficacy, with an AUC of 0.711 (0.95 CI, 0.588-0.823). An online tool to implement the model is available at http://47.115.214.16:8000/ . CONCLUSIONS This deep learning model effectively predicts MCI risk in individuals with sarcopenia, facilitating early interventions. Its accuracy aids in identifying high-risk individuals, potentially enhancing patient care.
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Affiliation(s)
- Xinyue Liu
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
- School of Nursing, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jingyi Ni
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
| | - Baicheng Wang
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
| | - Rui Yin
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
| | - Jinlin Tang
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
- School of Nursing, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Qi Chu
- Sunshine Union Hospital, Weifang, Shandong, China
| | - Lianghui You
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
| | - Zhenggang Wu
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
| | - Yan Cao
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China
| | - Chenbo Ji
- Nanjing Women and Children's Healthcare Institute, Women's Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, Jiangsu, China.
- School of Nursing, Nanjing Medical University, Nanjing, Jiangsu, China.
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Qu Y, Zhang G, Jiang Y, Hu W, Meng X, Chen R, Gao S, Wu Z, Sun X, Jia H. Increasing residential greenness attenuates the hazard of ultraviolet radiation on age-related macular degeneration in the elderly: A nationwide study in China. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2025; 292:117924. [PMID: 39983511 DOI: 10.1016/j.ecoenv.2025.117924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2025] [Revised: 02/16/2025] [Accepted: 02/16/2025] [Indexed: 02/23/2025]
Abstract
BACKGROUND Exposure to ultraviolet (UV) radiation may increase the risk of age-related macular degeneration (AMD), the leading cause of blindness in the elderly. However, prevention measures of UV radiation at population-level remain lacking, exacerbating the health inequity. Given the protective effect of residential greenness on human health, we aim to identify the impact of greenness on the UV-AMD association. METHODS We used data from 19,832 participants in a national cohort in China conducted from 2018 to 2023. Satellite-based models and ophthalmological fundus images were used to evaluate the exposures (UV radiation and residential greenness) and outcome (incident AMD), respectively. The effects of UV radiation, residential greenness, and their interplay on incident AMD were furtherly estimated through multiple Cox proportional hazard models. RESULTS A total of 3800 incident AMD cases were diagnosed during follow-up. Higher UV radiation elevated the hazard of incident AMD, while excessive greenness showed a significant protective effect, with hazard ratios of 1.35 (1.29, 1.41) and 0.90 (0.86, 0.94) for per tertile increment, respectively. These relationships remained consistent in two-exposure models, and a significant modification effect of greenness on the UV-AMD association was observed. Notably, when the residential greenness over 0.4, the hazard of UV on incident AMD became non-significant. This greenness threshold remained consistent across rural-urban and south-north subgroups. CONCLUSION Maintaining the residential greenness above 0.4, as a low-cost measure at population-level, could mitigate the UV-AMD association and facilitate the health equity in China, regardless of the regions.
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Affiliation(s)
- Yanlin Qu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China; National Clinical Research Center for Eye Diseases, Shanghai, China
| | - Guanran Zhang
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China; National Clinical Research Center for Eye Diseases, Shanghai, China
| | - Yichen Jiang
- School of Public Health, Fudan University, Shanghai, China
| | - Weiting Hu
- Shanghai Phoebus Medical Co. Ltd., Shanghai, China
| | - Xia Meng
- School of Public Health, Fudan University, Shanghai, China
| | - Renjie Chen
- School of Public Health, Fudan University, Shanghai, China
| | - Shunxiang Gao
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China; National Clinical Research Center for Eye Diseases, Shanghai, China.
| | - Zhenyu Wu
- School of Public Health, Fudan University, Shanghai, China
| | - Xiaodong Sun
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China; National Clinical Research Center for Eye Diseases, Shanghai, China
| | - Huixun Jia
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China; National Clinical Research Center for Eye Diseases, Shanghai, China.
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25
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Xu R, Chen D, Hua L, Mu T, Ma G. Association Between Depressive Symptoms in Spousal Caregivers and Falls in Care Recipients With Disability: A Nationwide Population-Based Cohort Study. Arch Phys Med Rehabil 2025:S0003-9993(25)00544-1. [PMID: 40032174 DOI: 10.1016/j.apmr.2025.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Revised: 01/21/2025] [Accepted: 02/26/2025] [Indexed: 03/05/2025]
Abstract
OBJECTIVE To investigate the association between depressive symptoms in spousal caregivers and both fall risk and the frequency of falls requiring medical treatment in care recipients with disabilities. DESIGN A retrospective cohort study. SETTING Data from the China Health and Retirement Longitudinal Study. PARTICIPANTS 1357 patient-caregiver dyads. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES The incidence of falls and the frequency of falls requiring medical treatment among care recipients. RESULTS The mean (standard deviation) age of care recipients was 61.6 (9.1) years, and 62.1% of them were women. After adjusting for covariates, it was found that caregiver depressive symptoms were associated with a 32% higher risk of falls (relative risk [RR], 1.32; 95% confidence interval [CI], 1.08-1.61). Moreover, caregivers who exhibited depressive symptoms only at follow-up had a RR of falls requiring medical treatment of 2.74 (95% CI, 1.28-5.88), whereas those who had depressive symptoms at both the baseline and follow-up had a RR of 2.13 (95% CI, 1.19-3.80). The likelihood ratio test showed that grouping depressive symptoms significantly improved the model fit for both fall risk (likelihood ratio [LR] χ²(3)=8.89, P=.031) and falls requiring medical treatment (LR χ²(3)=14.50, P=.002). CONCLUSION Caregiver depressive symptoms are significantly associated with an increased risk of falls and a higher frequency of falls requiring medical treatment among care recipients with disabilities. Addressing the mental health of caregivers may help reduce fall-related risks in this population.
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Affiliation(s)
- Rixiang Xu
- School of Medical Humanities, Anhui Medical University, Hefei, Anhui Province
| | - Dandan Chen
- School of Nursing, Zhejiang Chinese Medical University, Hangzhou, Zhejiang Province
| | - LiJiangshan Hua
- School of Nursing, Zhejiang Chinese Medical University, Hangzhou, Zhejiang Province
| | - Tingyu Mu
- School of Nursing, Anhui Medical University, Hefei, Anhui Province.
| | - Guiyue Ma
- School of Nursing, Anhui University of Chinese Medicine, Hefei, Anhui Province, China.
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Yang X, Yuan S, Hu Y. Long-term care insurance and implementation for older people in China: a systematic review of textual evidence protocol. JBI Evid Synth 2025; 23:554-563. [PMID: 39895343 DOI: 10.11124/jbies-23-00315] [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: 02/04/2025]
Abstract
OBJECTIVE The objective of this systematic review is to synthesize and compare policies and implementation strategies on long-term care insurance for older people in China. INTRODUCTION Current information about China's long-term care insurance from a textual perspective is limited. Due to late inception and fragmented management, textual evidence on this topic will offer a unique perspective on the structure and implementation strategies of long-term care insurance policies in China. INCLUSION CRITERIA The population of this review will be adults aged 60 years or older. The phenomena of interest will be long-term care insurance policies and implementation strategies in China. Published sources and gray literature in English and Chinese since 2016 will be included. Exclusions will apply to hospitalized individuals as well as those under 60 years of age who are permanently disabled due to illness or disability. METHODS The proposed systematic review will be conducted in line with the JBI methodology for systematic reviews of textual evidence. Databases to be searched will include PubMed, Embase (Ovid), CINAHL (EBSCOhost), Web of Science Social Science Citation Index, China National Knowledge Infrastructure (CNKI), and the National Social Science Database. For gray literature, we will conduct an advanced Google search as well as searching ProQuest Dissertations & Theses Global and ProQuest Central. Additionally, we will search the websites of local governments in pilot cities. The JBI critical appraisal checklist for textual evidence will be used to evaluate the quality of textual sources. All identified sources will be retrieved and assessed in detail by 2 independent reviewers. Data extraction and synthesis will be conducted, and a meta-aggregative approach will be employed to synthesize data and conclusions, which will be graded using ConQual. A recommendation will be issued as a Good Practice Statement. REVIEW REGISTRATION PROSPERO CRD42023414967.
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Affiliation(s)
- Xiaoman Yang
- School of Nursing, Fudan University, Shanghai, China
| | - Shuqi Yuan
- School of Nursing, Fudan University, Shanghai, China
| | - Yan Hu
- School of Nursing, Fudan University, Shanghai, China
- Fudan University Centre for Evidence-based Nursing: A JBI Centre of Excellence, Shanghai, China
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Zhou Z, Wang F. The long-term impact of childhood peer relationships on disability in later life: Causal mediation evidence from older Chinese adults. SSM Popul Health 2025; 29:101735. [PMID: 39759382 PMCID: PMC11699277 DOI: 10.1016/j.ssmph.2024.101735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 12/08/2024] [Accepted: 12/08/2024] [Indexed: 01/07/2025] Open
Abstract
Despite the recognized importance of social connections in Chinese culture, research on how childhood peer relationship deficits impact health later in life has been limited. This study aimed to investigate the association between childhood peer relationship deficits and the odds of disability among older Chinese adults and to explore the potential mediating roles of social isolation, loneliness, and cognitive function. Using the longitudinal sample of respondents aged 60 years and older in the China Health and Retirement Longitudinal Study 2013-2018 (N = 7133), the link between peer relationship deficits in childhood and disability in late life was assessed using marginal structural models, and the potential mediating effects of social isolation, loneliness, and cognitive function were examined by the inverse odds ratio weighting technique. Participants who experienced greater childhood peer relationship deficits were more prone to disability (odds ratio: 1.19, 95% CI: 1.09, 1.29) than those with more positive childhood peer interactions. The inverse odds ratio weighting analysis indicated that social isolation, loneliness, and cognitive function individually played partial mediating roles in the association between childhood peer relationships and disability by 11.36% (95% CI: 4.04%-18.99%), 11.95 % (95% CI: 4.65%-19.23%), and 24.58% (95% CI: 17.01%-32.43%), respectively. The combined mediation effect of the three mediators was 30.57% (95% CI: 23.52%-39.91%). These findings suggest that interventions to enhance social connections and cognitive health in older adults may help mitigate the long-term impacts of childhood peer relationship deficits on disability among older Chinese adults.
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Affiliation(s)
- Zi Zhou
- School of Public Affairs, Xiamen University, Xiamen, 361005, China
| | - Feiyu Wang
- School of Public Affairs, Xiamen University, Xiamen, 361005, China
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Xu H, Zhang Z, Yang X, Yang Q, Chen T. Effects of extended working lives on depressive symptoms, physical, and cognitive health in middle and later life: Evidence from China. Soc Sci Med 2025; 369:117833. [PMID: 39955817 DOI: 10.1016/j.socscimed.2025.117833] [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: 10/30/2024] [Revised: 02/05/2025] [Accepted: 02/08/2025] [Indexed: 02/18/2025]
Abstract
INTRODUCTION Many countries are extending working lives to counteract the shrinking labor force caused by population aging. However, the health implications of this approach for middle-aged and older adults remain unclear, particularly in low- and middle-income countries. METHODS Data were drawn from the 2011-2020 China Health and Retirement Longitudinal Study to analyze the effect of labor force participation on multidimensional health, with a focus on activities of daily living disability, depressive symptoms, and cognitive impairment. A longitudinal g-formula was applied to address the endogeneity associated with long-term employment and simulate the life course of a synthetic cohort aged 45-80 years. The impact of extending working lives to age 63 for men and age 58 for women on health outcomes was estimated. RESULTS Labor force participation was negatively associated with the onset of activities of daily living disability but positively associated with the onset of depressive symptoms and cognitive impairment among middle-aged and older adults. Extending working life slowed the progression of activities of daily living disability but increased the risk of depressive symptoms and cognitive impairment, especially in women. These effects persisted beyond working years and into postretirement. Higher education levels mitigated the negative impact of extended working lives on cognitive function. CONCLUSIONS While extending working lives may benefit physical functioning, it poses risks to depressive symptoms and cognitive health, particularly for women. National policies promoting longer working lives should incorporate targeted preventive measures to protect the psychological and cognitive health of middle-aged and older adults.
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Affiliation(s)
- Hengyi Xu
- Institute of Social Development and Health Management, Healthy Hubei Development and Social Progress Research Center of the Key Research Base of Humanities and Social Sciences in Hubei Province, School of Public Health, Wuhan University of Science and Technology, Wuhan, 430065, China.
| | - Zhongmin Zhang
- Institute of Social Development and Health Management, Healthy Hubei Development and Social Progress Research Center of the Key Research Base of Humanities and Social Sciences in Hubei Province, School of Public Health, Wuhan University of Science and Technology, Wuhan, 430065, China.
| | - Xue Yang
- Institute of Social Development and Health Management, Healthy Hubei Development and Social Progress Research Center of the Key Research Base of Humanities and Social Sciences in Hubei Province, School of Public Health, Wuhan University of Science and Technology, Wuhan, 430065, China.
| | - Qin Yang
- Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, 441100, China.
| | - Ting Chen
- Institute of Social Development and Health Management, Healthy Hubei Development and Social Progress Research Center of the Key Research Base of Humanities and Social Sciences in Hubei Province, School of Public Health, Wuhan University of Science and Technology, Wuhan, 430065, China.
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Jiang M, Dai B. Effect of depression combined with cognitive impairment on dependency risk in rural older adults: analysis of data from the China health and retirement longitudinal study (CHARLS 2020). BMC Psychol 2025; 13:167. [PMID: 40016852 PMCID: PMC11869685 DOI: 10.1186/s40359-024-02335-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 12/30/2024] [Indexed: 03/01/2025] Open
Abstract
BACKGROUND This study aims to investigate the relationship between cognitive impairment, depressive symptoms, and Activities of Daily Living (ADL)/ Instrumental Activities of Daily Living (IADL) dependency among older people living in rural areas. METHODS We analyzed data from the China Health and Aging Longitudinal Study 2020, focusing on the rural older adults over 60. We identified four groups and constructed three regression models (models 1-3) to investigate the relationship between cognitive impairment or depression and dependency. RESULTS Based on a logistic regression model, older adults living in rural areas face a sequentially increased risk of dependence on ADL if they in group 2 (OR = 1.33, 95% CI = 1.09-1.63), group 3 (OR = 1.76, 95% CI = 1.43-2.17), or group 4 (OR = 2.38, 95% CI = 1.95-2.91), when compared to a reference group 1. Group 2 (OR = 2.44, 95% CI = 2.03 to 2.93) was more likely to be at risk of IADL dependence than Group 3 (OR = 1.99, 95% CI = 1.64 to 2.43). CONCLUSIONS This study highlights the substantial impact of depression and cognitive impairment on ADL/IADL dependence among rural older adults, with an especially heightened risk when both disorders are present simultaneously. Moreover, factors such as gender, age, inpatient services, outpatient services, and self-rated health are strongly associated with functional dependence in this population.
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Affiliation(s)
- Mingfei Jiang
- School of Public Health, Southeast University, Hunan Road, Nanjing, Jiangsu, 210009, China
| | - Baozhen Dai
- School of Public Health, Southeast University, Hunan Road, Nanjing, Jiangsu, 210009, China.
- Jiangsu Provincial Think Tank on Aging, Beijing West Road, Nanjing, Jiangsu, 210013, China.
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30
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Wang C, Wang N, Shen W, Liu J, Li X, Xiao W, Wu Y, Huang F. Exploring disparities in depressive symptoms between rural and urban middle-aged and elderly adults in China: evidence from CHARLS. PSYCHOL HEALTH MED 2025:1-22. [PMID: 40009732 DOI: 10.1080/13548506.2025.2470877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 02/17/2025] [Indexed: 02/28/2025]
Abstract
The study was to investigate the relevant factors that were associated with differences in depressive symptoms between urban and rural middle-aged and elderly population in China, measuring the contribution of related influencing factors. We constructed binary logistic regression models to investigate the primary factors influencing depressive symptoms and employed Fairlie models to examine these factors contributing to the differences in depressive symptoms between urban and rural middle-aged and elderly individuals. The proportion of depressive symptoms among middle-aged and older individuals in China was 38.16%, with findings indicating that rural areas exhibited higher rates (44.47%) of depressive symptoms compared to urban areas (31.85%). The Fairlie decomposition analysis demonstrated 53.51% of the disparities in depressive symptoms could be accounted for, which was mainly linked to differences in self-reported health status (19.16%), education level (14.45%), insurance (8.28%), instrumental activities of daily living dysfunction (6.16%), gender (-3.72%), sleep time (2.35%), falling history (2.31%), age (-2.17%), physical examination (2.03%), and chronic disease condition (-0.50%). The prevalence of depressive symptoms in rural middle-aged and elderly was greater than urban, linked to demographics, lifestyle, health status and social status. This study aided policymakers in reducing health disparities and designing targeted mental health interventions for vulnerable populations.
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Affiliation(s)
- Chenxin Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Na Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Wenbin Shen
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Jianjun Liu
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Xue Li
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Wei Xiao
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Yueyang Wu
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
| | - Fen Huang
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China
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Chen H, Li M, Zhang Y. Educational attainment and male-female health-survival paradox among older adults in China: a nationally representative longitudinal study. BMC Geriatr 2025; 25:112. [PMID: 39972253 PMCID: PMC11837581 DOI: 10.1186/s12877-024-05598-7] [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: 06/18/2024] [Accepted: 11/29/2024] [Indexed: 02/21/2025] Open
Abstract
BACKGROUND The male-female health-survival paradox is characterized by the phenomenon where "women get sicker, but men die quicker." Health expectancy, as a composite metric that encompasses both the quantity and quality of life, serves as a unique tool for analyzing this gender paradox. In this study, we investigate the relationship between educational attainment and the gender paradox among older adults in China. METHODS Utilizing data from the China Health and Retirement Longitudinal Study (CHARLS), we focused on community-dwelling individuals aged 60 and above. Health was assessed using the Activities of Daily Living (ADLs). Educational attainment was dichotomized into low (primary education and below) and high (secondary education and above). We controlled for demographic, socioeconomic, and health behaviors confounders. Microsimulation techniques were employed to estimate total life expectancy (TLE), disability-free life expectancy (DFLE), and health ratio. RESULTS In China, educational attainment was positively associated with TLE and DFLE, with these benefits being more pronounced in females. Among individuals with lower educational attainment, females had significantly greater TLE (female-male difference: 3.82 years, 95% CI: 3.68 to 3.96) and DFLE (2.91 years, 95% CI: 2.78 to 3.04), but a lower health ratio (-2.14%, 95% CI: -2.41% to -1.87%) compared to males. In contrast, females with higher educational attainment not only lived longer but also healthier. Among these individuals, females had significantly greater TLE (5.89 years, 95% CI: 5.71 to 6.08), DFLE (6.02 years, 95% CI: 5.84 to 6.19), and a more favorable health ratio (95% CI: 2.60% to 3.19%) compared to males. CONCLUSIONS Education plays a crucial role in enabling females to overcome disadvantages associated with the gender paradox in China. Enhancing gender equality in educational opportunities is expected to promote healthy longevity among females in the country.
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Affiliation(s)
- He Chen
- School of Public Administration and Policy, Renmin University of China, Beijing, China
- Institute of Public Governance, Peking University, Beijing, China
| | - Man Li
- School of Public Administration and Policy, Renmin University of China, Beijing, China
| | - Ye Zhang
- Population Development Studies Center, Renmin University of China, Beijing, 100872, People's Republic of China.
- School of Population and Health, Renmin University of China, Beijing, 100872, People's Republic of China.
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Yang J, Wang Y, Zheng X, Wang H, Song G. Key modifiable factors in urban-rural differences in depression among older adults in China: A comparative study between China and the United States. Int Psychogeriatr 2025:100046. [PMID: 39939225 DOI: 10.1016/j.inpsyc.2025.100046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/24/2024] [Revised: 01/28/2025] [Accepted: 02/01/2025] [Indexed: 02/14/2025]
Abstract
OBJECTIVES Urban-rural differences in depression are evident among older adults in China but not in the United States. By comparing the two countries, this study aims to explore strategies for promoting regional equality in depression in China. METHODS Data from the China Health and Retirement Longitudinal Study (CHARLS) and the Health and Retirement Study (HRS) were utilized. Longitudinal data were used to describe urban-rural differences in depression prevalence among older adults in China (2011-2020) and the United States (2010-2020). Cross-sectional data from 2018 (CHARLS: 9840 participants; HRS: 10,381 participants) were used to identify key modifiable factors. A random forest algorithm was employed to determine the most important factors influencing depression, and comparisons between the two countries were made to identify modifiable factors. Multivariate logistic regression was used to analyze the relationship between these key modifiable factors and depression. A mediation model was applied to assess the mediating role of key modifiable factors in the relationship between residence and depression. RESULTS 1) From 2011 to 2020, Urban-rural differences in depression prevalence among older adults were observed in China, but not in the United States. 2) In both China and the U.S., the top five factors ranked by importance were activities of daily living disability (ADLs), instrumental activities of daily living disability (IADLs), pain levels, self-reported health (SRH), and age. However, Urban-Rural Differences in ADLs, IADLs, and SRH were present in China but not in the United States. 3) ADLs, IADLs, and SRH collectively mediated 31.6 % (95 % CI: 0.268 - 0.360) of the relationship between residence and depression scores among older adults in China. CONCLUSION Urban-rural differences in physical health status (ADLs, IADLs, and self-reported health) among older adults in China are associated with Urban-Rural Differences in depression. The absence of such inequalities in the U.S. may offer insights for developing policies to promote regional equality in depression among older adults in China.
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Affiliation(s)
| | - Yi Wang
- Department of Physical Education, Renmin University of China, Beijing 100872, China
| | - Xi Zheng
- School of Mathematical sciences, South China Normal University, Guangzhou 510631, China
| | - Hongchu Wang
- School of Mathematical sciences, South China Normal University, Guangzhou 510631, China
| | - Gang Song
- Southwest University, Chongqing 400715, China.
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Chen Z, Zhou H, Ma X. Becoming eligible for long-term care insurance in China brought more ageing at home: evidence from a pilot city. Health Policy Plan 2025; 40:165-175. [PMID: 39520283 PMCID: PMC11884802 DOI: 10.1093/heapol/czae109] [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: 03/15/2024] [Revised: 10/11/2024] [Accepted: 11/08/2024] [Indexed: 11/16/2024] Open
Abstract
Person-centered long-term care systems, integral to healthy ageing, should empower older people to achieve ageing in place. Yet evidence on the impact of the design of long-term care systems on older people's choice of place of ageing, especially that from developing countries, is limited. Taking the introduction of Long-Term Care Insurance (LTCI) in City X of China as a policy shock, we examined the impact of becoming eligible for LTCI on program beneficiaries' choice of place of ageing-institution or home-before they started to receive any actual benefit. Based on our analysis of the administrative data of all LTCI applicants between July 2017 and September 2020 from City X, we found that becoming eligible for LTCI increased an older-person's probability of choosing home as her place of ageing even before she received any benefit by ∼16%, and this positive impact was larger for those insured, of higher education level, or of higher disability grade. By bringing more ageing in place, LTCI in City X promoted healthy ageing. Our study suggests that the specifics of the LTCI program, such as who could receive subsidies, family values, and family members' engagement in the labor market, could all work together to shape the substitution pattern between home and institutional care.
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Affiliation(s)
- Zeyuan Chen
- School of Public Administration, Southwestern University of Finance and Economics, Liutai Avenue 555, Chengdu 611130, China
| | - Hui Zhou
- Cao County Tax Service, State Taxation Administration, Gongye Road 230, Cao County, Heze 274000, China
| | - Xiang Ma
- School of Economics, Southwestern University of Finance and Economics, Liutai Avenue 555, Chengdu 611130, China
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34
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Li S, Ren L, Hu Y, Wu Y, Jiang Y, Yu M, Kou H, Wu D, Zhou W, Liu Z, Lv F, Yao Y. Associations between housing quality and sarcopenia among older adults: evidence from China and India. J Nutr Health Aging 2025; 29:100449. [PMID: 39705748 DOI: 10.1016/j.jnha.2024.100449] [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: 08/16/2024] [Revised: 10/31/2024] [Accepted: 12/03/2024] [Indexed: 12/22/2024]
Abstract
OBJECTIVES Housing is an important social determinant of health. However, limited studies have focused on the relationship between housing quality and sarcopenia, especially in low- and middle-income countries. This study aims to examine the association between housing quality and sarcopenia in older adults in China and India. METHODS The study was based on the China Health and Retirement Longitudinal Study and Longitudinal Aging Study in India. Housing quality was evaluated by five indicators, including housing materials, water sources, sanitation facilities, main fuel for cooking, and availability of electricity. Housing quality is divided into three types: good (0-1 poor housing indicators), medium (2-3 poor housing indicators), and poor (4-5 poor housing indicators). Sarcopenia was evaluated according to the Asian Working Group for Sarcopenia (AWGS) 2019 Consensus. The logistic regression model was performed to examine the association between housing quality and sarcopenia. RESULTS The medium (OR = 1.69, 95%CI = 1.49-1.90) and poor housing quality (OR = 2.19, 95%CI = 1.89-2.54) were associated with sarcopenia in CHARLS. Similar results were also observed in the LASI with significantly higher prevalence of sarcopenia in medium (OR = 1.22, 95%CI = 1.11-1.33), and poor housing quality (OR = 1.60, 95%CI = 1.43-1.79). Moreover, we observed a linear relationship between housing quality and the prevalence of sarcopenia both in CHARLS and LASI (all P for trend <0.001). CONCLUSIONS Poorer housing quality was associated with a higher prevalence of sarcopenia in older adults in China and India. Housing quality improvement plans such as access to tap water, promotion of clean energy may have a positive effect on reducing the prevalence of sarcopenia.
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Affiliation(s)
- Shaojie Li
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Longbing Ren
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Yang Hu
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Yifei Wu
- School of Public Health, Peking University, Beijing 100191, China
| | - Yuling Jiang
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Mingzhi Yu
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Haiyan Kou
- Ultrasonic Department, The Third Medical Center of Chinese People's Liberation, Army General Hospital, Beijing, China
| | - Dudu Wu
- Ultrasonic Department, Hainan Hospital of PLA General Hospital, Hainan, China
| | - Wenjian Zhou
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Zhouwei Liu
- School of Public Health, Peking University, Beijing 100191, China; China Center for Health Development Studies, Peking University, Beijing 100191, China
| | - Faqin Lv
- Ultrasonic Department, The Third Medical Center of Chinese People's Liberation, Army General Hospital, Beijing, China.
| | - Yao Yao
- China Center for Health Development Studies, Peking University, Beijing 100191, China.
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35
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Yang S, Zhang Q, Zhao A, Lyu D. Social activities and different intensities of physical activity among older adults in China: a population-based cohort study. Front Public Health 2025; 13:1530895. [PMID: 39944065 PMCID: PMC11813791 DOI: 10.3389/fpubh.2025.1530895] [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: 11/23/2024] [Accepted: 01/07/2025] [Indexed: 05/09/2025] Open
Abstract
Introduction Population aging is an inevitable consequence of demographic transition and an important issue for human society in the 21st century. Physical activity is widely recognized as a critical factor for improving health, yet the specific impact of different intensities of physical activity on the health of older adults remains underexplored. Methods This study addresses this gap by analyzing data from the China Health and Retirement Longitudinal Survey (CHARLS), a nationally representative survey of a cohort of Chinese people (aged ≥45 years) from 150 counties or districts and 450 villages or urban communities across 28 provinces, who were selected by use of multistage stratified probability-proportionate-to-size sampling. The study employed a regression model aiming to analyse the effect of different intensities of physical activity on the health level of the elder adults. Results The results demonstrate that physical activity at all intensity levels-high, moderate, and low-significantly improves the health of older adults, with correlation coefficients of -0.245 (p < 0.01), -0.080 (p < 0.05), and -0.077 (p < 0.10), respectively. Among these, high-intensity physical activity is the most effective in enhancing health outcomes. The result further identifies social activities as a mediating factor in this relationship. Moreover, high-intensity exercise proves to be more beneficial for older adults residing in rural areas compared to their urban counterparts. Discussion This study demonstrates that engagement in physical activity at all intensity levels-high, moderate, and low-substantially enhances the health of older adults, with high-intensity physical activity demonstrating the most significant impact on health outcomes. Furthermore, the research identifies social activities as a mediating factor in this relationship, highlighting the importance of social engagement in conjunction with physical activity. This suggests that interventions promoting both physical activity and social interaction can be particularly effective in improving the health and wellbeing of the ageing population.
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Affiliation(s)
- Song Yang
- Department of Sports Journalism and Management, Henan Sport University, Zhengzhou, China
| | - Qi Zhang
- Shandong Polytechnic, Jinan, China
| | - Anhui Zhao
- School of Physical Education (Main Campus), Zhengzhou University, Zhengzhou, China
| | - Dongye Lyu
- College of Education Sciences, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China
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36
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Ji W, Luo R, Sun Y, Yang M, Liu Y, Chen H, Lin D, Su Z, Tao G, Chen D, Sun H. A Networked Intelligent Elderly Care Model Based on Nursing Robots to Achieve Healthy Aging. RESEARCH (WASHINGTON, D.C.) 2025; 8:0592. [PMID: 39845705 PMCID: PMC11751203 DOI: 10.34133/research.0592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 11/24/2024] [Accepted: 12/28/2024] [Indexed: 01/24/2025]
Abstract
As global populations become increasingly aged, existing elderly care models are proving insufficient. The development and application of nursing robots have shown potential in addressing the challenges of elder care in aging societies. This perspective outlines current state and potential applications of nursing robots in promoting healthy aging. Given this background, a networked intelligent elderly care model for nursing robots, which integrates technologies such as big data, artificial intelligence, the Internet of Things, and nursing robotics, is proposed. This model would synergistically combine elderly health monitoring, capability assessment, and intelligent allocation functions to revolutionize global elderly care practices and promote healthy aging.
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Affiliation(s)
- Wenting Ji
- Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Ruzhen Luo
- School of Nursing,
Tianjin Medical University, Tianjin 300070, China
| | - Yumei Sun
- Peking University, Beijing 100191, China
| | - Maiping Yang
- Wuhan National Laboratory for Optoelectronics,
Huazhong University of Science and Technology, Wuhan 430074, China
| | - Yueheng Liu
- Wuhan National Laboratory for Optoelectronics,
Huazhong University of Science and Technology, Wuhan 430074, China
| | - Hua Chen
- Peking University, Beijing 100191, China
| | - Dongmei Lin
- School of Nursing,
Gannan Medical University, Ganzhou 341000, China
| | - Ziyi Su
- Wuhan National Laboratory for Optoelectronics,
Huazhong University of Science and Technology, Wuhan 430074, China
| | - Guangming Tao
- Wuhan National Laboratory for Optoelectronics,
Huazhong University of Science and Technology, Wuhan 430074, China
- Key Laboratory of Vascular Aging, Ministry of Education, Tongji Hospital, Tongji Medical College,
Huazhong University of Science and Technology, Wuhan 430030, China
- School of Materials Science and Engineering,
Huazhong University of Science and Technology, Wuhan 430074, China
- School of Physical Education,
Huazhong University of Science and Technology, Wuhan 430074, China
- Research Center for Intelligent Fiber Devices and Equipments and State Key Laboratory of New Textile Materials and Advanced Processing Technologies,
Huazhong University of Science and Technology, Wuhan 430074, China
- Department of Geriatrics, Tongji Hospital of Tongji Medical College,
Huazhong University of Science and Technology, Wuhan 430030, China
| | - Diansheng Chen
- School of Mechanical Engineering and Automation,
Beihang University, Beijing 100191, China
| | - Hongyu Sun
- Peking University, Beijing 100191, China
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37
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Nie P, Li Q. Age-friendly community environments and the age trajectories of long-term care dependency among Chinese older adults. Soc Sci Med 2025; 365:117614. [PMID: 39700574 DOI: 10.1016/j.socscimed.2024.117614] [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: 05/17/2024] [Revised: 11/05/2024] [Accepted: 12/05/2024] [Indexed: 12/21/2024]
Abstract
In the context of rapid global aging, the importance of age-friendly community environments for promoting healthy aging and "aging in place" continues to increase. Using data from the 2011-2020 China Health and Retirement Longitudinal Study, this study investigated the impact of an age-friendly community environment on the age trajectories of late-life long-term care (LTC) dependency among older Chinese adults aged 60+ years. Age-friendly community environments were defined according to three levels (poor, moderate, or good) based on the World Health Organization's age-friendly city and community framework, and LTC dependency was classified as level 1 (high), level 2 (medium), or level 3 (low) according to activities of daily living and instrumental activities of daily living scores. We classified participants into two age trajectory groups according to their level of LTC dependency: early-onset and late-onset groups. We found that an age-friendly community environment, especially a good housing environment, was consistently associated with the probability of having late-onset LTC dependency at any level. Having moderate and good social and employment environments reduced the likelihood of having early-onset level 2 and level 3 LTC dependency. Our mechanism analysis also revealed that age-friendly community environments affect LTC dependency through social participation. Our results may help elucidate the importance of promoting age-friendly community environments to maintain late-life functional ability and support healthy aging.
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Affiliation(s)
- Peng Nie
- School of Economics and Finance, Xi'an Jiaotong University, No. 74 Yanta West Road, 710061, Xi'an, China; Institute for Health Care & Public Management, University of Hohenheim, 70599, Stuttgart, Germany.
| | - Qiaoge Li
- School of Economics and Finance, Xi'an Jiaotong University, No. 74 Yanta West Road, 710061, Xi'an, China.
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38
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Pan T, Li C, Zhou Y. Life course socioeconomic position and care dependency in later life: a longitudinal multicohort study from 17 countries. EClinicalMedicine 2025; 79:102994. [PMID: 39737217 PMCID: PMC11683273 DOI: 10.1016/j.eclinm.2024.102994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Revised: 11/16/2024] [Accepted: 11/22/2024] [Indexed: 01/01/2025] Open
Abstract
Background Care dependency, inability to perform basic daily tasks without assistance due to functional impairment, increases substantially with accelerated population ageing and becomes a pressing public health concern worldwide. Socioeconomic disadvantage has been shown to be associated with elevated risks of care dependency, but how risks are modified by changes in socioeconomic position remains unclear. From a life course perspective, we investigated the association between socioeconomic mobility across the lifespan and care dependency in later life. Methods In this longitudinal multicohort study, we pooled data collected between 2000 and 2019 from six prospective cohort studies across 17 countries from the Program on Global Ageing, Health, and Policy. Socioeconomic status (SES) at three different life stages was assessed based on parental education in childhood, participants' education in early adulthood, and non-housing wealth in middle-late adulthood. Care dependency was measured using activities of daily living (ADLs) and instrumental activities of daily living (IADLs) following WHO recommendations. Ordinal logistic mixed-effect models were applied to investigate associations between socioeconomic inequalities and their mobility across the life course with later-life care dependency. Furthermore, to investigate contributors to inequalities in care dependency, we applied the difference method to estimate the proportion of these inequalities explained by potential risk factors, and quantified the health and economic benefits of targeted interventions using population attributable fractions. Findings A total of 103,282 individuals were involved in this study, with an average baseline age of 63.29 (SD 10.70) years and a mean follow-up of 8.75 (SD 0.02) years. Low SES at any stage of life was associated with elevated probability, increased severity, and accelerated deterioration of care dependency in later life, with women being particularly vulnerable. For the probability of IADL dependency, socioeconomic differences by parental education persisted and were greatest at ages 75-80 years (18.10%, 95% CI 14.25%-21.95% for women; 10.23%, 5.82%-14.64% for men). Considering the severity of dependency, differences in low ADL dependency reversed in advanced old age, while differences in high ADL dependency widened consistently with age. Differences in high ADL dependency between high and low childhood SES groups increased from 0.66% (0.64%-0.67%) at age 50 to 15.79% (12.19%-19.39%) at age 100. Compared with a stable high SES throughout life, all other SES mobility trajectories were associated with elevated risks of both IADL and ADL dependency. Individuals who experienced a severe SES decline-high in childhood but low in adulthood-showed a more than ten times higher risk (IADL: OR 18.26, 95% CI 12.45-26.79; ADL: 11.95, 8.47-16.88). A lower risk was observed for those who moved from low SES in childhood to high SES in adulthood (IADL: 2.51, 1.00-6.33; ADL: 1.52, 0.62-3.72). Furthermore, out of risk factors ranging from lifestyles, diseases to social connections, lack of social activities was found to be the primary contributor to socioeconomic inequalities in care dependency (explaining up to 66.63%), with corresponding interventions achieving universal health and economic benefits across countries. Interpretation Changing socioeconomic status over the lifespan was associated with care dependency risk in later life. Promoting equal educational opportunities from an early age to equitably benefit the most socioeconomically disadvantaged could help mitigate care burdens. Encouraging participation in social activities has the potential to reduce socioeconomic differences in care dependency. Funding National Natural Science Foundation of China.
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Affiliation(s)
- Ting Pan
- Center for Smart and Healthy Buildings, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China
| | - Chenshuang Li
- Center for Smart and Healthy Buildings, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China
| | - Ying Zhou
- Center for Smart and Healthy Buildings, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China
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Chen Z, Shi Y, Guo Y, Yu S, Zhu Q, Yang S, Zheng Y, Li Y, Huang Y, Peng W, He G, Hu J, Dong X, Wu F, Ma W, Liu T. Association of residential greenness exposures on disability: Findings from the cohort study on global AGEing and Adult Health (SAGE) in China. ENVIRONMENTAL RESEARCH 2025; 264:120358. [PMID: 39542158 DOI: 10.1016/j.envres.2024.120358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2024] [Revised: 11/08/2024] [Accepted: 11/11/2024] [Indexed: 11/17/2024]
Abstract
BACKGROUND With the accelerating population ageing globally, disability has become a major public concern. Residential greenness may be one of the influencing factors of disability, but epidemiological evidence in the associations of residential greenness exposures with disability is limited. We aimed to investigate the associations of residential greenness exposures with the risk of disability in the elderly. METHODS Data of 8408 residents were obtained from the World Health Organization Study on Global AGEing and Adult Health (WHO SAGE) implemented in China during 2007-2018. Participants were matched to the Normalized Difference Vegetation Index (NDVI) and Enhanced Vegetation Index (EVI) at their residential address. Disability was measured by the 12-item Chinese version of the World Health Organization Disability Assessment Schedule (WHODAS 2.0). The associations were examined using a generalized linear mixed model with stratified analyses by the covariates. RESULTS We observed significantly negative associations of greenness exposures with the summary WHODAS score [NDVI500m: -0.290, 95% Confidence Intervals (95%CI): -0.510, -0.070; EVI500m: -0.453, 95%CI: -0.757, -0.149], and with the score of cognition (EVI500m: -0.472, 95%CI: -0.881, -0.063), mobility (NDVI500m: -0.632, 95%CI: -0.965, -0.299; EVI500m: -0.739, 95%CI: -1.199, -0.280), and participation (NDVI500m: -0.388, 95%CI: -0.651, -0.125; EVI500m: -0.530, 95%CI: -0.893, -0.166). People living alone had a more pronounced association in cognition (NDVI500m: -1.546, 95%CI: -2.471, -0.621). The associations with summary WHODAS score were stronger among participants living in rural areas (NDVI500m: -0.420, 95%CI: -0.683, -0.157), having less education level (NDVI500m: -0.618, 95%CI: -0.982, -0.253), and living in northern China (NDVI500m: -0.381, 95%CI: -0.776, 0.013). CONCLUSIONS Residential greenness may reduce the onset and worsening of disability, particularly for domains of cognition, mobility, and social participation. Because of its stronger influence among people with low socioeconomic status, increasing greenness levels in areas with lower socioeconomic status may promote health equity.
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Affiliation(s)
- Zhiqing Chen
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China; Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China
| | - Yan Shi
- Shanghai Municipal Centre for Disease Control and Prevention, Shanghai, 200336, China
| | - Yanfei Guo
- Shanghai Municipal Centre for Disease Control and Prevention, Shanghai, 200336, China
| | - Siwen Yu
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Qijiong Zhu
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Shangfeng Yang
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Yuan Zheng
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Yayi Li
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Yixiang Huang
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Wan Peng
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Guanhao He
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Jianxiong Hu
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Xiaomei Dong
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Fan Wu
- Shanghai Medical College, Fudan University, Shanghai, 200032, China.
| | - Wenjun Ma
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China; Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China.
| | - Tao Liu
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, 510632, China; China Greater Bay Area Research Center of Environmental Health, School of Medicine, Jinan University, Guangzhou, 510632, China; Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China.
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Tam HL, Choi KC, Lau Y, Leung LYL, Chan ASW, Zhou L, Wong EML, Ho JKM. Re-Engagement in Physical Activity Slows the Decline in Older Adults' Well-Being - A Longitudinal Study. INQUIRY : A JOURNAL OF MEDICAL CARE ORGANIZATION, PROVISION AND FINANCING 2025; 62:469580251314776. [PMID: 39819167 PMCID: PMC11742160 DOI: 10.1177/00469580251314776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Revised: 12/01/2024] [Accepted: 01/06/2025] [Indexed: 01/19/2025]
Abstract
Physical activity is recommended for older adults; however, the benefits of previous active engagement in physical activity that can be sustained after one becomes inactive remain to be determined. This study investigated the longitudinal associations between physical activity engagement patterns and older adults' well-being. This population-based cohort study used data from the China Health and Retirement Longitudinal Study between 2015 and 2020. People aged 60 years and above were included, and they were categorized as active engagers if they reported engaging in at least 10 min of moderate and/or vigorous exercise consecutively per week in each survey year. Older adults' well-being was evaluated using the healthy aging score, and geographical variations were visualized. The generalized estimating equations model was adopted to examine the differences between various physical activity engagement patterns and older adults' well-being. Among the 3300 older adults (50.5% men; age 66.9 ± 5.7 years) during the five years of follow-up, engagement in physical activity increased from 31.7% to 59.6%. However, their well-being decreased gradually, especially among those who were inactive engagers (beta = -0.20 to -0.21). Physical activity engagement patterns appeared to slow decline in well-being. Geographical variations were noted, with more favorable healthy aging scores observed in northern China than in southern China. As older adults age, well-being deteriorates, and disengagement of physical activity accelerates the rate of decline. Re-engagement in physical activity can slow the rate of decline in well-being. Early identification of and intervention in inactive engagement in physical activity reduce the detrimental effects on older adult's well-being. A national health initiative is an effective strategy to create a supportive environment for older adults to continue and engage in physical activity. The participation of healthcare professionals and community parties is important to encourage and engage older adults in physical activity.
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Affiliation(s)
- Hon Lon Tam
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Kai Chow Choi
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Ying Lau
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | | | | | - Lilin Zhou
- The Nethersole School of Nursing, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | | | - Jonathan Ka Ming Ho
- School of Nursing and Health Sciences, Hong Kong Metropolitan University, Hong Kong
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Lu L, Li S, Chen T, Zhang W, Gao T, Lan T. Association between childhood life circumstances and chronic diseases in middle-aged and elderly individuals: A population-based retrospective study. Soc Sci Med 2025; 364:117528. [PMID: 39579441 DOI: 10.1016/j.socscimed.2024.117528] [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: 06/23/2024] [Revised: 10/30/2024] [Accepted: 11/15/2024] [Indexed: 11/25/2024]
Abstract
OBJECTIVE Previous research has explored the links between later-life health and various childhood conditions, such as socioeconomic status, adverse childhood experiences, and trauma. However, numerous other childhood life circumstances and their relative significance have yet to be examined. This study investigated the association between childhood life circumstance factors and chronic diseases among middle-aged and elderly individuals. METHOD Participants were sourced from the China Health and Retirement Longitudinal Study (CHARLS), a nationwide survey spanning 2011 to 2020. This study utilized 42,181 observations from 16,681 middle-aged and older adults, averaging around 60 years of age. Females constituted 58.12% of the sample. We examined 50 life circumstance factors across six domains: childhood socioeconomic status, wartime experiences during childhood, childhood health, childhood trauma, childhood relationships, and parental health. Data on these factors were derived from CHARLS's 2014 life history survey, alongside chronic disease and demographic information obtained from baseline surveys in 2011 and subsequent follow-ups through 2020. Chronic disease status relied on self-reported physician diagnoses. Logistic regression was employed to investigate the association between childhood life circumstance factors and adult chronic disease status. The study utilized the Least Absolute Shrinkage and Selection Operator (LASSO) method to identify significant factors, followed by quantile g-computation (QGC) to assess their relative importance. Additionally, the K-Means cluster method was used to categorize individuals based on similar childhood life circumstances, exploring susceptibility to chronic diseases within these subpopulations using logistic regression, LASSO, and QGC analyses. RESULTS Of the 42,181 observations from 16,681 middle-aged and older adults, over 71.36% reported chronic diseases. Out of the 50 childhood life circumstance factors examined, 17 were found to have a statistically significant positive association with chronic diseases. LASSO identified 20 factors with non-zero coefficients, with parental deformity emerging as the most significant contributor to chronic disease development, accounting for 23.50% of the variance according to QGC. Four distinct subpopulations were identified, with Subpopulation 1 representing the most disadvantaged group. CONCLUSIONS Our findings underscored the enduring impact of childhood life circumstances on chronic disease development later in life, with parental deformity identified as the most influential childhood factor. The most disadvantaged subpopulation includes individuals with higher prevalence of health problems during childhood, born during wartime, and with parents having a history of health issues.
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Affiliation(s)
- Liyong Lu
- Center for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China; NHC Key Lab of Health Economics and Policy Research (Shandong University), Jinan, Shandong, China.
| | - Sicheng Li
- Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian, China
| | - Ting Chen
- HEOA Group, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China; Institute for Healthy Cities and West China Research Center for Rural Health Development, Sichuan University, Chengdu, China
| | - Wenqiang Zhang
- Jiangxi Key Laboratory of Molecular Medicine, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - TianFu Gao
- Medical Record Department, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Tianjiao Lan
- HEOA Group, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China; Institute for Healthy Cities and West China Research Center for Rural Health Development, Sichuan University, Chengdu, China
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Du G, Fan Z, Fan K, Liu H, Zhang J, Li D, Yan L, Jiu J, Li R, Li X, Li S, Jia L, Liu H, Ren Y, Liu X, Li JJ, Wang B. Risk-stratified lifetime risk and incidence of hip fracture and falls in middle-aged and elderly Chinese population: The China health and retirement longitudinal study. J Orthop Translat 2025; 50:174-184. [PMID: 39895863 PMCID: PMC11782876 DOI: 10.1016/j.jot.2024.10.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 09/13/2024] [Accepted: 10/31/2024] [Indexed: 02/04/2025] Open
Abstract
Background Hip fracture (HF) is one of the most prevalent orthopedic conditions among the elderly, with falls being the primary risk factor for HF. With the surge of aged population, China is facing great challenges from HF and falls. However, a comprehensive long-term observation of risk factors affecting HF and falls and their association are little reported at a national level. Methods The longitudinal cohort was established using the China Health and Retirement Longitudinal Study (CHARLS) data from 2011 to 2018. The incidence density and multi-risk-stratified lifetime risk (up to 90 years of age) of falls and HF were studied at index ages of 50, 60, and 70, as well as the lifetime risk stratified by six regions in China, based on the modified Kaplan-Meier method with Statistical Analysis System (SAS). Results This study identified 17 705 subjects aged 50-89. The incidence density of falls was 65.07 and 47.53 per 1000 person-years in women and men, respectively. The incidence density of HF was also higher in women at 5.58 per 1000 person-years than in men at 4.88. By age 50, the lifetime risk of experiencing a HF was 18.58 % for women and 13.72 % for men. Vision and hearing abilities were significantly related to the lifetime risk of both falls and HF. Obesity-related factors presented age-relevant relationships with lifelong risks. Lack of naps, poor lower limb strength, and physical capabilities were indicative of HF risk. The north-western region of China had the lowest lifetime risk of falls but highest risk of HF, while other regions showed a consistent trend between falls and HF. Conclusion The aging population worldwide faces a considerable risk of falls and HF. Several risk factors were identified in this study using a Chinese population, relating to disease history, lifestyle habits, health status and physical function, and the risks differed among six regions in China. Future precautionary management programs, as well as patient self-awareness are necessary for improving the prevention of falls and HF to reduce their incidence in the aging population. The translational potential of this article With the greatest aged population worldwide, China faces the unparalleled challenge on public health. The study poses the lifetime risk of hip fracture and falls stratified by multiple risk factors in people from 45 to 90 in a national scale, which would shed a light on the early and continuous prevention of such injury.
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Affiliation(s)
- Guangyuan Du
- Department of Orthopaedic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Zijuan Fan
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Kenan Fan
- Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Haifeng Liu
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Jing Zhang
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Dijun Li
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Lei Yan
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Jingwei Jiu
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Ruoqi Li
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Xiaoke Li
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Songyan Li
- Department of Orthopaedic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Ligan Jia
- School of Computer Science and Technology, Xinjiang University, Urumchi, China
| | - Huachen Liu
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Yijia Ren
- Department of Orthopaedic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xuanbo Liu
- Department of Orthopaedic Surgery, Shanxi Medical University Second Affiliated Hospital, Taiyuan, China
| | - Jiao Jiao Li
- School of Biomedical Engineering, Faculty of Engineering and IT, University of Technology Sydney, Sydney, Australia
| | - Bin Wang
- Department of Orthopaedic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
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Zhao Y, Tu Y, Chew BH, Gacasan EM. Mapping an evidence-based end-of-life care framework for older adults in Chinese nursing homes: protocol for a scoping review. BMJ Open 2024; 14:e083018. [PMID: 39806599 PMCID: PMC11664351 DOI: 10.1136/bmjopen-2023-083018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Accepted: 11/26/2024] [Indexed: 01/16/2025] Open
Abstract
INTRODUCTION End-of-life care is essential for older adults aged ≥60, particularly those residing in long-term care facilities, such as nursing homes, which are known for their home-like environments compared with hospitals. Due to potential limitations in medical resources, collaboration with external healthcare providers is crucial to ensure comprehensive services within these settings. Previous studies have primarily focused on team-based models for end-of-life care in hospitals and home-based settings. However, there is a lack of sufficient evidence on practices in such facilities, particularly for Chinese older adults. The aim of this scoping review is to map the existing literature and inform the development of an appropriate care framework for end-of-life care in nursing homes. The focus of this article will be on the scope of services, guidelines for decision making, roles within interdisciplinary teams, and the practical feasibility of care provision. METHODS AND ANALYSIS A systematic search will be conducted across nine electronic databases: PubMed, Scopus, EMBASE, Cochrane, PsycINFO, ERIC, CINAHL, China National Knowledge Infrastructure (CNKI), and Wanfang Data. The search will identify literature published in English and Chinese from January 2012 onwards. Articles will be selected based on their relevance to older adults aged ≥60 with disabilities or life-threatening chronic conditions receiving end-of-life care in nursing homes or similar settings. The data extraction process will be guided by the Canadian Hospice Palliative Care Association model (CHPCA) and the Respectful Death model. Qualitative data analysis will be performed using a framework method and thematic analysis, employing both inductive and deductive approaches, with three reviewers participating in the review process. ETHICS AND DISSEMINATION Ethical approval is not required because the data for this review is obtained from selected publicly available articles. The results will be disseminated through publications in peer-reviewed journals and presented at relevant conferences. Furthermore, the findings will be shared with policymakers and healthcare professionals engaged in end-of-life care to inform practice and decision making. STUDY REGISTRATION The review protocol has been registered on osf.io (https://osf.io/3u4mp).
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Affiliation(s)
- Yuanyuan Zhao
- The School of Smart Health and Wellness (Health Medical College), Zhejiang Dongfang Polytechnic, China, Wunzhou, Zhejiang, China
| | - Yuehua Tu
- School of International Education, Jiangxi Science and Technology Normal University, China, Nanchang, Jiangxi, China
| | - Boon How Chew
- Department of Family Medicine, Faculty of Medicine & Health Sciences, Universiti Putra Malaysia, Serdang, Malaysia
| | - Eva Marie Gacasan
- School of Psychology, Wenzhou-Kean University, China, Wenzhou, Zhejiang, China
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Dai Q, Li M, Wang Z, Xu Q, Zhang X, Tao L. The Mediating Effects of Chronic Diseases in the Relationship Between Adverse Childhood Experiences and Trajectories of Depressive Symptoms in Later Life: A Nationwide Longitudinal Study. Healthcare (Basel) 2024; 12:2539. [PMID: 39765965 PMCID: PMC11675985 DOI: 10.3390/healthcare12242539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2024] [Revised: 12/02/2024] [Accepted: 12/12/2024] [Indexed: 01/11/2025] Open
Abstract
Background: Numerous studies have established a link between adverse childhood experiences (ACEs) and the development of depression in later life. However, the interactive relationships between ACEs, depression, and chronic diseases are still not well understood. In this study, the aim was to investigate the impact of ACEs on depressive trajectories among middle-aged and elderly individuals in China, as well as to examine the mediating roles of chronic diseases in this association. Methods: Data were drawn from 6921 participants aged 45 and older, using the China Health and Retirement Longitudinal Study (CHARLS) data from 2011, 2013, 2015, and 2018, combined with the 2014 life history survey. Depressive symptom scores were assessed using the widely recognized CES-D-10 scale. The trajectories of depressive symptoms were identified via group-based trajectory modeling (GBTM). The association between ACEs and depressive trajectories was analyzed using multinomial logistic regression, and the KHB method was employed to test the mediating effects of different chronic diseases. Results: The age of the 6921 participants was 57.2 ± 8.0 years, with females comprising 53.9% and males 46.1%. We found that approximately 70% of Chinese middle-aged and older adults had experienced at least one ACE, and 4.8% had experienced four or more ACEs. The following four distinct trajectories of depressive symptoms were identified: continuing-low (N = 1897, 27.4%), continuing-low-to-middle (N = 2937, 42.4%), continuing-middle-to-high (N = 1649, 23.8%), and continuing-high (N = 438, 6.3%). Compared to individuals without ACEs, those with four or more ACEs had a significantly higher likelihood of following the continuing-low-to-middle trajectory (OR = 2.407, 95%CI: 1.633-3.550), the continuing-middle-to-high trajectory (OR = 7.458, 95%CI: 4.999-11.127), and the continuing-high trajectory (OR = 20.219, 95%CI: 12.115-33.744), rather than the continuing-low trajectory. Exposure to a greater number of ACEs was associated with an increased risk of following an adverse trajectory of depressive symptoms. Multiple chronic diseases significantly mediated the relationship between ACEs and depressive trajectories, with arthritis or rheumatism exerting the largest mediating effect, followed by digestive and respiratory diseases. Conclusions: These findings indicated that ACEs were associated with a higher risk of worse depressive symptom trajectories, with different chronic diseases mediating this relationship. Therefore, developing public measures to prevent ACEs can reduce the risk of chronic diseases and depression in middle-aged and elderly people. Additionally, strengthening the prevention and management of chronic diseases in individuals exposed to ACEs may further reduce their subsequent risk of depression.
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Affiliation(s)
- Qianqian Dai
- Research Center of Clinical Epidemiology, Peking University Third Hospital, Beijing 100191, China; (Q.D.); (Z.W.)
| | - Ming Li
- School of Social Sciences, Tsinghua University, Beijing 100084, China;
| | - Zhaoyu Wang
- Research Center of Clinical Epidemiology, Peking University Third Hospital, Beijing 100191, China; (Q.D.); (Z.W.)
| | - Qianqian Xu
- Institute of Basic Theory for Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing 100700, China;
| | - Xinyi Zhang
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing 100700, China;
| | - Liyuan Tao
- Research Center of Clinical Epidemiology, Peking University Third Hospital, Beijing 100191, China; (Q.D.); (Z.W.)
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Li Z, Wu W, Kang H. Machine Learning-Driven Metabolic Syndrome Prediction: An International Cohort Validation Study. Healthcare (Basel) 2024; 12:2527. [PMID: 39765954 PMCID: PMC11675332 DOI: 10.3390/healthcare12242527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2024] [Revised: 12/11/2024] [Accepted: 12/12/2024] [Indexed: 01/11/2025] Open
Abstract
Background/Objectives: This study aimed to develop and validate a machine learning (ML)-based metabolic syndrome (MetS) risk prediction model. Methods: We examined data from 6155 participants of the China Health and Retirement Longitudinal Study (CHARLS) in 2011. The LASSO regression feature selection identified the best MetS predictors. Nine ML-based algorithms were adopted to build predictive models. The model performance was validated using cohort data from the Korea National Health and Nutrition Examination Survey (KNHANES) (n = 5297), the United Kingdom (UK) Biobank (n = 218,781), and the National Health and Nutrition Examination Survey (NHANES) (n = 2549). Results: The multilayer perceptron (MLP)-based model performed best in the CHARLS cohort (AUC = 0.8908; PRAUC = 0.8073), the logistic model in the KNHANES cohort (AUC = 0.9101, PRAUC = 0.8116), the xgboost model in the UK Biobank cohort (AUC = 0.8556, PRAUC = 0.6246), and the MLP model in the NHANES cohort (AUC = 0.9055, PRAUC = 0.8264). Conclusions: Our MLP-based model has the potential to serve as a clinical application for detecting MetS in different populations.
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Affiliation(s)
| | | | - Hyunsik Kang
- College of Sport Science, Sungkyunkwan University, Suwon 16419, Republic of Korea; (Z.L.); (W.W.)
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46
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Li C, Wang Y. Short-Form Video Applications Usage and Functionally Dependent Adults' Depressive Symptoms: A Cross-Sectional Study Based on a National Survey. Risk Manag Healthc Policy 2024; 17:3099-3111. [PMID: 39676824 PMCID: PMC11646470 DOI: 10.2147/rmhp.s491498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Accepted: 12/05/2024] [Indexed: 12/17/2024] Open
Abstract
Objective This study constructed a theoretical model based on the social compensation theory and used it to investigate the effects of short-form video applications usage on depressive symptoms among functionally dependent adults. Methods An empirical analysis was conducted based on a national sample of 8752 adults aged 45+ from China Family Panel Studies (CFPS) wave 2020. This study examined the effects of short-form video applications usage on depressive symptoms in functionally dependent adults by constructing linear regression models. Further, the mediating effect of interpersonal relationship, and the moderating effect of video games were then sequentially analyzed with the help of macro PROCESS4.0 tool. Results Results showed that: (1) short-form video applications usage significantly reduced the level of depressive symptoms among functionally dependent adults; (2) interpersonal relationship exerted a mediating effect of 10.36% in the process of short-form video applications usage reducing the level of depressive symptoms among functionally dependent adults; (3) video games attenuated the healing effect of short-form video applications usage on the level of depressive symptoms in functionally dependent adults, but not significantly in the functionally dependent adults aged 60+. Conclusion New electronic media, represented by short-form video applications, have the potential to intervene in the mental health of functionally dependent adults. Social policymakers should consider adopting relevant e-healing measures to enhance the well-being of vulnerable groups.
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Affiliation(s)
- Chen Li
- School of Media and Communication, Shanghai Jiao Tong University, Shanghai, 200240, People’s Republic of China
| | - Yangyang Wang
- School of Communication, Soochow University, Suzhou, 215123, People’s Republic of China
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Li X, Pan Y, Zhang L, Zhang Y, Tang Z, Ma L. Function Impairment Screening Tool predicts eight-year mortality in older adults: Beijing Longitudinal Study of Aging. J Nutr Health Aging 2024; 28:100384. [PMID: 39418749 DOI: 10.1016/j.jnha.2024.100384] [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: 08/19/2024] [Revised: 09/30/2024] [Accepted: 10/01/2024] [Indexed: 10/19/2024]
Abstract
PURPOSE Function impairment is an early stage of disability in older adults and requires timely intervention. We have previously developed Function Impairment Screening Tool (FIST) based on the Delphi method, which has good reliability and validity, but the predictive effect is unknown. Therefore, we aimed to explore the role of FIST in predicting long-term mortality in community-dwelling older adults. PARTICIPANTS AND METHODS Data were from the Beijing Longitudinal Study of Aging. A total of 1,833 older adults with 8 years of follow-up were included. Function impairment was assessed using FIST. Cox proportional hazards model was used to calculate the predictive effect of FIST on 8-year all-cause mortality. RESULTS According to FIST, approximately half of the older adults had function impairment (47.6%). The prevalence of function impairment varied across populations. Logistic regression analysis showed that age, female, rural, poor health satisfaction, not drinking tea, and low Mini-Mental State Examination and intrinsic capacity score were associated with function impairment. Furthermore, function impairment was associated with poor physical function and high mortality. Cox analysis showed that FIST could predict 8-year mortality (hazard ratio [HR] = 3.26, 95% confidence interval [CI] 2.74-3.87), and this relationship persisted after adjusting for age, sex, area, marital status, live alone, educational level, smoking, drinking alcohol, and chronic diseases (HR = 1.79, 95% CI 1.45-2.17). DISCUSSION FIST can predict 8-year mortality in community-dwelling older adults. More attention should be paid to older adults with function impairment and early intervention should be provided.
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Affiliation(s)
- Xiaxia Li
- Department of Geriatrics, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Medicine, Beijing 100053, China
| | - Yiming Pan
- Department of Geriatrics, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Medicine, Beijing 100053, China
| | - Li Zhang
- Department of Geriatrics, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Medicine, Beijing 100053, China
| | - Yaxin Zhang
- Department of Geriatrics, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Medicine, Beijing 100053, China
| | - Zhe Tang
- Beijing Geriatric Healthcare Center, Xuanwu Hospital, Capital Medical University, Beijing Institute of Geriatrics, Beijing 100053, China
| | - Lina Ma
- Department of Geriatrics, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Medicine, Beijing 100053, China.
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Bai A, Chen Q, Geldsetzer P, Gray M, Xie Z, Zhang D, Baernighausen T, Hu Y, Jiang Y, Chen S. Functional dependency and cardiometabolic multimorbidity in older people: pooled analysis of individual-level data from 20 countries. Age Ageing 2024; 53:afae269. [PMID: 39686679 DOI: 10.1093/ageing/afae269] [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: 06/15/2024] [Indexed: 12/18/2024] Open
Abstract
BACKGROUND The impact of cardiometabolic multimorbidity (CMM) on functional dependency (FD) is well established, but the temporal effect of FD on CMM and its mechanisms remain underexplored. DESIGN A multicohort study pooled data from three international cohorts. SETTING Data were sourced from the Health and Retirement Study (USA), the China Health and Retirement Longitudinal Study (China) and the Survey of Health, Ageing and Retirement in 18 European countries. METHODS FD was defined as the inability to perform basic activities of daily living (ADLs) and instrumental ADLs (IADLs) independently. CMM was defined as the co-occurrence of two or three cardiometabolic diseases, including diabetes, heart disease and stroke. Generalised estimating equation models assessed associations between FD and CMM, with mediation analysis using the Karlson, Holm and Breen method to explore the effects of hypertension and depressive symptoms. Sensitivity analyses ensured robustness. RESULTS The final cohort included 157 512 and 190 249 individuals for ADL and IADL analyses, respectively. CMM prevalence was 18.97% and 16.65% in these groups. FD was consistently associated with higher CMM risk, with odds ratios ranging from 1.47 (95% confidence interval: 1.33-1.63) to 1.56 (1.42-1.73). Hypertension and depressive symptoms increased CMM risk, particularly at higher FD levels. Mediation analysis showed hypertension and depressive symptoms accounted for 8.01%-16.43% and 12.04%-18.36% of the adverse effect of FD on CMM, respectively, with more pronounced effects among smokers and heavy drinkers. CONCLUSIONS Targeted interventions focusing on hypertension, mental wellness, lifestyle factors, and integrated treatments for FD are crucial to prevent CMM in older adults.
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Affiliation(s)
- Anying Bai
- Chinese Academy of Medical Sciences & Peking Union Medical College, School of Population Medicine and Public Health, Beijing, China
| | - Qiushi Chen
- The Harold and Inge Marcus Department of Industrial and Manufacturing Engineering, The Pennsylvania State University, 302 Leonhard Building, University Park, PA 16802, USA
| | - Pascal Geldsetzer
- Department of Epidemiology and Population Health, Stanford University, Stanford, CA, USA
| | - Muir Gray
- Nuffield Department of Medicine, Univerity of Oxford, Oxford, Oxfordshire, UK
| | - Zhilan Xie
- Chinese Academy of Medical Sciences & Peking Union Medical College, School of Population Medicine and Public Health, Beijing, China
| | - Daqian Zhang
- Chinese Academy of Medical Sciences & Peking Union Medical College, School of Population Medicine and Public Health, Beijing, China
| | - Till Baernighausen
- Heidelberg Institute of Global Health, Faculty of Medicine and University Hospital, Heidelberg University, Heidelberg, Germany
| | - Yixin Hu
- Department of Geriatrics, Chinese PLA General Hospital, Beijing, China
| | - Yu Jiang
- Chinese Academy of Medical Sciences & Peking Union Medical College, School of Health Policy and Management, Beijing, China
| | - Simiao Chen
- Heidelberg Institute of Global Health, Universitätsklinikum Heidelberg, Heidelberg, Baden-Württemberg, Germany
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Ping R, Hu B, Oshio T. Evaluating the impact of a pilot programme for home- and community-based services on long-term care needs among older adults in China. PLoS One 2024; 19:e0311616. [PMID: 39570825 PMCID: PMC11581224 DOI: 10.1371/journal.pone.0311616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Accepted: 09/22/2024] [Indexed: 11/24/2024] Open
Abstract
China is facing escalating demand for long-term care (LTC), prompting the central government to launch a 5-year pilot programme to strengthen home- and community-based services (HCBS) from 2016 to 2020. However, the effects of this pilot programme on LTC needs remain unknown. This study aimed to evaluate the programme's impact on LTC needs of older adults. Using panel data from the China Health and Retirement Longitudinal Study (N = 3,327), we evaluated the effects of the programme using a combined approach of propensity score matching and difference-in-differences. We found that the implementation of the HCBS programme reduced the number of unmet needs for assistance with instrumental activities of daily living (IADL) and delayed the progression of IADL limitations among older adults. However, no significant impact was found on the number of unmet needs for assistance with activities of daily living (ADL) or the progression of ADL limitations. Heterogeneity analysis showed that the effects of the HCBS programme on ADL and IADL limitations were weaker among those living in the Eastern region, and the effects on ADL limitations were stronger among those living with other people in the same household. Our findings suggest that implementing the HCBS programme can effectively address unmet care needs and delay the decline in functional capability among older adults. However, special attention should be paid to older adults living alone to mitigate the inequalities in functional limitations.
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Affiliation(s)
- Ruru Ping
- Hitotsubashi Institute for Advanced Study, Hitotsubashi University, Tokyo, Japan
| | - Bo Hu
- Care Policy and Evaluation Centre, Department of Health Policy, London School of Economics and Political Sciences, London, United Kingdom
| | - Takashi Oshio
- Institute of Economic Research, Hitotsubashi University, Tokyo, Japan
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Gao Y, Shen Q, Zang Y, Miao T, Yang M, Liu Y, Zheng X, Shen S, Wu W. COVID-19 vaccination and long COVID among 50 years older and above European: The role of chronic multimorbidity. Arch Gerontol Geriatr 2024; 126:105554. [PMID: 38971080 DOI: 10.1016/j.archger.2024.105554] [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: 04/10/2024] [Revised: 06/24/2024] [Accepted: 06/26/2024] [Indexed: 07/08/2024]
Abstract
BACKGROUND AND AIMS We aimed to explore the association between coronavirus disease-19 (COVID-19) vaccination and long COVID according to the status of chronic multimobidity. METHODS A total of 1913 participants were recruited in the cross-sectional study on the basis of the Survey of Health and Retirement in Europe. COVID-19 vaccination was defined as vaccination within the last 12 months. Chronic multimorbidity was defined as history of 2 + chronic disease. The study outcome was long COVID during the 12-month follow-up. Multivariable logistic models were performed to estimate the influence of chronic multimorbidity on the association of vaccination with long COVID. Net reclassification improvement (NRI) and integrated discrimination improvement (IDI) were calculated. RESULTS Chronic multimorbidity significantly modified the association of COVID-19 vaccination with long COVID (Pinteraction = 0.024). The rates of study outcome were significantly lower among vaccinated participants in the chronic multimorbidity subgroup, but not in the other subgroup. Multivariable odds ratios (95 % confidence intervals) of study outcome for unvaccination vs. vaccination were 1.494 (1.013-2.203) in those with multimorbidity and 0.915 (0.654-1.280) in those without multimorbidity, respectively. Adding COVID-19 vaccination to a model containing conventional risk factors significantly improved risk reclassification for study outcome among those with chronic multimobidity (continuous NRI was 25.39 % [P = 0.002] and IDI was 0.42 % [P = 0.075]) CONCLUSION: An inverse association of COVID-19 vaccination with long COVID was found among participants with chronic multimorbidity, but not among those without chronic multimorbidity. Chronic multimorbidity might expand the influence of unvaccination on developing long COVID among European aged ≥50 years.
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Affiliation(s)
- Yumeng Gao
- Department of Acute Infectious Disease Control, The Affiliated Wuxi Center for Disease Control and Prevention of Nanjing Medical University, Wuxi Center for Disease Control and Prevention, Wuxi, Jiangsu, 214023, China
| | - Qian Shen
- Department of Chronic Non-Communicable Disease Control, The Affiliated Wuxi Center for Disease Control and Prevention of Nanjing Medical University, Wuxi Center for Disease Control and Prevention, Wuxi, Jiangsu, 214023, China
| | - Yuhan Zang
- Department of Health Promotion and Chronic Non-Communicable Disease Control, Wuzhong Center for Disease Control and Prevention, Suzhou, Jiangsu, 215000, China
| | - Tongtong Miao
- Department of Pharmacy, Nantong First People's Hospital, Second Affiliated Hospital of Nantong University, Nantong, Jiangsu, 226006, China
| | - Man Yang
- Department of Chronic Non-Communicable Disease Control, The Affiliated Wuxi Center for Disease Control and Prevention of Nanjing Medical University, Wuxi Center for Disease Control and Prevention, Wuxi, Jiangsu, 214023, China
| | - Yaqi Liu
- Department of Chronic Non-Communicable Disease Control, The Affiliated Wuxi Center for Disease Control and Prevention of Nanjing Medical University, Wuxi Center for Disease Control and Prevention, Wuxi, Jiangsu, 214023, China
| | - Xiaowei Zheng
- Public Health Research Center and Department of Public Health and Preventive Medicine, Wuxi School of Medicine Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Suwen Shen
- Department of Chronic Non-Communicable Disease Control, The Affiliated Wuxi Center for Disease Control and Prevention of Nanjing Medical University, Wuxi Center for Disease Control and Prevention, Wuxi, Jiangsu, 214023, China; Department of Medical Administration, Suzhou Industrial Park Medical and Health Management Center, Suzhou, Jiangsu, 215028, China.
| | - Wenyan Wu
- Center of Clinical Laboratory, The Fifth People's Hospital of Wuxi, Affiliated Hospital of Jiangnan University, Jiangnan University, Wuxi, Jiangsu, 214011, China.
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