1
|
He J, Zhang H, Wu Z, Jin L, Ji Y. An analysis of the mediating influence of depression on the association between early-life caregiver relationships and cognitive function: a cohort study based on the CHARLS database. Front Psychiatry 2025; 16:1555336. [PMID: 40104328 PMCID: PMC11914091 DOI: 10.3389/fpsyt.2025.1555336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2025] [Accepted: 02/07/2025] [Indexed: 03/20/2025] Open
Abstract
Objective This study aims to elucidate the potential mediating role of depression in the relationship between early-life relationships with caregivers and subsequent cognitive impairment in later adulthood. Methods Leveraging data from the China Health and Retirement Longitudinal Study (CHARLS), we included a cohort of 10,828 participants aged 45 and above. We assessed the quality of childhood caregiver relationships using specific relationship scores and evaluated cognitive function through the Mini-Mental State Examination (MMSE) scores obtained in 2018. Depressive symptoms were measured utilizing the CES-D-10 scale. To explore the interrelationships among these variables, we employed multivariable logistic regression models and non-parametric bootstrap methods to assess the mediating effect of depression. Results The study unveiled significant disparities between the cognitive impairment group and the cognitively normal group in terms of gender, age, educational attainment, hypertension status, depression levels, and the nature of relationships with parents during childhood. Regression analyses demonstrated a positive correlation between childhood caregiver relationship scores and cognitive impairment (Odds Ratio [OR] = 1.01, 95% Confidence Interval [CI]: 1.00-1.02, p = 0.01). Importantly, depression exhibited a significant mediating effect in this association, accounting for approximately 20% of the total effect (Proportion Mediated = 20%, p = 0.008). The influence was more pronounced concerning relationships with female caregivers, where depression mediated 11.5% of the effect (Proportion Mediated = 11.5%, p < 0.001). Conversely, the mediating effect of depression on relationships with male caregivers was not statistically significant. Conclusion The findings underscore that early-life relationships with caregivers have a profound impact on cognitive function in later life, with depression serving as a crucial mediator, particularly among women. These insights highlight the importance of fostering a positive familial environment during childhood, mitigating adverse parenting practices, and implementing early interventions targeting depression to potentially reduce the risk of cognitive impairment and promote healthy aging.
Collapse
Affiliation(s)
- Jingkai He
- Department of Psychosomatic Medicine, The First Affiliated Hospital of Ningbo University, Zhejiang Regional Medical Center, Ningbo, Zhejiang, China
| | - Hui Zhang
- Third Ward, Ningbo Kangning Hospital, Ningbo, Zhejiang, China
| | - Zhuocheng Wu
- Faculty of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, China
| | - Liuyin Jin
- Science and Education Section, Lishui Second People's Hospital, Lishui, China
| | - Yunxin Ji
- Department of Psychosomatic Medicine, The First Affiliated Hospital of Ningbo University, Zhejiang Regional Medical Center, Ningbo, Zhejiang, China
| |
Collapse
|
2
|
Jin L, Wang D, Yang D, Jin Q, Cao M, Li Y, Yang J, Xie G, Zhang W. The impact of perceived caregiver anxiety and stress during childhood on late-life depression: evidence from the China Health and Retirement Longitudinal Study. Front Psychiatry 2025; 16:1507566. [PMID: 39958150 PMCID: PMC11825812 DOI: 10.3389/fpsyt.2025.1507566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Accepted: 01/03/2025] [Indexed: 02/18/2025] Open
Abstract
Introduction This study investigates the long-term impact of perceived caregiver anxiety and stress during childhood on late-life depression. Adverse childhood experiences related to caregiver mental health may significantly influence emotional well-being, and this study utilizes data from the China Health and Retirement Longitudinal Study (CHARLS) to explore these associations. Methods CHARLS data were analyzed for individuals who reported perceived caregiver anxiety and stress. Depression was measured using the CES-10 depression scale. Multivariate logistic regression models examined the relationship between caregiver anxiety and stress frequency and late-life depression, adjusting for confounders like socioeconomic status, health behaviors, and demographics. Results Childhood exposure to caregiver anxiety and stress significantly increased the risk of depression in later life (p < 0.05), with stronger effects observed among individuals with female caregivers. The risk escalated with the frequency of caregiver anxiety episodes. After adjusting for covariates, the association for male caregivers weakened, highlighting the potential role of other mediators. Discussion The results highlight the critical importance of parental mental health, especially maternal anxiety, in mitigating intergenerational mental health risks. Targeted interventions for caregiver mental health, particularly for female caregivers, are crucial. Longitudinal studies are needed to better establish causality and further investigate these mechanisms.
Collapse
Affiliation(s)
- Liuyin Jin
- Ningbo University Affiliated Kangning Hospital Child and Adolescent Psychiatry Center, Ningbo, Zhejiang, China
- Science and Education Department, Lishui Second People's Hospital, Lishui, China
| | - Dongdong Wang
- Neurology Department, Peking University Zibo Hospital, Zibo, Shandong, China
| | - Dengxian Yang
- Child and Adolescent Psychiatry Center, Ningbo University Affiliated Kangning Hospital, Ningbo, Zhejiang, China
| | - Qiong Jin
- Child and Adolescent Psychiatry Center, Ningbo University Affiliated Kangning Hospital, Ningbo, Zhejiang, China
| | - Mengye Cao
- Child and Adolescent Psychiatry Center, Ningbo University Affiliated Kangning Hospital, Ningbo, Zhejiang, China
| | - Yuanyuan Li
- Child and Adolescent Psychiatry Center, Ningbo University Affiliated Kangning Hospital, Ningbo, Zhejiang, China
| | - Jiajie Yang
- Child and Adolescent Psychiatry Center, Ningbo University Affiliated Kangning Hospital, Ningbo, Zhejiang, China
| | - Guoming Xie
- Department of Neurology, The Affiliated Lihuili Hospital of Ningbo University, Ningbo University, Ningbo, China
| | - Wenwu Zhang
- Child and Adolescent Psychiatry Center, Ningbo University Affiliated Kangning Hospital, Ningbo, Zhejiang, China
| |
Collapse
|
3
|
Wang X, Ye X. Internet access during COVID-19 and depressive symptoms in middle-aged and older adults: Evidence from a quasi-experimental study in China. J Affect Disord 2024; 367:324-332. [PMID: 39236890 DOI: 10.1016/j.jad.2024.08.233] [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: 04/15/2024] [Revised: 08/23/2024] [Accepted: 08/31/2024] [Indexed: 09/07/2024]
Abstract
BACKGROUND Amid the COVID-19 pandemic, the mental health of middle-aged and older adults has become an increasing concern, and the role of the internet in addressing this public health crisis has drawn the attention of researchers. This study evaluated the impact of internet access during COVID-19 on depressive symptoms among middle-aged and older adults. METHODS Data were derived from China Health and Retirement Longitudinal Study (CHARLS) 2018 and 2020. Difference-in-differences analysis was performed to compare changes in depressive symptoms between the internet users during COVID-19 and those who didn't have access to the internet before and during the pandemic. RESULTS We found that internet access during COVID-19 pandemic significantly reduced middle-aged and older adults' depressive symptoms. Further investigation identified the underlying mechanisms through which internet access helps in alleviating depressive symptoms by reducing the likelihood of experiencing negative emotions about COVID-19. Heterogeneity analyses showed that rural residents and middle-aged individuals benefited more from internet access during the pandemic. CONCLUSIONS Since internet access can alleviate middle-aged and older adults' depressive symptoms amidst public health crisis, policy makers should focus on enhancing their access to the internet.
Collapse
Affiliation(s)
- Xinfeng Wang
- Institute for Global Public Policy, Fudan University, China.
| | - Xin Ye
- Institute for Global Public Policy, Fudan University, China; LSE-Fudan Research Centre for Global Public Policy, Fudan University, China.
| |
Collapse
|
4
|
Montorsi C, Fusco A, Van Kerm P, Bordas SPA. Predicting depression in old age: Combining life course data with machine learning. ECONOMICS AND HUMAN BIOLOGY 2024; 52:101331. [PMID: 38035653 DOI: 10.1016/j.ehb.2023.101331] [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: 01/25/2023] [Revised: 09/29/2023] [Accepted: 11/22/2023] [Indexed: 12/02/2023]
Abstract
With ageing populations, understanding life course factors that raise the risk of depression in old age may help anticipate needs and reduce healthcare costs in the long run. We estimate the risk of depression in old age by combining adult life course trajectories and childhood conditions in supervised machine learning algorithms. Using data from the Survey of Health, Ageing and Retirement in Europe (SHARE), we implement and compare the performance of six alternative machine learning algorithms. We analyse the performance of the algorithms using different life-course data configurations. While we obtain similar predictive abilities between algorithms, we achieve the highest predictive performance when employing semi-structured representations of life courses using sequence data. We use the Shapley Additive Explanations method to extract the most decisive predictive patterns. Age, health, childhood conditions, and low education predict most depression risk later in life, but we identify new predictive patterns in indicators of life course instability and low utilization of dental care services.
Collapse
Affiliation(s)
- Carlotta Montorsi
- Department of Living Conditions, Luxembourg Institute of Socio-Economic Research (LISER), 11, Porte des Sciences L-4366, Esch-sur-Alzette, Luxembourg; Department of Social Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg; Insubria University, Department of Economics, 71, via Monte Generoso 21100, Varese, Italy.
| | - Alessio Fusco
- Department of Living Conditions, Luxembourg Institute of Socio-Economic Research (LISER), 11, Porte des Sciences L-4366, Esch-sur-Alzette, Luxembourg
| | - Philippe Van Kerm
- Department of Living Conditions, Luxembourg Institute of Socio-Economic Research (LISER), 11, Porte des Sciences L-4366, Esch-sur-Alzette, Luxembourg; Department of Social Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Stéphane P A Bordas
- Department of Engineering, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| |
Collapse
|
5
|
Li Q, Liu Y, Yang L, Ge J, Chang X, Zhang X. The impact of urban green space on the health of middle-aged and older adults. Front Public Health 2023; 11:1244477. [PMID: 37900020 PMCID: PMC10602898 DOI: 10.3389/fpubh.2023.1244477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 09/01/2023] [Indexed: 10/31/2023] Open
Abstract
Introduction Urban green space is one of the most closely related ecosystem services to residents' lives, and it can be regarded as a preventive public health measure. Residents living in parks and other green environments can help improve their physical and mental health, reduce stress and even prevent crime and violence. Therefore, based on the actual situation in China, this paper analyzes the relationship between urban green space and the health of middle-aged and older adults and its mechanisms. Methods This study used multiple linear regression, based the data from the China Health and Retirement Longitudinal Study (CHARLS) in 2013, 2015, and 2018, to explore the relationship between urban green space and the health of middle-aged and older adults. At the same time, group regression was conducted to identify the heterogeneity of health effects of urban green space. Results The research shows that the increase of urban green space areas can significantly improve the health status of middle-aged and older adults. After a series of robustness tests, the results are still valid. In addition, the health effects of urban green space are different because of gender, age, education level, marital status residence, geographical location of the respondents and park quantity distribution. Further research found that reducing hot weather and optimizing air quality are the potential mechanisms of urban green space affecting the health of middle-aged and older adults, providing new evidence for the causal mechanism between urban green space and the health of middle-aged and older adults. Discussion This study expanded the research scope of the impact of urban green space on the health of middle-aged and older adults, covering a representative sample in China. The results show that urban green space has an important impact on the health of middle-aged and older adults. Policy suggestions are made to help cities optimize the landscape and residents to enjoy ecology.
Collapse
Affiliation(s)
- Qiangyi Li
- School of Economics and Management, Guangxi Normal University, Guilin, China
- Development Institute of Zhujiang-Xijiang Economic Zone, Guangxi Normal University, Guilin, China
- Economics and Management School, Wuhan University, Wuhan, China
| | - Yangqing Liu
- School of Economics and Management, Guangxi Normal University, Guilin, China
| | - Lan Yang
- School of Economics and Management, Guangxi Normal University, Guilin, China
| | - Jiexiao Ge
- School of Economics and Management, Guangxi Normal University, Guilin, China
| | - Xiaona Chang
- School of Economics and Management, Guangxi Normal University, Guilin, China
| | - Xiaohui Zhang
- School of Economics and Management, Guangxi Normal University, Guilin, China
| |
Collapse
|
6
|
Zechmeister-Koss I, Strohmaier C, Hölzle L, Bauer A, Goodyear M, Christiansen H, Paul JL. Economic Evaluation of Family-Focused Programs When Parents Have a Mental Health Problem: Methodological Considerations. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2023; 26:704-711. [PMID: 36503037 DOI: 10.1016/j.jval.2022.11.016] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 11/18/2022] [Accepted: 11/27/2022] [Indexed: 05/03/2023]
Abstract
OBJECTIVES The nature of adverse effects of parental mental health problems and of the interventions to address them may require specific designs of economic evaluation studies. Nevertheless, methodological guidance is lacking. We aim to understand the broad spectrum of adverse effects from parental mental health problems in children and the economic consequences on an individual and societal level to navigate the design of economic evaluations in this field. METHODS We conducted a systematic literature search of empirical studies on children's adverse effects from parental mental illness. We clustered types of impact, identified individual and public cost consequences, and illustrated the results in an impact inventory. RESULTS We found a wide variety of short- and long-term (mental) health impacts, impacts on social functioning and socioeconomic implications for the children individually, and adverse effects on the societal level. Consequently, public costs can occur in various public sectors (eg, healthcare, education), and individuals may have to pay costs privately. CONCLUSIONS Existing evaluations in this field mostly follow standard methodological approaches (eg, cost-utility analysis using quality-adjusted life-years) and apply a short-time horizon. Our findings suggest applying a long-term time horizon (at least up to early adulthood), considering cost-consequence analysis and alternatives to health-related quality of life and quality-adjusted life-years as outcome measures, and capturing the full range of possible public and private costs.
Collapse
Affiliation(s)
| | | | - Laura Hölzle
- Village Research Group, Medical University Innsbruck, Innsbruck, Austria
| | - Annette Bauer
- London School of Economics, Care Policy and Evaluation Centre (CPEC), London, England, UK
| | - Melinda Goodyear
- Monash University Australia, School of Rural Health, Melbourne, VIC, Australia
| | | | - Jean L Paul
- Village Research Group, Medical University Innsbruck, Innsbruck, Austria
| |
Collapse
|
7
|
Gevrek D, Guven C, Gevrek ZE. The relationship between early-life conditions in the home country and adult outcomes among child immigrants in the United States. ECONOMICS AND HUMAN BIOLOGY 2022; 45:101069. [PMID: 35217313 DOI: 10.1016/j.ehb.2021.101069] [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: 04/24/2020] [Revised: 10/05/2021] [Accepted: 10/08/2021] [Indexed: 06/14/2023]
Abstract
We examine the impact of health and economic conditions at birth on the adult outcomes of child immigrants using the Children of Immigrants Longitudinal Study. Our sample consists of children from 39 countries who were brought to the United States before the age of 13. We estimate immigrant outcomes as a function of the infant mortality rate (IMR) and GDP per capita of their home country in the year of birth, controlling for birth-year, year-of-arrival and country-of-birth fixed effects, as well as demographic characteristics. IMR has a significant negative impact on English reading ability and GPA in middle school. IMR significantly decreases first job prestige, years of schooling, working hours and log earnings. Some of these effects appear to be working through the lower middle school GPA. IMR does not influence self-rated health or labor market participation in adulthood, and there is no statistically significant relationship between GDP per capita and adult outcomes. Detrimental effects of IMR are significantly lower for children who arrived younger and whose parents have high school degree or above. Our estimates are of economic significance: the impact of being born in 1975 versus 1976 in Nicaragua in terms of the impact of IMR on earnings is equal to the gender effect on earnings. Our results cannot be explained by selection on observables: the pre-migration characteristics of children and parents are not associated significantly with the health and economic conditions at birth. Also, several tests show that our results cannot be explained by potential selection on unobservables.
Collapse
Affiliation(s)
- Deniz Gevrek
- Texas A&M Univeristy-Corpus Christi, 6300 Ocean Drive, Corpus Christi, TX 78412, USA; IZA, Bonn, Germany.
| | - Cahit Guven
- Deakin University, Department of Economics, 70 Elgar Road, Burwood, Victoria, Australia.
| | - Z Eylem Gevrek
- Universidade Católica Portuguesa, Católica Porto Business School, and CEGE. Portugal.
| |
Collapse
|
8
|
Zhang Y, Zheng X. Internal migration and child health: An investigation of health disparities between migrant children and left-behind children in China. PLoS One 2022; 17:e0265407. [PMID: 35294483 PMCID: PMC8926270 DOI: 10.1371/journal.pone.0265407] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 03/01/2022] [Indexed: 11/30/2022] Open
Abstract
Using data from the China Education Panel Survey (CEPS), this study empirically examines the association between internal migration and child health through an investigation of health disparities between migrant children and left-behind children in China. The results show that, in comparison with being left behind, migrating with parents significantly improves children’s self-reported health, height-for-age z-score (HAZ) and BMI-for-age z-score (BAZ), and reduces their frequency of sickness. These findings remain robust to a suite of robustness checks. Furthermore, the health effects of internal migration are more prominent for children with a rural hukou compared with urban ones. Although migrant children are more likely to experience teacher discrimination, they have higher levels of parental care, family relationships, and peer relationships relative to their left-behind counterparts, which indicates possible mechanisms behind the association between children’s migration and health. Our findings underline the importance of policy improvement and evidence-based interventions aiming at reducing involuntary parent-child separation and facilitating the development in health of disadvantaged children in developing countries like China.
Collapse
Affiliation(s)
- Yue Zhang
- School of Economics, Zhejiang Gongshang University, Hangzhou, Zhejiang, China
| | - Xiaodong Zheng
- School of Economics, Zhejiang Gongshang University, Hangzhou, Zhejiang, China
- * E-mail:
| |
Collapse
|
9
|
Zheng X, Zhang Y, Chen Y, Fang X. Internal Migration Experience and Depressive Symptoms among Middle-Aged and Older Adults: Evidence from China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 19:ijerph19010303. [PMID: 35010562 PMCID: PMC8744975 DOI: 10.3390/ijerph19010303] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 12/20/2021] [Accepted: 12/25/2021] [Indexed: 02/06/2023]
Abstract
Background: This study aimed to examine the association of internal migration experience with depressive symptoms among middle-aged and elderly Chinese, as well as explore possible mechanisms of the relationship. Methods: Participants were from the China Health and Retirement Longitudinal Study (CHARLS), a nationally representative sample of residents aged 45 years and older (n = 43,854). Survey data on depressive symptoms and internal migration experience were collected from biennial CHARLS surveys (CHARLS 2011/2013/2015) and a unique CHARLS life history survey in 2014, respectively. Multiple logistic regressions and the Karlson–Holm–Breen (KHB) method were employed in the statistical analyses. Results: The overall prevalence rate of depressive symptoms among middle-aged and older adults was 34.6%. Internal migration experience was associated with higher risks of depressive symptoms (OR = 1.07, 95% CI = 1.02–1.12, p < 0.01), especially among females (OR = 1.08, 95% CI = 1.01–1.14, p < 0.05), middle-aged adults (OR = 1.12, 95% CI = 1.06–1.19, p < 0.001), rural-to-urban migrants who had not obtained an urban hukou (OR = 1.13, 95% CI = 1.07–1.19, p < 0.001), and those who had low migration frequency and first migrated out at 35 years of age or older. Chronic disease (17.98%, p < 0.001), physical injury (7.04%, p < 0.001), medical expenditure (7.98%, p < 0.001), pension insurance (4.91%, p < 0.001), and parent–child interaction (4.45%, p < 0.01) were shown to mediate the association of internal migration experience with depressive symptoms. Conclusions: This study indicates that there is a significant association between internal migration experience and high risks of depression onset later in life. It is suggested to reduce institutional barriers for migrants and implement evidence-based interventions to improve migrants’ mental health.
Collapse
Affiliation(s)
- Xiaodong Zheng
- School of Economics, Zhejiang Gongshang University, Hangzhou 310018, China;
- Correspondence:
| | - Yue Zhang
- School of Economics, Zhejiang Gongshang University, Hangzhou 310018, China;
| | - Yu Chen
- Department of Agricultural and Applied Economics, The University of Georgia, Athens, GA 30602, USA;
| | - Xiangming Fang
- College of Economics and Management, China Agricultural University, Beijing 100083, China;
- School of Public Health, Georgia State University, Atlanta, GA 30303, USA
| |
Collapse
|