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Xu J, Jiang X, Sun J, Zuo X, Cheng F, Artem B, Tian G, Kang Z, Wang L. Gender differences in the association between childhood socioeconomic status and later-life depression among middle-aged and older adults in China: A chain mediation model of education level and present subjective social status. J Affect Disord 2025; 382:382-389. [PMID: 40274123 DOI: 10.1016/j.jad.2025.04.103] [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: 01/22/2025] [Revised: 03/25/2025] [Accepted: 04/19/2025] [Indexed: 04/26/2025]
Abstract
BACKGROUND The mechanisms connecting childhood socioeconomic status (SES) to later-life depression remain underexplored. This study aims to examine the mediating roles of education level and subjective social status (SSS) between childhood SES and later-life depression among middle-aged and older adults in China, with a focus on potential gender differences. METHODS 5485 individuals aged 45 years and older from the 2022 China Family Panel Study were selected for analysis. Depression was assessed via the short form of the Center for Epidemiological Studies Depression Scale. Childhood SES was derived through principal component analysis. The bootstrap program was used to test the chained mediation effects. RESULTS The average depression score among the participants was 6.00 ± 4.365. Childhood SES, education level, and subjective social status were negatively associated with depression (P < 0.05). The chain mediation effect was significant for all participants, with education level exhibiting a 2.4 times stronger mediating effect in women than in men. Additionally, a negative correlation was observed between participants' education level and their present SSS (P < 0.05), which contributed to a positive chain-mediated effect that links childhood SES to depression (Effect = 0.011, 95%CI = 0.006 to 0.016). LIMITATIONS Retrospective self-reported data and a cross-sectional design. CONCLUSIONS Poorer childhood SES was associated with an increased risk of later-life depression in middle-aged and older adults, and this relationship can be partially explained by education level and subjective social status. Attention should be given to those with poor childhood SES to improve their subjective perception of social status along with educational attainment.
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Affiliation(s)
- Jinpeng Xu
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Xinyan Jiang
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Jiale Sun
- Department of Tuberculosis Prevention and Control, Xuzhou Center for Disease Control and Prevention, Xuzhou, China
| | - Xinhui Zuo
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Feier Cheng
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Bobkov Artem
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Guomei Tian
- Department of Nuclear Medicine, The Fourth Hospital of Harbin Medical University, Harbin, Heilongjiang, China
| | - Zheng Kang
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China.
| | - Liuying Wang
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
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Guo T, Zou Q, Wang Q, Zhang Y, Zhong X, Lin H, Gong W, Wang Y, Xie K, Wu K, Chen F, Chen W. Association of TyG Index and TG/HDL-C Ratio with Trajectories of Depressive Symptoms: Evidence from China Health and Retirement Longitudinal Study. Nutrients 2024; 16:4300. [PMID: 39770920 PMCID: PMC11676214 DOI: 10.3390/nu16244300] [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: 11/05/2024] [Revised: 12/11/2024] [Accepted: 12/11/2024] [Indexed: 01/04/2025] Open
Abstract
OBJECTIVES To explore whether the triglyceride-glucose (TyG) index and the triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio are associated with the trajectories of depressive symptoms. METHODS In this longitudinal study, 4215 participants aged 45 years and older were recruited from the China Health and Retirement Longitudinal Study from 2011 to 2018. The trajectories of depressive symptoms, measured by the 10-item Center for Epidemiologic Studies Depression Scale (CESD-10), were identified using group-based trajectory modeling. Multinomial logistic models and restricted cubic spline analysis were used to investigate the relationships between the TyG index and the TG/HDL-C ratio and the trajectories of depressive symptoms. Stratified analyses were conducted based on sex, age, place of residence, and body mass index (BMI). RESULTS Five distinct trajectories of depressive symptoms characterized by stable low, stable moderate, decreasing, increasing, and stable high were identified during a follow-up of 7 years. The associations of the TyG index and the TG/HDL-C ratio with trajectories of depressive symptoms are not entirely consistent. After adjusting for covariates, a higher TyG index at baseline was associated with lower odds of being on the decreasing trajectory of depressive symptoms (ORad = 0.61, 95% CI: 0.40-0.92) compared to the stable low trajectory, and restricted cubic spline analysis revealed a negative linear relationship between the TyG index and the likelihood of a decreasing trajectory of depressive symptoms. However, the relationship between the TG/HDL-C ratio and the decreasing trajectory of depressive symptoms was no longer statistically significant when all confounders were controlled (ORad = 0.72, 95% CI: 0.50-1.04). Additionally, this negative association between the TyG index and decreasing trajectory of depressive symptoms was observed among 45-64-year-old individuals, female participants, those living in rural areas, and those with a normal BMI. LIMITATIONS This study was conducted in a middle-aged and elderly population in China, and extrapolation to other regions and populations requires further confirmation. CONCLUSIONS Compared to the TG/HDL-C ratio, the TyG index may be a better predictor for trajectories of depressive symptoms in middle-aged and older adults. Considering that the pathology of depression progresses long term, our findings may have utility for identifying available and reliable markers for the development of depression.
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Affiliation(s)
- Tingting Guo
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Qing Zou
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Qi Wang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Yi Zhang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Xinyuan Zhong
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Hantong Lin
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Wenxuan Gong
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Yingbo Wang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Kun Xie
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Kunpeng Wu
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
| | - Feng Chen
- Department of Clinical Research, The Eighth Affiliated Hospital, Sun Yat-sen University, 3025 Shennan Zhong Rd, Shenzhen 518033, China;
| | - Wen Chen
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China; (T.G.); (Q.Z.); (Q.W.); (Y.Z.); (X.Z.); (H.L.); (W.G.); (Y.W.); (K.X.); (K.W.)
- Center for Migrant Health Policy, Sun Yat-sen University, 74 Zhongshan Second Rd, Guangzhou 510080, China
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Xu J, Zhang T, Zhang H, Deng F, Shi Q, Liu J, Chen F, He J, Wu Q, Kang Z, Tian G. What influences the public's willingness to report health insurance fraud in familiar or unfamiliar healthcare settings? a cross-sectional study of the young and middle-aged people in China. BMC Public Health 2024; 24:24. [PMID: 38166821 PMCID: PMC10763160 DOI: 10.1186/s12889-023-17581-9] [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: 07/27/2023] [Accepted: 12/26/2023] [Indexed: 01/05/2024] Open
Abstract
INTRODUCTION Young and middle-aged people are important participants in the fight against health insurance fraud. The study aims to investigate the differences in their willingness to report health insurance fraud and the factors influencing it when it occurs in familiar or unfamiliar healthcare settings. METHODS Data were obtained from a validated questionnaire from 828 young and middle-aged people. McNemar's test was used to compare the public's willingness to report under the two scenarios. Chi-square tests and multiple logistic regression analysis were used to analyze the determinants of individuals' willingness to report health insurance fraud in different scenarios. RESULTS Young and middle-aged people were more likely to report health insurance fraud in a familiar healthcare setting than in an unfamiliar one (McNemar's χ²=26.51, P < 0.05). Their sense of responsibility for maintaining the security of the health insurance fund, the government's openness about fraud cases, and the perception of their ability to report had significant positive effects on the public's willingness to report in both settings (P < 0.05). In a familiar healthcare setting, the more satisfied the public is with government measures to protect whistleblowers, the more likely they are to report (OR = 1.44, P = 0.025). Those who perceive the consequences of health insurance fraud to be serious are more likely to report than those who perceive the consequences to be less serious (OR = 1.61, P = 0.042). CONCLUSION Individuals are more likely to report health insurance fraud in familiar healthcare settings than in unfamiliar ones, in which their awareness of the severity of the consequences of health insurance fraud and their perceived risk after reporting it play an important role. The government's publicizing of fraud cases and enhancing the public's sense of responsibility and ability to maintain the safety of the health insurance fund may be a way to increase their willingness to report, regardless of whether they are familiar with the healthcare setting or not.
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Affiliation(s)
- Jinpeng Xu
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Ting Zhang
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Hongyu Zhang
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Fangmin Deng
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Qi Shi
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Jian Liu
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Fangting Chen
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Jingran He
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Qunhong Wu
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China
| | - Zheng Kang
- School of Health Management, Harbin Medical University, Harbin, Heilongjiang, China.
| | - Guomei Tian
- Department of Nuclear Medicine, The Fourth Hospital of Harbin Medical University, Harbin, Heilongjiang, China
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Xu J, Tian G, He J, Deng F, Chen F, Shi Q, Liu J, Zhang H, Zhang T, Wu Q, Kang Z. The Public's Self-Avoidance and Other-Reliance in the Reporting of Medical Insurance Fraud: A Cross-Sectional Survey in China. Risk Manag Healthc Policy 2023; 16:2869-2881. [PMID: 38149180 PMCID: PMC10750483 DOI: 10.2147/rmhp.s438854] [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: 09/06/2023] [Accepted: 12/17/2023] [Indexed: 12/28/2023] Open
Abstract
Purpose To understand the public's self-willingness to report medical insurance fraud and their expectations on others, to provide a reference for the government to do a good job in medical insurance anti-fraud. Methods Data were obtained from a questionnaire survey of 846 respondents in China. Descriptive statistical analyses and multinomial logistic regression were used to analyze the different subjective attitudes of the public toward different subjects when faced with medical insurance fraud and the influencing factors. Results 511 (60.40%) respondents were willing to report medical insurance fraud, while 739 (87.35%) respondents expected others to report it. 485 (57.33%) respondents were willing and expected others to report medical insurance fraud, followed by those who were not willing but expected others to report it (254, 30.02%). Compared to those who were unwilling to report themselves and did not want others to report, those who believe their reporting is useless (OR=3.13, 95% CI=1.15-8.33) and those who fear for their safety after reporting (OR=2.96, 95% CI=1.66-5.26) were more likely to expect others to report. Self-reporting willingness was stronger among the public who were satisfied with the government's protective measures for the safety of whistleblowers (OR=4.43, 95% CI=1.38-14.17). The public who believe that both themselves and others have responsibilities to report medical insurance fraud were willing to report and expect others to do the same. Conclusion The public had a "self-avoidance" and "other-reliance" mentality in medical insurance anti-fraud. The free-rider mentality, lack of empathy, concerns about own risk after reporting, and the interference of decentralized responsibility were important factors contributing to this public mentality. At this stage, the government should prevent the public's "collective indifference" in medical insurance anti-fraud efforts. Improving the safety and protection of whistleblowers and making everyone feel more responsible and valued may be effective incentives to enhance the public's willingness to report.
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Affiliation(s)
- Jinpeng Xu
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Guomei Tian
- Department of Nuclear Medicine, the Fourth Hospital of Harbin Medical University, Harbin, People’s Republic of China
| | - Jingran He
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Fangmin Deng
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Fangting Chen
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Qi Shi
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Jian Liu
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Hongyu Zhang
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Ting Zhang
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Qunhong Wu
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
| | - Zheng Kang
- School of Health Management, Harbin Medical University, Harbin, People’s Republic of China
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Steptoe A, Frank P. Obesity and psychological distress. Philos Trans R Soc Lond B Biol Sci 2023; 378:20220225. [PMID: 37661745 PMCID: PMC10475872 DOI: 10.1098/rstb.2022.0225] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 06/16/2023] [Indexed: 09/05/2023] Open
Abstract
The relationship between high body weight and mental health has been studied for several decades. Improvements in the quality of epidemiological, mechanistic and psychological research have brought greater consistency to our understanding of the links. Large-scale population-based epidemiological research has established that high body weight is associated with poorer mental health, particularly depression and subclinical depressive symptoms. There is some evidence for bidirectional relationships, but the most convincing findings are that greater body weight leads to psychological distress rather than the reverse. Particular symptoms of depression and distress may be specifically related to greater body weight. The psychological stress induced by weight stigma and discrimination contributes to psychological distress, and may in turn handicap efforts at weight control. Heightened systemic inflammation and dysregulation of the hypothalamic-pituitary-adrenal axis are biological mechanisms that mediate in part the relationship of greater body weight with poorer mental health. Changing negative societal attitudes to high body weights would improve the wellbeing of people living with obesity, and promote more effective weight-inclusive attitudes and behaviours in society at large, particularly in healthcare settings. This article is part of a discussion meeting issue 'Causes of obesity: theories, conjectures and evidence (Part II)'.
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Affiliation(s)
- Andrew Steptoe
- Department of Behavioural Science and Health, University College London, 1-19 Torrington Place, London WC1E BT, UK
| | - Philipp Frank
- Department of Epidemiology and Public Health, University College London, 1-19 Torrington Place, London WC1E BT, UK
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