ArticlePeerJ2022
Happiness, depression, physical activity and cognition among the middle and old-aged population in China: a conditional process analysis.
Article in PeerJ, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 17 citations in OpenAlex.
- Article
- Interactions of physical activity and lung function on cognitive health in older adults: Joint association and mediation analysis.The journal of prevention of Alzheimer's disease · 2025Article
- Association between catastrophic health expenditure and mental health among elderly in China: the potential role of income and social activity.BMC geriatrics · 2025Article
- The impact of digital economy development on subjective well-being: micro-level evidence from China.Frontiers in public health · 2025Article
- Association of cognitive performance with overall, dosage, intensity, and domain physical activity in aging: NHANES 2011-2014.BMC geriatrics · 2024Article
- Article
- Physical activity promotes the development of cognitive ability in adolescents: the chain mediating role based on self-education expectations and learning behaviors.Frontiers in psychology · 2024Article
- Family and job microsystems as mediators between social integration and depression among rural-to-urban migrant workers in China: does having sons make a difference?Frontiers in public health · 2024Article
- The Relationship between Job Satisfaction and Depressive Symptoms among Chinese Adults Aged 35-60 Years: The Mediating Role of Subjective Well-Being and Life Satisfaction.International journal of environmental research and public health · 2023Article
- The longitudinal associations between perceived importance of the internet and depressive symptoms among a sample of Chinese adults.Frontiers in public health · 2023Article
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
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Abstract
Background: Happiness is one variable of subjective well-being, which has been increasingly shown to have protective effects on health. Although the association between happiness and cognition has been established, the mechanism by which happiness leads to cognition remains unclear. Since happiness, depression, and physical activity may all be related to cognition, and happiness is related to depression and physical activity, this study explored the effect of depression and physical activity on the relationship between happiness and cognition among middle and old-aged individuals in China. Methods: Data on 14,344 participants above 45 years of age were obtained from the 2018 China Family Panel Studies survey. A multiple linear regression analysis was performed to identify the correlation factors of cognition. The conditional process analysis was used to assess the mediatory effect of depression and physical activity on the relationship between happiness and cognition. Results: Residence, age, sex, income level, social status, smoking, napping, reading, education, exercise times, satisfaction, happiness, and depression had associations with cognition. When other variables were held constant, cognition score increased by 0.029 standard deviation(SD) for every 1 SD increased in happiness. Mediation analysis showed that happiness had a significant positive total effect on cognition. The direct effect of happiness was significant and accounted for 57.86% of the total effect. The mediatory effect of depression (path of happiness→depression→cognition) accounted for 38.31% of the total effect, whereas that of physical activity (path of happiness→exercise times→cognition) accounted for 3.02% of the total effect. Conclusion: Happiness has a positive correlation with cognitive function, and depression and physical activity play mediatory roles in this association. Effective interventions to improve happiness levels of middle and old-aged population will not only improve their subjective well-being but also improve their cognitive function, which carries great potential for reducing public health burdens related to cognitive aging.
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