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Identifying Important Factors for Depressive Symptom Dynamics in Chinese Middle-Aged and Older Adults Using a
Chuoxin Ma1, Tianyi Lu1, Yu Li1
1Guangdong Provincial Key Laboratory of Interdisciplinary Research and Application for Data Science, Beijing Normal-Hong Kong Baptist University, Zhuhai 519088, China.
This study identified key risk factors for depressive symptom transitions in older Chinese adults, including residence, sex, and health status. Understanding these factors can help target interventions for better mental well-being.
Area of Science:
- Gerontology
- Public Health
- Psychiatry
Background:
- Depressive symptoms are a growing public health concern in older adults, characterized by variability and transitions between states.
- Existing research often overlooks factors influencing these symptom conversions, hindering targeted interventions.
Purpose of the Study:
- To investigate the risks and influencing factors associated with transitions between different depressive symptom states in middle-aged and older adults.
- To identify key predictors of new onset, persistence, remission, and relapse of depressive symptoms.
Main Methods:
- Utilized four waves of data from the China Health and Retirement Longitudinal Study (CHARLS) with 3916 participants.
- Employed multi-state models and a regularized (adaptive Lasso) partial likelihood approach for simultaneous feature selection and risk assessment.
- Defined five depressive symptom states: no symptom, new episode, persistence, remission, and relapse.
Main Results:
- Identified nine significant risk factors for new depressive symptom onset, including residence, sex, retirement, income, pain, daily activity difficulty, social engagement, and income-related interactions.
- Observed that the impact of these risk factors diminished with symptom persistence or remission.
- Found sex by age interaction as a significant factor for symptom relapse.
Conclusions:
- Key demographic, health, and social factors influence transitions between depressive symptom states in older Chinese adults.
- Findings provide a foundation for developing targeted policies to improve mental well-being in this population.
- Highlights the dynamic nature of depressive symptoms and the need for state-specific risk factor analysis.
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