高频功能轨迹预测新加坡社区老年人的抑郁状况恶化
Kaung H T Salai1, Yi Wen Tan1, Grace Cheong1
1Centre for Research on Successful Ageing, Singapore Management University, Singapore 179873, Singapore.
Healthcare (Basel, Switzerland)
|March 14, 2026
概括
老年人的功能困难快速增加预示着抑郁症的恶化. 监测这些轨迹可以帮助识别需要及时心理健康支持的个人.
科学领域:
- 老年学是一门学科.
- 公共卫生 公共卫生
- 心理健康研究 心理健康研究
背景情况:
- 功能困难和抑郁症在老年人中很常见.
- 新加坡的研究往往缺乏对衰老异质性的详细时间分析.
- 高频数据可以识别关键干预时期.
研究的目的:
- 分析功能轨迹及其与老年人抑郁症的联系.
- 使用数据驱动的聚类来识别不同的功能路径.
- 确定心理健康支持的关键干预时间.
主要方法:
- 利用来自新加坡4273名老年人的高频数据 (2020-2024) 的纵向聚类 (k-平均值).
- 每季度评估日常生活活动 (ADL),日常生活工具活动 (IADL) 和抑郁症状 (CES-D).
- 使用考克斯回归来评估基于功能轨迹的抑郁症增加风险.
主要成果:
- 确定了ADL和IADL的三个功能轨迹 (稳定,中等,高难度).
- 更高的功能困难轨迹 (中等,高) 显著增加了抑郁症恶化的危险 (ADL:HR 1.71-2.37;IADL:HR 1.60-2.20).
- 与稳定组相比,中等和高功能困难组的抑郁症恶化较早发生.
结论:
- 在老年人中,加速的功能衰退先于增加的抑郁症状.
- 监测个人的功能轨迹为积极的心理健康干预提供了机会.
- 针对功能迅速下降的老年人提供有针对性的支持,可以减轻抑郁症的风险.
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