面部表情和预测和监测对抑郁症治疗的反应:一个系统的审查
David Plevin1,2, Simon Hartmann1, K Oliver Schubert1,3,4
1Discipline of Psychiatry, University of Adelaide, Adelaide, SA, Australia.
Digital biomarkers
|February 20, 2026
概括
面部表情分析显示,作为预测抑郁症治疗反应的生物标志物具有前景. 增加面部表情,特别是在特定的面部肌肉中,与严重抑郁症治疗的积极结果相关.
科学领域:
- 神经科学是一个神经科学.
- 精神病学是一个精神病学.
- 数字健康数字健康
背景情况:
- 大型抑郁症治疗反应的生物标志物对于个性化医学至关重要.
- 面部表情与情绪和抑郁症治疗结果有关.
- 面部表情可以作为抑郁症治疗成功的预测生物标志物.
研究的目的:
- 系统地审查关于面部表情作为抑郁症治疗反应生物标志物的现有研究.
- 综合发现,并确定面部表情分析在抑郁症潜在的数字方法.
主要方法:
- 对MEDLINE,Scopus和PsycINFO数据库进行系统审查.
- 包括英语出版物,评估面部肌肉活动或表情与抑郁症治疗相关.
- 使用国家卫生研究院的质量工具进行偏见风险评估.
主要成果:
- 包括12项研究,共有389名参与者.
- 面部表情评估方法各不相同,包括电肌图和自动化工具.
- 增加了面部表情,特异性肌肉活动 (corrugator,zygomatic),减少了与治疗反应相关的唇部收紧.
结论:
- 面部表情分析为识别抑郁状态的生物标志物提供了潜在的途径.
- 面部表情有望预测严重抑郁症治疗反应.
- 需要进一步的研究来解决评估工具和人口统计数据的异质性.
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