Zhou Jia, Zhou Jingjing, Feng Lei, Feng Yuan, Xiao Le, Chen Xu, Yang Jian, Wang Gang
The National Clinical Research Center for Mental Disorders & Beijing Key Laboratory of Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China.
Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China.
Psychol Med. 2023 Oct;53(14):6446-6458. doi: 10.1017/S0033291722003385. Epub 2022 Nov 9.
Depressive symptoms, functional impairment, and decreased quality of life (QOL) are three important domains of major depressive disorder (MDD). However, the possible causal relationship between these factors has yet to be elucidated. Moreover, it is not known whether certain symptoms of MDD are more impairing than others. The network approach is a promising solution to these shortfalls.
The baseline data of a multicenter prospective project conducted in 11 governances of China were analyzed. In total, 1385 patients with MDD were included. Depressive symptoms, functioning disability, and QOL were evaluated by the 17-item Hamilton Depression Rating Scale (HAMD-17), the Sheehan Disability Scale (SDS), and the Quality of Life Enjoyment and Satisfaction Questionnaire-Short Form (Q-LES-Q-SF). The network was estimated through the graphical Least Absolute Shrinkage and Selection Operator (LASSO) technique in combination with the directed acyclic graph.
Three centrality metrics of the graphical LASSO showed that social life dysfunction, QOL, and late insomnia exhibited the highest strength centrality. The network accuracy and stability were estimated to be robust and stable. The Bayesian network indicated that some depressive symptoms were directly associated with QOL, while other depressive symptoms showed an indirect association with QOL mediated by impaired function. Depressed mood was positioned at the highest level in the model and predicted the activation of functional impairment and anxiety.
Functional disability mediated the relationship between depressive symptoms and QOL. Family functionality and suicidal symptoms were directly related to QOL. Depressed mood played the predominant role in activating both anxiety symptom and functional impairment.
抑郁症状、功能损害和生活质量(QOL)下降是重度抑郁症(MDD)的三个重要方面。然而,这些因素之间可能的因果关系尚未阐明。此外,尚不清楚MDD的某些症状是否比其他症状更具损害性。网络分析方法有望解决这些不足。
分析在中国11个行政区开展的一项多中心前瞻性项目的基线数据。共纳入1385例MDD患者。采用17项汉密尔顿抑郁量表(HAMD-17)、希恩残疾量表(SDS)和生活质量享受与满意度问卷简表(Q-LES-Q-SF)评估抑郁症状、功能残疾和生活质量。通过图形化最小绝对收缩和选择算子(LASSO)技术结合有向无环图估计网络。
图形化LASSO的三个中心性指标显示,社交生活功能障碍、生活质量和晚期失眠表现出最高的强度中心性。估计网络的准确性和稳定性稳健且稳定。贝叶斯网络表明,一些抑郁症状与生活质量直接相关,而其他抑郁症状通过功能受损与生活质量间接相关。抑郁情绪在模型中处于最高水平,并预测功能损害和焦虑的激活。
功能残疾介导了抑郁症状与生活质量之间的关系。家庭功能和自杀症状与生活质量直接相关。抑郁情绪在激活焦虑症状和功能损害方面起主要作用。