基于高斯图与有向无环图的双相障碍抑郁-睡眠症状网络核心症状

Core symptoms in a network of depressive and sleep symptoms in bipolar disorder based on Gaussian graphical models and directed acyclic graphs

  • 摘要:
    目的 构建双相障碍患者抑郁症状与睡眠症状网络,探索核心症状及潜在因果关系。
    方法 纳入2022年1月至2024年12月在南宁市第五人民医院住院的212例双相障碍住院患者,采用90项症状自评量表(SCL-90)的抑郁维度测评抑郁症状,匹兹堡睡眠质量指数(PSQI)评估睡眠状况。采用高斯图模型分析抑郁症状与睡眠症状之间的相关性,并构建有向无环图分析潜在因果关系。
    结果 212例双相障碍患者的SCL-90抑郁症状因子得分为21.50(14.00, 38.75)分,PSQI得分为9.00(5.00, 14.00)分;偏相关网络分析表明,抑郁症状与睡眠症状呈正相关。通过中心性分析识别出3个核心症状:感到苦闷(S30)、过分担忧(S31)及感到无价值(S79)。有向无环图结果显示,抑郁症状对睡眠症状存在潜在影响,其中感到无价值(S79)作为关键中介节点,可对其他症状产生直接或间接效应。
    结论 感到无价值(S79)在症状网络中处于核心地位,容易诱发其他症状。临床治疗和干预应重点关注该症状,以减轻其对患者整体健康状况的负面影响。

     

    Abstract:
    Objective To construct a network of depressive and sleep symptoms in patients with bipolar disorder and to explore core symptoms and potential causal relationships.
    Methods A total of 212 inpatients with bipolar disorder hospitalized at the Fifth People’s Hospital of Nanning from January 2022 to December 2024 were enrolled. Depressive symptoms were assessed using the depression dimension of the Symptom Checklist-90 (SCL-90), and sleep status was evaluated using the Pittsburgh Sleep Quality Index (PSQI). A Gaussian graphical model was used to analyze correlations between depressive symptoms and sleep symptoms, and a directed acyclic graph (DAG) was constructed to analyze potential causal relationships.
    Results Among the 212 patients with bipolar disorder, the median (IQR) score for the SCL-90 depression factor was 21.50 (14.00, 38.75), and the median (IQR) PSQI score was 9.00 (5.00, 14.00). Partial correlation network analysis showed a positive correlation between depressive symptoms and sleep symptoms. Centrality analysis identified three core symptoms: feeling depressed (S30), excessive worry (S31), and feeling worthless (S79). The directed acyclic graph (DAG) indicated a potential influence of depressive symptoms on sleep symptoms, with feeling worthless (S79) serving as a key mediating node that could exert direct or indirect effects on other symptoms.
    Conclusions Feeling worthless (S79) occupies a central position in the symptom network and may readily trigger other symptoms. Clinical treatments and interventions should prioritize this symptom to reduce its negative impact on patients’ overall health status.

     

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