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从网络视角探索中国艾滋病患者焦虑、抑郁与睡眠障碍之间的关系。

Exploring the Relationship Between Anxiety, Depression, and Sleep Disturbance Among HIV Patients in China From a Network Perspective.

作者信息

Wang Ni, Wang Muyu, Xin Xin, Zhang Tong, Wu Hao, Huang Xiaojie, Liu Honglei

机构信息

School of Biomedical Engineering, Capital Medical University, Beijing, China.

Beijing Key Laboratory of Fundamental Research on Biomechanics in Clinical Application, Capital Medical University, Beijing, China.

出版信息

Front Psychiatry. 2021 Oct 22;12:764246. doi: 10.3389/fpsyt.2021.764246. eCollection 2021.

Abstract

Mental disorder of people living with HIV (PLWH) has become a common and increasing worldwide public health concern. We aimed to explore the relationship between anxiety, depression, and sleep disturbance for PLWH from a network perspective. The network model featured 28 symptoms on the Hospital Anxiety and Depression scale questionnaire and Pittsburgh Sleep Quality Index questionnaire in a sample of 4,091 HIV-infected persons. Node predictability and strength were computed to assess the importance of items. We estimated and compared 20 different networks based on subpopulations such as males and females to analyze similarities and differences in network structure, connections, and symptoms. Several consistent patterns and interesting differences emerged across subgroups. Pertaining to the connections, some symptoms such as S12-S13 ("-") shown a strong positive relationship, indicating that feeling sleepy was a good predictor of lacking enthusiasm, and vice versa. While other symptoms, such as A3-D3 ("-"), were negatively related in all networks, revealing that nodes A3 and D3 were bridge symptoms between anxiety and depression. Across all subgroups, the most central symptom was A7 " and S2 ", which had the greatest potential to affect an individual's mental state. While S3 " and S5 " shown consistent lower node importance, which would be of limited therapeutic use. Mental conditions of PLWH varied considerably among subgroups, inspiring psychiatrists and clinicians that personalized invention to a particular subgroup was essential and might be more effective during treatment than adopting the same therapeutic schedule.

摘要

感染艾滋病毒者(PLWH)的精神障碍已成为全球范围内普遍且日益严重的公共卫生问题。我们旨在从网络角度探讨PLWH的焦虑、抑郁和睡眠障碍之间的关系。该网络模型以4091名艾滋病毒感染者样本中的医院焦虑抑郁量表问卷和匹兹堡睡眠质量指数问卷上的28种症状为特征。计算节点可预测性和强度以评估项目的重要性。我们基于男性和女性等亚群体估计并比较了20种不同的网络,以分析网络结构、连接和症状的异同。各亚组出现了几种一致的模式和有趣的差异。关于连接,一些症状如S12 - S13(“-”)呈现出强烈的正相关关系,表明困倦是缺乏热情的良好预测指标,反之亦然。而其他症状,如A3 - D3(“-”),在所有网络中呈负相关,表明节点A3和D3是焦虑和抑郁之间的桥梁症状。在所有亚组中,最核心的症状是A7“和S2”,它们对个体精神状态的影响潜力最大。而S3“和S5”的节点重要性一直较低,其治疗用途有限。PLWH的精神状况在亚组间差异很大,这启发精神科医生和临床医生,针对特定亚组的个性化干预至关重要,且在治疗过程中可能比采用相同的治疗方案更有效。

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