Mapping the Pathways Between Posttraumatic Stress Disorder, Depression, and Alcohol and Cannabis Use: A Network Analysis.

IF 1.5 4区 医学 Q3 PSYCHIATRY
Rachel E Williamson, Kathryn S Macia, Joshua Burton, Robert E Wickham
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引用次数: 0

Abstract

Objective: The present study examines the network structure and, using Bayesian network analysis, estimates the directional pathways among symptoms of posttraumatic stress disorder (PTSD), major depressive disorder (MDD), and levels of alcohol and cannabis use. Method: A sample of 1471 adults in the United States, who reported at least one potentially traumatic event, completed the PTSD Checklist (PCL-5), Patient Health Questionnaire (PHQ-9), and the Alcohol/Cannabis Use Disorders Identification Test (AUDIT/CUDIT). A regularized partial correlation network provided estimates of symptoms clusters and connections. Directional pathways within the network were then estimated using a directed acyclic graph (DAG). Results: Symptoms clustered in theoretically consistent ways. Risky behavior demonstrated the highest strength centrality and bridge strength. Neither alcohol nor cannabis use appeared central in the network, and DAG results suggested that MDD and PTSD symptoms are more likely to lead to substance use than the other way around. Conclusions: Results suggest that cannabis use is largely connected to alcohol use. Consistent with prior research, risky behavior appeared to be the primary bridge between substance use and PTSD. The direction of associations between substance use and psychological symptoms requires further attention.

绘制创伤后应激障碍、抑郁症、酒精和大麻使用之间的路径图:网络分析。
研究目的本研究采用贝叶斯网络分析法研究了创伤后应激障碍(PTSD)、重度抑郁障碍(MDD)症状与酒精和大麻使用水平之间的网络结构,并估算了它们之间的定向路径。研究方法抽样调查了美国 1471 名成年人,他们报告了至少一次潜在的创伤事件,并填写了创伤后应激障碍核对表(PCL-5)、患者健康问卷(PHQ-9)和酒精/大麻使用障碍识别测试(AUDIT/CUDIT)。正则化部分相关网络提供了症状群和连接的估计值。然后使用有向无环图(DAG)估算网络内的方向路径。研究结果症状以理论上一致的方式聚类。危险行为显示出最高的强度中心性和桥强度。酗酒和吸食大麻在网络中都不处于中心位置,有向无环图的结果表明,MDD 和创伤后应激障碍症状更有可能导致药物使用,而不是相反。结论:结果表明,大麻使用在很大程度上与酒精使用相关。与之前的研究一致,危险行为似乎是药物使用和创伤后应激障碍之间的主要桥梁。药物使用与心理症状之间的关联方向需要进一步关注。
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来源期刊
CiteScore
4.90
自引率
13.60%
发文量
20
期刊介绍: Journal of Dual Diagnosis is a quarterly, international publication that focuses on the full spectrum of complexities regarding dual diagnosis. The co-occurrence of mental health and substance use disorders, or “dual diagnosis,” is one of the quintessential issues in behavioral health. Why do such high rates of co-occurrence exist? What does it tell us about risk profiles? How do these linked disorders affect people, their families, and the communities in which they live? What are the natural paths to recovery? What specific treatments are most helpful and how can new ones be developed? How can we enhance the implementation of evidence-based practices at clinical, administrative, and policy levels? How can we help clients to learn active recovery skills and adopt needed supports, clinicians to master new interventions, programs to implement effective services, and communities to foster healthy adjustment? The Journal addresses each of these perplexing challenges.
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