Network Analysis of Depression and Anxiety Symptom Relations in a Psychiatric Sample

Researchers have studied psychological disorders extensively from a common cause perspective, in which symptoms are treated as independent indicators of an underlying disease. In contrast, the causal systems perspective seeks to understand the importance of individual symptoms and symptom-to-symptom...

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Bibliographic Details
Published inPsychological medicine Vol. 46; no. 16; pp. 3359 - 3369
Main Authors Beard, Courtney, Millner, Alex J., Forgeard, Marie J. C., Fried, Eiko I., Hsu, Kean J., Treadway, Michael, Leonard, Chelsea V., Kertz, Sarah, Björgvinsson, Thröstur
Format Journal Article
LanguageEnglish
Published 14.09.2016
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Summary:Researchers have studied psychological disorders extensively from a common cause perspective, in which symptoms are treated as independent indicators of an underlying disease. In contrast, the causal systems perspective seeks to understand the importance of individual symptoms and symptom-to-symptom relations. In the current study, we used network analysis to examine the relationships between and among depression and anxiety symptoms from the causal systems perspective. We utilized data from a large psychiatric sample at admission and discharge from a partial hospital program ( N = 1029, mean treatment duration = 8 days). We investigated features of the depression/anxiety network including topology, network centrality, stability of the network at admission and discharge as well as change in the network over the course of treatment. Results revealed that individual symptoms of depression and anxiety were more related to other symptoms within each disorder than to symptoms between disorders. Sad mood and worry were among the most central symptoms in the network. The network structure was stable both at admission and between admission and discharge, although the overall strength of symptom relationships increased as symptom severity decreased over the course of treatment. Examining depression and anxiety symptoms as dynamic systems may provide novel insights into the maintenance of these mental health problems.
Bibliography:C. Beard and A. J. Millner contributed equally to this work
ISSN:0033-2917
1469-8978
DOI:10.1017/S0033291716002300