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Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder

Background: Patients with major depressive disorder (MDD) often present with co-occurring anxiety symptoms. The network method provides a novel view on understanding the co-occurrence of depressive and anxiety symptoms. Thus, the purpose of our study was to explore it by applying network analysis me...

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Autores principales: Ge, Fenfen, Jiang, Jingwen, Wang, Yue, Wan, Mentong, Zhang, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8169985/
https://www.ncbi.nlm.nih.gov/pubmed/34093253
http://dx.doi.org/10.3389/fpsyt.2021.595418
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author Ge, Fenfen
Jiang, Jingwen
Wang, Yue
Wan, Mentong
Zhang, Wei
author_facet Ge, Fenfen
Jiang, Jingwen
Wang, Yue
Wan, Mentong
Zhang, Wei
author_sort Ge, Fenfen
collection PubMed
description Background: Patients with major depressive disorder (MDD) often present with co-occurring anxiety symptoms. The network method provides a novel view on understanding the co-occurrence of depressive and anxiety symptoms. Thus, the purpose of our study was to explore it by applying network analysis methods. Methods: We used electronic medical records from West China Hospital in China. In total, 3,424 patients who met the criteria for MDD were included. R-studio 3.6 was used to estimate the network structure. First, we estimated the network structure of depression and anxiety symptoms using the graphic LASSO algorithm. Then, we estimated the centrality indices of nodes to determine which symptoms are more central in the network. We then estimated the bridge centrality indices using the bridge function via the R package networktools. Results: Some strong connections were found like “easy to wake up,” “wake up early,” and “difficulty falling asleep,” “suicidal thoughts,” and “hopelessness.” “Depressed mood,” “somatic anxiety,” “hopelessness,” “anxiety mood,” and “tension” have the higher centrality indices. Results revealed eight bridge symptoms (e.g., concentration/memory difficulty, gastrointestinal symptoms) in the co-occurrence network structure. Conclusions: This research suggests that the described approach in mapping the presence of anxiety symptoms in individuals with major depression might potentially increase diagnostic precision and help choose more targeted interventions and potentially reduce the occurrence of treatment resistance.
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spelling pubmed-81699852021-06-03 Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder Ge, Fenfen Jiang, Jingwen Wang, Yue Wan, Mentong Zhang, Wei Front Psychiatry Psychiatry Background: Patients with major depressive disorder (MDD) often present with co-occurring anxiety symptoms. The network method provides a novel view on understanding the co-occurrence of depressive and anxiety symptoms. Thus, the purpose of our study was to explore it by applying network analysis methods. Methods: We used electronic medical records from West China Hospital in China. In total, 3,424 patients who met the criteria for MDD were included. R-studio 3.6 was used to estimate the network structure. First, we estimated the network structure of depression and anxiety symptoms using the graphic LASSO algorithm. Then, we estimated the centrality indices of nodes to determine which symptoms are more central in the network. We then estimated the bridge centrality indices using the bridge function via the R package networktools. Results: Some strong connections were found like “easy to wake up,” “wake up early,” and “difficulty falling asleep,” “suicidal thoughts,” and “hopelessness.” “Depressed mood,” “somatic anxiety,” “hopelessness,” “anxiety mood,” and “tension” have the higher centrality indices. Results revealed eight bridge symptoms (e.g., concentration/memory difficulty, gastrointestinal symptoms) in the co-occurrence network structure. Conclusions: This research suggests that the described approach in mapping the presence of anxiety symptoms in individuals with major depression might potentially increase diagnostic precision and help choose more targeted interventions and potentially reduce the occurrence of treatment resistance. Frontiers Media S.A. 2021-05-19 /pmc/articles/PMC8169985/ /pubmed/34093253 http://dx.doi.org/10.3389/fpsyt.2021.595418 Text en Copyright © 2021 Ge, Jiang, Wang, Wan and Zhang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychiatry
Ge, Fenfen
Jiang, Jingwen
Wang, Yue
Wan, Mentong
Zhang, Wei
Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder
title Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder
title_full Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder
title_fullStr Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder
title_full_unstemmed Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder
title_short Mapping the Presence of Anxiety Symptoms in Adults With Major Depressive Disorder
title_sort mapping the presence of anxiety symptoms in adults with major depressive disorder
topic Psychiatry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8169985/
https://www.ncbi.nlm.nih.gov/pubmed/34093253
http://dx.doi.org/10.3389/fpsyt.2021.595418
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