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Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression

OBJECTIVES: Depression is a highly heterogeneous disorder, and meta-analyses of mindfulness-based interventions show moderate efficacy for reducing depressive symptoms. However, the mechanisms governing their efficacy remain unclear, highlighting the need for hypothesis-generating analyses to guide...

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Autores principales: Rubin, Mikael, Papini, Santiago, Dainer-Best, Justin, Zaizar, Eric D., Smits, Jasper A. J., Telch, Michael J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374114/
https://www.ncbi.nlm.nih.gov/pubmed/34426752
http://dx.doi.org/10.1007/s12671-021-01726-1
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author Rubin, Mikael
Papini, Santiago
Dainer-Best, Justin
Zaizar, Eric D.
Smits, Jasper A. J.
Telch, Michael J.
author_facet Rubin, Mikael
Papini, Santiago
Dainer-Best, Justin
Zaizar, Eric D.
Smits, Jasper A. J.
Telch, Michael J.
author_sort Rubin, Mikael
collection PubMed
description OBJECTIVES: Depression is a highly heterogeneous disorder, and meta-analyses of mindfulness-based interventions show moderate efficacy for reducing depressive symptoms. However, the mechanisms governing their efficacy remain unclear, highlighting the need for hypothesis-generating analyses to guide future research. METHODS: We used Bayesian network analysis in three cross-sectional samples (N = 1135) of undergraduates and participants from the community to identify links between individual symptoms of depression and specific facets of mindfulness. In two exploratory studies, we assessed depression using the Patient Health Questionnaire (n = 384) or the Depression Anxiety and Stress Scale (n = 350) and mindfulness using the Five-Facet Mindfulness Scale. RESULTS: Across these samples and measures, exploratory analyses indicated that non-judging was a central bridge between facets of mindfulness and symptoms of depression. We confirmed this finding in a pre-registered replication (n = 401) using a recently developed confirmatory testing framework for network analysis. Non-judging was consistently a central bridge in the networks and specifically linked to the symptoms of depression related to feelings of failure and worthlessness. CONCLUSIONS: These findings provide strong evidence that non-judging is an essential feature of mindfulness in the context of depression and provides direction for future research testing mindfulness-oriented treatment prescriptions for depression. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s12671-021-01726-1.
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spelling pubmed-83741142021-08-19 Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression Rubin, Mikael Papini, Santiago Dainer-Best, Justin Zaizar, Eric D. Smits, Jasper A. J. Telch, Michael J. Mindfulness (N Y) Original Paper OBJECTIVES: Depression is a highly heterogeneous disorder, and meta-analyses of mindfulness-based interventions show moderate efficacy for reducing depressive symptoms. However, the mechanisms governing their efficacy remain unclear, highlighting the need for hypothesis-generating analyses to guide future research. METHODS: We used Bayesian network analysis in three cross-sectional samples (N = 1135) of undergraduates and participants from the community to identify links between individual symptoms of depression and specific facets of mindfulness. In two exploratory studies, we assessed depression using the Patient Health Questionnaire (n = 384) or the Depression Anxiety and Stress Scale (n = 350) and mindfulness using the Five-Facet Mindfulness Scale. RESULTS: Across these samples and measures, exploratory analyses indicated that non-judging was a central bridge between facets of mindfulness and symptoms of depression. We confirmed this finding in a pre-registered replication (n = 401) using a recently developed confirmatory testing framework for network analysis. Non-judging was consistently a central bridge in the networks and specifically linked to the symptoms of depression related to feelings of failure and worthlessness. CONCLUSIONS: These findings provide strong evidence that non-judging is an essential feature of mindfulness in the context of depression and provides direction for future research testing mindfulness-oriented treatment prescriptions for depression. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s12671-021-01726-1. Springer US 2021-08-19 2021 /pmc/articles/PMC8374114/ /pubmed/34426752 http://dx.doi.org/10.1007/s12671-021-01726-1 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Paper
Rubin, Mikael
Papini, Santiago
Dainer-Best, Justin
Zaizar, Eric D.
Smits, Jasper A. J.
Telch, Michael J.
Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression
title Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression
title_full Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression
title_fullStr Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression
title_full_unstemmed Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression
title_short Exploratory and Confirmatory Bayesian Networks Identify the Central Role of Non-judging in Symptoms of Depression
title_sort exploratory and confirmatory bayesian networks identify the central role of non-judging in symptoms of depression
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374114/
https://www.ncbi.nlm.nih.gov/pubmed/34426752
http://dx.doi.org/10.1007/s12671-021-01726-1
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