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Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers

Maternal depression was recently conceptualized as a network of interacting symptoms. Prior studies have shown that low self-efficacy, as an index of maternal functioning, is one important source of stress that worsens depression. We have limited information, however, on the specific relationships b...

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Autores principales: Santos, Hudson P., Kossakowski, Jolanda J., Schwartz, Todd A., Beeber, Linda, Fried, Eiko I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5779701/
https://www.ncbi.nlm.nih.gov/pubmed/29360876
http://dx.doi.org/10.1371/journal.pone.0191675
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author Santos, Hudson P.
Kossakowski, Jolanda J.
Schwartz, Todd A.
Beeber, Linda
Fried, Eiko I.
author_facet Santos, Hudson P.
Kossakowski, Jolanda J.
Schwartz, Todd A.
Beeber, Linda
Fried, Eiko I.
author_sort Santos, Hudson P.
collection PubMed
description Maternal depression was recently conceptualized as a network of interacting symptoms. Prior studies have shown that low self-efficacy, as an index of maternal functioning, is one important source of stress that worsens depression. We have limited information, however, on the specific relationships between depression symptoms and self-efficacy. In this study, we used regularized partial correlation networks to explore the multivariate relationships between maternal depression symptoms and self-efficacy over time. Depressed mothers (n = 306) completed the Center for Epidemiological Studies Depression (CES-D) scale at four time points, between four and eight weeks apart. We estimated (a) the network structure of the 20 CES-D depression symptoms and self-efficacy for each time point, (b) determined the centrality or structural importance of all variables, and (c) tested whether the network structure changed over time. In the resulting networks, self-efficacy was mostly negatively connected with depression symptoms. The strongest relationships among depression symptoms were ‘lonely—sleep difficulties’ and ‘inability to get going—crying’. ‘Feeling disliked’ and ‘concentration difficulty’ were the two most central symptoms. In comparing the network structures, we found that the network structures were moderately stable over time. This is the first study to investigate the network structure and their temporal stability of maternal depression symptoms and self-efficacy in low-income depressed mothers. We discuss how these findings might help future research to identify clinically relevant symptom-to-symptom relationships that could drive maternal depression processes, and potentially inform tailored interventions. We share data and analytical code, making our results fully reproducible.
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spelling pubmed-57797012018-02-08 Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers Santos, Hudson P. Kossakowski, Jolanda J. Schwartz, Todd A. Beeber, Linda Fried, Eiko I. PLoS One Research Article Maternal depression was recently conceptualized as a network of interacting symptoms. Prior studies have shown that low self-efficacy, as an index of maternal functioning, is one important source of stress that worsens depression. We have limited information, however, on the specific relationships between depression symptoms and self-efficacy. In this study, we used regularized partial correlation networks to explore the multivariate relationships between maternal depression symptoms and self-efficacy over time. Depressed mothers (n = 306) completed the Center for Epidemiological Studies Depression (CES-D) scale at four time points, between four and eight weeks apart. We estimated (a) the network structure of the 20 CES-D depression symptoms and self-efficacy for each time point, (b) determined the centrality or structural importance of all variables, and (c) tested whether the network structure changed over time. In the resulting networks, self-efficacy was mostly negatively connected with depression symptoms. The strongest relationships among depression symptoms were ‘lonely—sleep difficulties’ and ‘inability to get going—crying’. ‘Feeling disliked’ and ‘concentration difficulty’ were the two most central symptoms. In comparing the network structures, we found that the network structures were moderately stable over time. This is the first study to investigate the network structure and their temporal stability of maternal depression symptoms and self-efficacy in low-income depressed mothers. We discuss how these findings might help future research to identify clinically relevant symptom-to-symptom relationships that could drive maternal depression processes, and potentially inform tailored interventions. We share data and analytical code, making our results fully reproducible. Public Library of Science 2018-01-23 /pmc/articles/PMC5779701/ /pubmed/29360876 http://dx.doi.org/10.1371/journal.pone.0191675 Text en © 2018 Santos et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Santos, Hudson P.
Kossakowski, Jolanda J.
Schwartz, Todd A.
Beeber, Linda
Fried, Eiko I.
Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
title Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
title_full Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
title_fullStr Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
title_full_unstemmed Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
title_short Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
title_sort longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5779701/
https://www.ncbi.nlm.nih.gov/pubmed/29360876
http://dx.doi.org/10.1371/journal.pone.0191675
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