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Transdiagnostic symptom networks in relation to mental health service use in community youth

OBJECTIVE: The objective of this study is to scrutinize whether psychopathology symptom networks differ between those with and without lifetime: treatment seeking, treatment and treatment of longer duration. METHODS: We created non‐exclusive groups of subjects with versus without lifetime treatment...

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Autores principales: Imperiale, Marina N., Lieb, Roselind, Calkins, Monica E., Meinlschmidt, Gunther
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10087894/
https://www.ncbi.nlm.nih.gov/pubmed/36059253
http://dx.doi.org/10.1002/cpp.2782
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author Imperiale, Marina N.
Lieb, Roselind
Calkins, Monica E.
Meinlschmidt, Gunther
author_facet Imperiale, Marina N.
Lieb, Roselind
Calkins, Monica E.
Meinlschmidt, Gunther
author_sort Imperiale, Marina N.
collection PubMed
description OBJECTIVE: The objective of this study is to scrutinize whether psychopathology symptom networks differ between those with and without lifetime: treatment seeking, treatment and treatment of longer duration. METHODS: We created non‐exclusive groups of subjects with versus without lifetime treatment seeking, treatment and treatment of mid‐long‐term duration. We estimated Ising models and carried out network comparison tests (NCTs) to compare (a) overall connectivity and (b) network structure. Furthermore, we examined node strength. We used propensity score matching (PSM) to minimize potential confounding by indication for service use. RESULTS: Based on data from 9,172 participants, there were no statistically significant differences in overall connectivity and network structure in those with versus without lifetime: treatment seeking (p = .75 and p = .82, respectively), treatment (p = .63 and p = .49, respectively) and treatment of mid‐longterm duration (p = .15 and p = .62, respectively). Notably, comparing networks with versus without service use consistently revealed higher node strength in ‘obsessions’ and ‘aggression’ and lower node strength in ‘elevated mood’ in all networks with service use. CONCLUSIONS: Findings suggest that after adjusting for potential confounding by indication for service use, there was no indication of an association in overall connectivity or network structure for lifetime treatment seeking, treatment and treatment of longer duration. However, selected structurally important symptoms differed consistently in all three comparisons. Our findings highlight the potential of network analysis methods to examine treatment mechanisms and outcomes. Specifically, more granular network characteristics on the node level may complement and enrich traditional outcomes in clinical research.
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spelling pubmed-100878942023-04-12 Transdiagnostic symptom networks in relation to mental health service use in community youth Imperiale, Marina N. Lieb, Roselind Calkins, Monica E. Meinlschmidt, Gunther Clin Psychol Psychother Research Articles OBJECTIVE: The objective of this study is to scrutinize whether psychopathology symptom networks differ between those with and without lifetime: treatment seeking, treatment and treatment of longer duration. METHODS: We created non‐exclusive groups of subjects with versus without lifetime treatment seeking, treatment and treatment of mid‐long‐term duration. We estimated Ising models and carried out network comparison tests (NCTs) to compare (a) overall connectivity and (b) network structure. Furthermore, we examined node strength. We used propensity score matching (PSM) to minimize potential confounding by indication for service use. RESULTS: Based on data from 9,172 participants, there were no statistically significant differences in overall connectivity and network structure in those with versus without lifetime: treatment seeking (p = .75 and p = .82, respectively), treatment (p = .63 and p = .49, respectively) and treatment of mid‐longterm duration (p = .15 and p = .62, respectively). Notably, comparing networks with versus without service use consistently revealed higher node strength in ‘obsessions’ and ‘aggression’ and lower node strength in ‘elevated mood’ in all networks with service use. CONCLUSIONS: Findings suggest that after adjusting for potential confounding by indication for service use, there was no indication of an association in overall connectivity or network structure for lifetime treatment seeking, treatment and treatment of longer duration. However, selected structurally important symptoms differed consistently in all three comparisons. Our findings highlight the potential of network analysis methods to examine treatment mechanisms and outcomes. Specifically, more granular network characteristics on the node level may complement and enrich traditional outcomes in clinical research. John Wiley and Sons Inc. 2022-09-28 2023 /pmc/articles/PMC10087894/ /pubmed/36059253 http://dx.doi.org/10.1002/cpp.2782 Text en © 2022 The Authors. Clinical Psychology & Psychotherapy published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Imperiale, Marina N.
Lieb, Roselind
Calkins, Monica E.
Meinlschmidt, Gunther
Transdiagnostic symptom networks in relation to mental health service use in community youth
title Transdiagnostic symptom networks in relation to mental health service use in community youth
title_full Transdiagnostic symptom networks in relation to mental health service use in community youth
title_fullStr Transdiagnostic symptom networks in relation to mental health service use in community youth
title_full_unstemmed Transdiagnostic symptom networks in relation to mental health service use in community youth
title_short Transdiagnostic symptom networks in relation to mental health service use in community youth
title_sort transdiagnostic symptom networks in relation to mental health service use in community youth
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10087894/
https://www.ncbi.nlm.nih.gov/pubmed/36059253
http://dx.doi.org/10.1002/cpp.2782
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