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Transdiagnostic symptom dynamics during psychotherapy
Psychotherapy is an effective treatment for many common mental health problems, but the mechanisms of action and processes of change are unclear, perhaps driven by the focus on a single diagnosis which does not reflect the heterogeneous symptom experiences of many patients. The objective of this stu...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9237087/ https://www.ncbi.nlm.nih.gov/pubmed/35760940 http://dx.doi.org/10.1038/s41598-022-14901-8 |
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author | O’Driscoll, C. Epskamp, S. Fried, E. I. Saunders, R. Cardoso, A. Stott, J. Wheatley, J. Cirkovic, M. Naqvi, S. A. Buckman, J. E. J. Pilling, S. |
author_facet | O’Driscoll, C. Epskamp, S. Fried, E. I. Saunders, R. Cardoso, A. Stott, J. Wheatley, J. Cirkovic, M. Naqvi, S. A. Buckman, J. E. J. Pilling, S. |
author_sort | O’Driscoll, C. |
collection | PubMed |
description | Psychotherapy is an effective treatment for many common mental health problems, but the mechanisms of action and processes of change are unclear, perhaps driven by the focus on a single diagnosis which does not reflect the heterogeneous symptom experiences of many patients. The objective of this study was to better understand therapeutic change, by illustrating how symptoms evolve and interact during psychotherapy. Data from 113,608 patients from psychological therapy services who completed depression and anxiety symptom measures across three to six therapy sessions were analysed. A panel graphical vector-autoregression model was estimated in a model development sample (N = 68,165) and generalizability was tested in a confirmatory model, fitted to a separate (hold-out) sample of patients (N = 45,443). The model displayed an excellent fit and replicated in the confirmatory holdout sample. First, we found that nearly all symptoms were statistically related to each other (i.e. dense connectivity), indicating that no one symptom or association drives change. Second, the structure of symptom interrelations which emerged did not change across sessions. These findings provide a dynamic view of the process of symptom change during psychotherapy and give rise to several causal hypotheses relating to structure, mechanism, and process. |
format | Online Article Text |
id | pubmed-9237087 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-92370872022-06-29 Transdiagnostic symptom dynamics during psychotherapy O’Driscoll, C. Epskamp, S. Fried, E. I. Saunders, R. Cardoso, A. Stott, J. Wheatley, J. Cirkovic, M. Naqvi, S. A. Buckman, J. E. J. Pilling, S. Sci Rep Article Psychotherapy is an effective treatment for many common mental health problems, but the mechanisms of action and processes of change are unclear, perhaps driven by the focus on a single diagnosis which does not reflect the heterogeneous symptom experiences of many patients. The objective of this study was to better understand therapeutic change, by illustrating how symptoms evolve and interact during psychotherapy. Data from 113,608 patients from psychological therapy services who completed depression and anxiety symptom measures across three to six therapy sessions were analysed. A panel graphical vector-autoregression model was estimated in a model development sample (N = 68,165) and generalizability was tested in a confirmatory model, fitted to a separate (hold-out) sample of patients (N = 45,443). The model displayed an excellent fit and replicated in the confirmatory holdout sample. First, we found that nearly all symptoms were statistically related to each other (i.e. dense connectivity), indicating that no one symptom or association drives change. Second, the structure of symptom interrelations which emerged did not change across sessions. These findings provide a dynamic view of the process of symptom change during psychotherapy and give rise to several causal hypotheses relating to structure, mechanism, and process. Nature Publishing Group UK 2022-06-27 /pmc/articles/PMC9237087/ /pubmed/35760940 http://dx.doi.org/10.1038/s41598-022-14901-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article O’Driscoll, C. Epskamp, S. Fried, E. I. Saunders, R. Cardoso, A. Stott, J. Wheatley, J. Cirkovic, M. Naqvi, S. A. Buckman, J. E. J. Pilling, S. Transdiagnostic symptom dynamics during psychotherapy |
title | Transdiagnostic symptom dynamics during psychotherapy |
title_full | Transdiagnostic symptom dynamics during psychotherapy |
title_fullStr | Transdiagnostic symptom dynamics during psychotherapy |
title_full_unstemmed | Transdiagnostic symptom dynamics during psychotherapy |
title_short | Transdiagnostic symptom dynamics during psychotherapy |
title_sort | transdiagnostic symptom dynamics during psychotherapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9237087/ https://www.ncbi.nlm.nih.gov/pubmed/35760940 http://dx.doi.org/10.1038/s41598-022-14901-8 |
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