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Cluster-based psychological phenotyping and differences in anxiety treatment outcomes
The identification of markers of mental health illness treatment response and susceptibility using personalized medicine has been elusive. In the context of psychological treatment for anxiety, we conducted two studies to identify psychological phenotypes with distinct characteristics related to: ps...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9944281/ https://www.ncbi.nlm.nih.gov/pubmed/36810609 http://dx.doi.org/10.1038/s41598-023-28660-7 |
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author | Taylor, Veronique A. Roy, Alexandra Brewer, Judson A. |
author_facet | Taylor, Veronique A. Roy, Alexandra Brewer, Judson A. |
author_sort | Taylor, Veronique A. |
collection | PubMed |
description | The identification of markers of mental health illness treatment response and susceptibility using personalized medicine has been elusive. In the context of psychological treatment for anxiety, we conducted two studies to identify psychological phenotypes with distinct characteristics related to: psychological intervention modalities (mindfulness training/awareness), mechanism of action (worry), and clinical outcome (generalized anxiety disorder scale scores). We also examined whether phenotype membership interacted with treatment response (Study 1) and mental health illness diagnosis (Studies 1–2). Interoceptive awareness, emotional reactivity, worry, and anxiety were assessed at baseline in treatment-seeking individuals (Study 1, n = 63) and from the general population (Study 2, n = 14,010). In Study 1, participants were randomly assigned to an app-delivered mindfulness program for anxiety for two months or treatment as usual. Changes in anxiety were assessed 1 and 2 months post-treatment initiation. In studies 1–2, three phenotypes were identified: ‘severely anxious with body/emotional awareness’ (cluster 1), ‘body/emotionally unaware’ (cluster 2), and ‘non-reactive and aware’ (cluster 3). Study 1’s results revealed a significant treatment response relative to controls (ps < 0.001) for clusters 1 and 3, but not for cluster 2. Chi-square analyses revealed that phenotypes exhibited significantly different proportions of participants with mental health diagnoses (studies 1–2). These results suggest that psychological phenotyping can bring the application of personalized medicine into clinical settings. Registry name and URL: Developing a novel digital therapeutic for the treatment of generalized anxiety disorder https://clinicaltrials.gov/ct2/show/NCT03683472?term=judson+brewer&draw=1&rank=1. Trial registration: Registered at clinicaltrials.gov (NCT03683472) on 25/09/2018. |
format | Online Article Text |
id | pubmed-9944281 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99442812023-02-23 Cluster-based psychological phenotyping and differences in anxiety treatment outcomes Taylor, Veronique A. Roy, Alexandra Brewer, Judson A. Sci Rep Article The identification of markers of mental health illness treatment response and susceptibility using personalized medicine has been elusive. In the context of psychological treatment for anxiety, we conducted two studies to identify psychological phenotypes with distinct characteristics related to: psychological intervention modalities (mindfulness training/awareness), mechanism of action (worry), and clinical outcome (generalized anxiety disorder scale scores). We also examined whether phenotype membership interacted with treatment response (Study 1) and mental health illness diagnosis (Studies 1–2). Interoceptive awareness, emotional reactivity, worry, and anxiety were assessed at baseline in treatment-seeking individuals (Study 1, n = 63) and from the general population (Study 2, n = 14,010). In Study 1, participants were randomly assigned to an app-delivered mindfulness program for anxiety for two months or treatment as usual. Changes in anxiety were assessed 1 and 2 months post-treatment initiation. In studies 1–2, three phenotypes were identified: ‘severely anxious with body/emotional awareness’ (cluster 1), ‘body/emotionally unaware’ (cluster 2), and ‘non-reactive and aware’ (cluster 3). Study 1’s results revealed a significant treatment response relative to controls (ps < 0.001) for clusters 1 and 3, but not for cluster 2. Chi-square analyses revealed that phenotypes exhibited significantly different proportions of participants with mental health diagnoses (studies 1–2). These results suggest that psychological phenotyping can bring the application of personalized medicine into clinical settings. Registry name and URL: Developing a novel digital therapeutic for the treatment of generalized anxiety disorder https://clinicaltrials.gov/ct2/show/NCT03683472?term=judson+brewer&draw=1&rank=1. Trial registration: Registered at clinicaltrials.gov (NCT03683472) on 25/09/2018. Nature Publishing Group UK 2023-02-21 /pmc/articles/PMC9944281/ /pubmed/36810609 http://dx.doi.org/10.1038/s41598-023-28660-7 Text en © The Author(s) 2023 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 Taylor, Veronique A. Roy, Alexandra Brewer, Judson A. Cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
title | Cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
title_full | Cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
title_fullStr | Cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
title_full_unstemmed | Cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
title_short | Cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
title_sort | cluster-based psychological phenotyping and differences in anxiety treatment outcomes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9944281/ https://www.ncbi.nlm.nih.gov/pubmed/36810609 http://dx.doi.org/10.1038/s41598-023-28660-7 |
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