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Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium
Using machine learning, we recently decomposed the neuroanatomical heterogeneity of established schizophrenia to discover two volumetric subgroups—a ‘lower brain volume’ subgroup (SG1) and an ‘higher striatal volume’ subgroup (SG2) with otherwise normal brain structure. In this study, we investigate...
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/PMC10575777/ https://www.ncbi.nlm.nih.gov/pubmed/37147389 http://dx.doi.org/10.1038/s41380-023-02069-0 |
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author | Dwyer, Dominic B. Chand, Ganesh B. Pigoni, Alessandro Khuntia, Adyasha Wen, Junhao Antoniades, Mathilde Hwang, Gyujoon Erus, Guray Doshi, Jimit Srinivasan, Dhivya Varol, Erdem Kahn, Rene S. Schnack, Hugo G. Meisenzahl, Eva Wood, Stephen J. Zhuo, Chuanjun Sotiras, Aristeidis Shinohara, Russell T. Shou, Haochang Fan, Yong Schaulfelberger, Maristela Rosa, Pedro Lalousis, Paris A. Upthegrove, Rachel Kaczkurkin, Antonia N. Moore, Tyler M. Nelson, Barnaby Gur, Raquel E. Gur, Ruben C. Ritchie, Marylyn D. Satterthwaite, Theodore D. Murray, Robin M. Di Forti, Marta Ciufolini, Simone Zanetti, Marcus V. Wolf, Daniel H. Pantelis, Christos Crespo-Facorro, Benedicto Busatto, Geraldo F. Davatzikos, Christos Koutsouleris, Nikolaos Dazzan, Paola |
author_facet | Dwyer, Dominic B. Chand, Ganesh B. Pigoni, Alessandro Khuntia, Adyasha Wen, Junhao Antoniades, Mathilde Hwang, Gyujoon Erus, Guray Doshi, Jimit Srinivasan, Dhivya Varol, Erdem Kahn, Rene S. Schnack, Hugo G. Meisenzahl, Eva Wood, Stephen J. Zhuo, Chuanjun Sotiras, Aristeidis Shinohara, Russell T. Shou, Haochang Fan, Yong Schaulfelberger, Maristela Rosa, Pedro Lalousis, Paris A. Upthegrove, Rachel Kaczkurkin, Antonia N. Moore, Tyler M. Nelson, Barnaby Gur, Raquel E. Gur, Ruben C. Ritchie, Marylyn D. Satterthwaite, Theodore D. Murray, Robin M. Di Forti, Marta Ciufolini, Simone Zanetti, Marcus V. Wolf, Daniel H. Pantelis, Christos Crespo-Facorro, Benedicto Busatto, Geraldo F. Davatzikos, Christos Koutsouleris, Nikolaos Dazzan, Paola |
author_sort | Dwyer, Dominic B. |
collection | PubMed |
description | Using machine learning, we recently decomposed the neuroanatomical heterogeneity of established schizophrenia to discover two volumetric subgroups—a ‘lower brain volume’ subgroup (SG1) and an ‘higher striatal volume’ subgroup (SG2) with otherwise normal brain structure. In this study, we investigated whether the MRI signatures of these subgroups were also already present at the time of the first-episode of psychosis (FEP) and whether they were related to clinical presentation and clinical remission over 1-, 3-, and 5-years. We included 572 FEP and 424 healthy controls (HC) from 4 sites (Sao Paulo, Santander, London, Melbourne) of the PHENOM consortium. Our prior MRI subgrouping models (671 participants; USA, Germany, and China) were applied to both FEP and HC. Participants were assigned into 1 of 4 categories: subgroup 1 (SG1), subgroup 2 (SG2), no subgroup membership (‘None’), and mixed SG1 + SG2 subgroups (‘Mixed’). Voxel-wise analyses characterized SG1 and SG2 subgroups. Supervised machine learning analyses characterized baseline and remission signatures related to SG1 and SG2 membership. The two dominant patterns of ‘lower brain volume’ in SG1 and ‘higher striatal volume’ (with otherwise normal neuromorphology) in SG2 were identified already at the first episode of psychosis. SG1 had a significantly higher proportion of FEP (32%) vs. HC (19%) than SG2 (FEP, 21%; HC, 23%). Clinical multivariate signatures separated the SG1 and SG2 subgroups (balanced accuracy = 64%; p < 0.0001), with SG2 showing higher education but also greater positive psychosis symptoms at first presentation, and an association with symptom remission at 1-year, 5-year, and when timepoints were combined. Neuromorphological subtypes of schizophrenia are already evident at illness onset, separated by distinct clinical presentations, and differentially associated with subsequent remission. These results suggest that the subgroups may be underlying risk phenotypes that could be targeted in future treatment trials and are critical to consider when interpreting neuroimaging literature. |
format | Online Article Text |
id | pubmed-10575777 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105757772023-10-15 Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium Dwyer, Dominic B. Chand, Ganesh B. Pigoni, Alessandro Khuntia, Adyasha Wen, Junhao Antoniades, Mathilde Hwang, Gyujoon Erus, Guray Doshi, Jimit Srinivasan, Dhivya Varol, Erdem Kahn, Rene S. Schnack, Hugo G. Meisenzahl, Eva Wood, Stephen J. Zhuo, Chuanjun Sotiras, Aristeidis Shinohara, Russell T. Shou, Haochang Fan, Yong Schaulfelberger, Maristela Rosa, Pedro Lalousis, Paris A. Upthegrove, Rachel Kaczkurkin, Antonia N. Moore, Tyler M. Nelson, Barnaby Gur, Raquel E. Gur, Ruben C. Ritchie, Marylyn D. Satterthwaite, Theodore D. Murray, Robin M. Di Forti, Marta Ciufolini, Simone Zanetti, Marcus V. Wolf, Daniel H. Pantelis, Christos Crespo-Facorro, Benedicto Busatto, Geraldo F. Davatzikos, Christos Koutsouleris, Nikolaos Dazzan, Paola Mol Psychiatry Article Using machine learning, we recently decomposed the neuroanatomical heterogeneity of established schizophrenia to discover two volumetric subgroups—a ‘lower brain volume’ subgroup (SG1) and an ‘higher striatal volume’ subgroup (SG2) with otherwise normal brain structure. In this study, we investigated whether the MRI signatures of these subgroups were also already present at the time of the first-episode of psychosis (FEP) and whether they were related to clinical presentation and clinical remission over 1-, 3-, and 5-years. We included 572 FEP and 424 healthy controls (HC) from 4 sites (Sao Paulo, Santander, London, Melbourne) of the PHENOM consortium. Our prior MRI subgrouping models (671 participants; USA, Germany, and China) were applied to both FEP and HC. Participants were assigned into 1 of 4 categories: subgroup 1 (SG1), subgroup 2 (SG2), no subgroup membership (‘None’), and mixed SG1 + SG2 subgroups (‘Mixed’). Voxel-wise analyses characterized SG1 and SG2 subgroups. Supervised machine learning analyses characterized baseline and remission signatures related to SG1 and SG2 membership. The two dominant patterns of ‘lower brain volume’ in SG1 and ‘higher striatal volume’ (with otherwise normal neuromorphology) in SG2 were identified already at the first episode of psychosis. SG1 had a significantly higher proportion of FEP (32%) vs. HC (19%) than SG2 (FEP, 21%; HC, 23%). Clinical multivariate signatures separated the SG1 and SG2 subgroups (balanced accuracy = 64%; p < 0.0001), with SG2 showing higher education but also greater positive psychosis symptoms at first presentation, and an association with symptom remission at 1-year, 5-year, and when timepoints were combined. Neuromorphological subtypes of schizophrenia are already evident at illness onset, separated by distinct clinical presentations, and differentially associated with subsequent remission. These results suggest that the subgroups may be underlying risk phenotypes that could be targeted in future treatment trials and are critical to consider when interpreting neuroimaging literature. Nature Publishing Group UK 2023-05-05 2023 /pmc/articles/PMC10575777/ /pubmed/37147389 http://dx.doi.org/10.1038/s41380-023-02069-0 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Dwyer, Dominic B. Chand, Ganesh B. Pigoni, Alessandro Khuntia, Adyasha Wen, Junhao Antoniades, Mathilde Hwang, Gyujoon Erus, Guray Doshi, Jimit Srinivasan, Dhivya Varol, Erdem Kahn, Rene S. Schnack, Hugo G. Meisenzahl, Eva Wood, Stephen J. Zhuo, Chuanjun Sotiras, Aristeidis Shinohara, Russell T. Shou, Haochang Fan, Yong Schaulfelberger, Maristela Rosa, Pedro Lalousis, Paris A. Upthegrove, Rachel Kaczkurkin, Antonia N. Moore, Tyler M. Nelson, Barnaby Gur, Raquel E. Gur, Ruben C. Ritchie, Marylyn D. Satterthwaite, Theodore D. Murray, Robin M. Di Forti, Marta Ciufolini, Simone Zanetti, Marcus V. Wolf, Daniel H. Pantelis, Christos Crespo-Facorro, Benedicto Busatto, Geraldo F. Davatzikos, Christos Koutsouleris, Nikolaos Dazzan, Paola Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium |
title | Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium |
title_full | Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium |
title_fullStr | Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium |
title_full_unstemmed | Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium |
title_short | Psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the PHENOM consortium |
title_sort | psychosis brain subtypes validated in first-episode cohorts and related to illness remission: results from the phenom consortium |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10575777/ https://www.ncbi.nlm.nih.gov/pubmed/37147389 http://dx.doi.org/10.1038/s41380-023-02069-0 |
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