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Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls
Electroencephalography in patients with a first episode of psychosis (FEP) may contribute to the diagnosis and treatment response prediction. Findings in the literature vary due to small sample sizes, medication effects, and variable illness duration. We studied macroscale resting-state EEG characte...
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/PMC9870995/ https://www.ncbi.nlm.nih.gov/pubmed/36690632 http://dx.doi.org/10.1038/s41537-022-00329-6 |
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author | Dominicus, L. S. Oranje, B. Otte, W. M. Ambrosen, K. S. Düring, S. Scheepers, F. E. Stam, C. J. Glenthøj, B. Y. Ebdrup, B. H. van Dellen, E. |
author_facet | Dominicus, L. S. Oranje, B. Otte, W. M. Ambrosen, K. S. Düring, S. Scheepers, F. E. Stam, C. J. Glenthøj, B. Y. Ebdrup, B. H. van Dellen, E. |
author_sort | Dominicus, L. S. |
collection | PubMed |
description | Electroencephalography in patients with a first episode of psychosis (FEP) may contribute to the diagnosis and treatment response prediction. Findings in the literature vary due to small sample sizes, medication effects, and variable illness duration. We studied macroscale resting-state EEG characteristics of antipsychotic naïve patients with FEP. We tested (1) for differences between FEP patients and controls, (2) if EEG could be used to classify patients as FEP, and (3) if EEG could be used to predict treatment response to antipsychotic medication. In total, we studied EEG recordings of 62 antipsychotic-naïve patients with FEP and 106 healthy controls. Spectral power, phase-based and amplitude-based functional connectivity, and macroscale network characteristics were analyzed, resulting in 60 EEG variables across four frequency bands. Positive and Negative Symptom Scale (PANSS) were assessed at baseline and 4–6 weeks follow-up after treatment with amisulpride or aripiprazole. Mann-Whitney U tests, a random forest (RF) classifier and RF regression were used for statistical analysis. Our study found that at baseline, FEP patients did not differ from controls in any of the EEG characteristics. A random forest classifier showed chance-level discrimination between patients and controls. The random forest regression explained 23% variance in positive symptom reduction after treatment in the patient group. In conclusion, in this largest antipsychotic- naïve EEG sample to date in FEP patients, we found no differences in macroscale EEG characteristics between patients with FEP and healthy controls. However, these EEG characteristics did show predictive value for positive symptom reduction following treatment with antipsychotic medication. |
format | Online Article Text |
id | pubmed-9870995 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98709952023-01-25 Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls Dominicus, L. S. Oranje, B. Otte, W. M. Ambrosen, K. S. Düring, S. Scheepers, F. E. Stam, C. J. Glenthøj, B. Y. Ebdrup, B. H. van Dellen, E. Schizophrenia (Heidelb) Article Electroencephalography in patients with a first episode of psychosis (FEP) may contribute to the diagnosis and treatment response prediction. Findings in the literature vary due to small sample sizes, medication effects, and variable illness duration. We studied macroscale resting-state EEG characteristics of antipsychotic naïve patients with FEP. We tested (1) for differences between FEP patients and controls, (2) if EEG could be used to classify patients as FEP, and (3) if EEG could be used to predict treatment response to antipsychotic medication. In total, we studied EEG recordings of 62 antipsychotic-naïve patients with FEP and 106 healthy controls. Spectral power, phase-based and amplitude-based functional connectivity, and macroscale network characteristics were analyzed, resulting in 60 EEG variables across four frequency bands. Positive and Negative Symptom Scale (PANSS) were assessed at baseline and 4–6 weeks follow-up after treatment with amisulpride or aripiprazole. Mann-Whitney U tests, a random forest (RF) classifier and RF regression were used for statistical analysis. Our study found that at baseline, FEP patients did not differ from controls in any of the EEG characteristics. A random forest classifier showed chance-level discrimination between patients and controls. The random forest regression explained 23% variance in positive symptom reduction after treatment in the patient group. In conclusion, in this largest antipsychotic- naïve EEG sample to date in FEP patients, we found no differences in macroscale EEG characteristics between patients with FEP and healthy controls. However, these EEG characteristics did show predictive value for positive symptom reduction following treatment with antipsychotic medication. Nature Publishing Group UK 2023-01-23 /pmc/articles/PMC9870995/ /pubmed/36690632 http://dx.doi.org/10.1038/s41537-022-00329-6 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 Dominicus, L. S. Oranje, B. Otte, W. M. Ambrosen, K. S. Düring, S. Scheepers, F. E. Stam, C. J. Glenthøj, B. Y. Ebdrup, B. H. van Dellen, E. Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
title | Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
title_full | Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
title_fullStr | Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
title_full_unstemmed | Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
title_short | Macroscale EEG characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
title_sort | macroscale eeg characteristics in antipsychotic-naïve patients with first-episode psychosis and healthy controls |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9870995/ https://www.ncbi.nlm.nih.gov/pubmed/36690632 http://dx.doi.org/10.1038/s41537-022-00329-6 |
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