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Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis
INTRODUCTION: Alterations in a variety of immune parameters, including abnormal cytokine levels, are known to be found in schizophrenia. These changes can be useful in identifying patients with the most severe immune abnormalities. OBJECTIVES: To develop approaches to stratification of schizophrenia...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cambridge University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568057/ http://dx.doi.org/10.1192/j.eurpsy.2022.2007 |
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author | Ermakov, E. Boiko, A. Parshukova, D. Dmitrieva, E. Ivanova, S. Buneva, V. |
author_facet | Ermakov, E. Boiko, A. Parshukova, D. Dmitrieva, E. Ivanova, S. Buneva, V. |
author_sort | Ermakov, E. |
collection | PubMed |
description | INTRODUCTION: Alterations in a variety of immune parameters, including abnormal cytokine levels, are known to be found in schizophrenia. These changes can be useful in identifying patients with the most severe immune abnormalities. OBJECTIVES: To develop approaches to stratification of schizophrenia patients based on cytokine levels using cluster analysis. METHODS: We recruited 53 patients (25 women/28 men) with a verified diagnosis of simple or paranoid schizophrenia and 37 healthy individuals (19 women/18 men) in our study. Serum levels of IL-1β, IL-2, IL-4, IL-6, TNFα, INFα, BAFF, GM-CSF, NGFβ, NRG1, and GDNF were determined using a MAGPIX multiplex analyzer (Luminex, USA). Statistical analysis was performed in Statistica 10. RESULTS: Principal component analysis and partial least-squares discriminant analysis showed that the combined multi-cytokine profiles of the studied groups differ. The results of the k-means cluster analysis are presented in Table 1 The most reliable results are obtained by a combination of 4 variable: IL-1β, IL- 4, BAFF and GDNF. Table 1 Percent of individuals classified in different clusters depending of number of parameters using for classification. CONCLUSIONS: A subgroup (сluster 1) of schizophrenic patients with severe immune abnormalities was identified using data on the levels of IL-1β, IL-4, BAFF and GDNF. Anti-inflammatory therapy is recommended for this subgroup of patients. Support by Grant of RSF № 21-75-00102. DISCLOSURE: No significant relationships. |
format | Online Article Text |
id | pubmed-9568057 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Cambridge University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-95680572022-10-17 Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis Ermakov, E. Boiko, A. Parshukova, D. Dmitrieva, E. Ivanova, S. Buneva, V. Eur Psychiatry Abstract INTRODUCTION: Alterations in a variety of immune parameters, including abnormal cytokine levels, are known to be found in schizophrenia. These changes can be useful in identifying patients with the most severe immune abnormalities. OBJECTIVES: To develop approaches to stratification of schizophrenia patients based on cytokine levels using cluster analysis. METHODS: We recruited 53 patients (25 women/28 men) with a verified diagnosis of simple or paranoid schizophrenia and 37 healthy individuals (19 women/18 men) in our study. Serum levels of IL-1β, IL-2, IL-4, IL-6, TNFα, INFα, BAFF, GM-CSF, NGFβ, NRG1, and GDNF were determined using a MAGPIX multiplex analyzer (Luminex, USA). Statistical analysis was performed in Statistica 10. RESULTS: Principal component analysis and partial least-squares discriminant analysis showed that the combined multi-cytokine profiles of the studied groups differ. The results of the k-means cluster analysis are presented in Table 1 The most reliable results are obtained by a combination of 4 variable: IL-1β, IL- 4, BAFF and GDNF. Table 1 Percent of individuals classified in different clusters depending of number of parameters using for classification. CONCLUSIONS: A subgroup (сluster 1) of schizophrenic patients with severe immune abnormalities was identified using data on the levels of IL-1β, IL-4, BAFF and GDNF. Anti-inflammatory therapy is recommended for this subgroup of patients. Support by Grant of RSF № 21-75-00102. DISCLOSURE: No significant relationships. Cambridge University Press 2022-09-01 /pmc/articles/PMC9568057/ http://dx.doi.org/10.1192/j.eurpsy.2022.2007 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Abstract Ermakov, E. Boiko, A. Parshukova, D. Dmitrieva, E. Ivanova, S. Buneva, V. Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
title | Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
title_full | Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
title_fullStr | Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
title_full_unstemmed | Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
title_short | Development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
title_sort | development of approaches to stratification of patients with schizophrenia based on cytokine levels using cluster analysis |
topic | Abstract |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568057/ http://dx.doi.org/10.1192/j.eurpsy.2022.2007 |
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