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NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort
Schizophrenia is a widespread mental disorder that leads to significant functional impairments and premature death. The state of the art indicates gaps in the understanding and diagnosis of this disease, but also the need for personalized and precise approaches to patients through customized medical...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9416612/ https://www.ncbi.nlm.nih.gov/pubmed/36005580 http://dx.doi.org/10.3390/metabo12080707 |
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author | Simić, Katarina Todorović, Nina Trifunović, Snežana Miladinović, Zoran Gavrilović, Aleksandra Jovanović, Silvana Avramović, Nataša Gođevac, Dejan Vujisić, Ljubodrag Tešević, Vele Tasić, Ljubica Mandić, Boris |
author_facet | Simić, Katarina Todorović, Nina Trifunović, Snežana Miladinović, Zoran Gavrilović, Aleksandra Jovanović, Silvana Avramović, Nataša Gođevac, Dejan Vujisić, Ljubodrag Tešević, Vele Tasić, Ljubica Mandić, Boris |
author_sort | Simić, Katarina |
collection | PubMed |
description | Schizophrenia is a widespread mental disorder that leads to significant functional impairments and premature death. The state of the art indicates gaps in the understanding and diagnosis of this disease, but also the need for personalized and precise approaches to patients through customized medical treatment and reliable monitoring of treatment response. In order to fulfill existing gaps, the establishment of a universal set of disorder biomarkers is a necessary step. Metabolomic investigations of serum samples of Serbian patients with schizophrenia (51) and healthy controls (39), based on NMR analyses associated with chemometrics, led to the identification of 26 metabolites/biomarkers for this disorder. Principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) models with prediction accuracies of 0.9718 and higher were accomplished during chemometric analysis. The established biomarker set includes aspartate/aspartic acid, lysine, 2-hydroxybutyric acid, and acylglycerols, which are identified for the first time in schizophrenia serum samples by NMR experiments. The other 22 identified metabolites in the Serbian samples are in accordance with the previously established NMR-based serum biomarker sets of Brazilian and/or Chinese patient samples. Thirteen metabolites (lactate/lactic acid, threonine, leucine, isoleucine, valine, glutamine, asparagine, alanine, gamma-aminobutyric acid, choline, glucose, glycine and tyrosine) that are common for three different ethnic and geographic origins (Serbia, Brazil and China) could be a good start point for the setup of a universal NMR serum biomarker set for schizophrenia. |
format | Online Article Text |
id | pubmed-9416612 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94166122022-08-27 NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort Simić, Katarina Todorović, Nina Trifunović, Snežana Miladinović, Zoran Gavrilović, Aleksandra Jovanović, Silvana Avramović, Nataša Gođevac, Dejan Vujisić, Ljubodrag Tešević, Vele Tasić, Ljubica Mandić, Boris Metabolites Article Schizophrenia is a widespread mental disorder that leads to significant functional impairments and premature death. The state of the art indicates gaps in the understanding and diagnosis of this disease, but also the need for personalized and precise approaches to patients through customized medical treatment and reliable monitoring of treatment response. In order to fulfill existing gaps, the establishment of a universal set of disorder biomarkers is a necessary step. Metabolomic investigations of serum samples of Serbian patients with schizophrenia (51) and healthy controls (39), based on NMR analyses associated with chemometrics, led to the identification of 26 metabolites/biomarkers for this disorder. Principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) models with prediction accuracies of 0.9718 and higher were accomplished during chemometric analysis. The established biomarker set includes aspartate/aspartic acid, lysine, 2-hydroxybutyric acid, and acylglycerols, which are identified for the first time in schizophrenia serum samples by NMR experiments. The other 22 identified metabolites in the Serbian samples are in accordance with the previously established NMR-based serum biomarker sets of Brazilian and/or Chinese patient samples. Thirteen metabolites (lactate/lactic acid, threonine, leucine, isoleucine, valine, glutamine, asparagine, alanine, gamma-aminobutyric acid, choline, glucose, glycine and tyrosine) that are common for three different ethnic and geographic origins (Serbia, Brazil and China) could be a good start point for the setup of a universal NMR serum biomarker set for schizophrenia. MDPI 2022-07-29 /pmc/articles/PMC9416612/ /pubmed/36005580 http://dx.doi.org/10.3390/metabo12080707 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Simić, Katarina Todorović, Nina Trifunović, Snežana Miladinović, Zoran Gavrilović, Aleksandra Jovanović, Silvana Avramović, Nataša Gođevac, Dejan Vujisić, Ljubodrag Tešević, Vele Tasić, Ljubica Mandić, Boris NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort |
title | NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort |
title_full | NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort |
title_fullStr | NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort |
title_full_unstemmed | NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort |
title_short | NMR Metabolomics in Serum Fingerprinting of Schizophrenia Patients in a Serbian Cohort |
title_sort | nmr metabolomics in serum fingerprinting of schizophrenia patients in a serbian cohort |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9416612/ https://www.ncbi.nlm.nih.gov/pubmed/36005580 http://dx.doi.org/10.3390/metabo12080707 |
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