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Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia
Magnetization transfer imaging (MTI) may provide more sensitivity and mechanistic understanding of neuropathological changes associated with schizophrenia than volumetric MRI. This study aims to identify brain magnetization transfer ratio (MTR) changes in antipsychotic-naïve first-episode schizophre...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9076920/ https://www.ncbi.nlm.nih.gov/pubmed/35523792 http://dx.doi.org/10.1038/s41398-022-01939-5 |
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author | Lei, Du Suo, Xueling Qin, Kun Pinaya, Walter H. L. Ai, Yuan Li, Wenbin Kuang, Weihong Lui, Su Kemp, Graham J. Sweeney, John A. Gong, Qiyong |
author_facet | Lei, Du Suo, Xueling Qin, Kun Pinaya, Walter H. L. Ai, Yuan Li, Wenbin Kuang, Weihong Lui, Su Kemp, Graham J. Sweeney, John A. Gong, Qiyong |
author_sort | Lei, Du |
collection | PubMed |
description | Magnetization transfer imaging (MTI) may provide more sensitivity and mechanistic understanding of neuropathological changes associated with schizophrenia than volumetric MRI. This study aims to identify brain magnetization transfer ratio (MTR) changes in antipsychotic-naïve first-episode schizophrenia (FES), and to correlate MTR findings with clinical symptom severity. A total of 143 individuals with antipsychotic-naïve FES and 147 healthy controls (HCs) were included and underwent 3.0 T brain MTI between August 2005 and July 2014. Voxelwise analysis was performed to test for MTR differences with family-wise error corrections. Relationships of these differences to symptom severity were assessed using partial correlations. Exploratory analyses using a support vector machine (SVM) classifier were conducted to discriminate FES from HCs using MTR maps. Model performance was examined using a 10-fold stratified cross-validation. Compared with HCs, individuals with FES exhibited higher MTR values in left thalamus, precuneus, cuneus, and paracentral lobule, that were positively correlated with schizophrenia symptom severity [precuneus (r = 0.34, P = 0.0004), cuneus (r = 0.33, P = 0.0006) and paracentral lobule (r = 0.37, P = 0.001)]. Whole-brain MTR maps identified individuals with FES with overall accuracy 75.5% (219 of 290 individuals) based on SVM approach. In antipsychotic-naïve FES, clinically relevant biophysical abnormalities detected by MTI mainly in the left parieto-occipital regions are informative about local brain pathology, and have potential as diagnostic markers. |
format | Online Article Text |
id | pubmed-9076920 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90769202022-05-08 Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia Lei, Du Suo, Xueling Qin, Kun Pinaya, Walter H. L. Ai, Yuan Li, Wenbin Kuang, Weihong Lui, Su Kemp, Graham J. Sweeney, John A. Gong, Qiyong Transl Psychiatry Article Magnetization transfer imaging (MTI) may provide more sensitivity and mechanistic understanding of neuropathological changes associated with schizophrenia than volumetric MRI. This study aims to identify brain magnetization transfer ratio (MTR) changes in antipsychotic-naïve first-episode schizophrenia (FES), and to correlate MTR findings with clinical symptom severity. A total of 143 individuals with antipsychotic-naïve FES and 147 healthy controls (HCs) were included and underwent 3.0 T brain MTI between August 2005 and July 2014. Voxelwise analysis was performed to test for MTR differences with family-wise error corrections. Relationships of these differences to symptom severity were assessed using partial correlations. Exploratory analyses using a support vector machine (SVM) classifier were conducted to discriminate FES from HCs using MTR maps. Model performance was examined using a 10-fold stratified cross-validation. Compared with HCs, individuals with FES exhibited higher MTR values in left thalamus, precuneus, cuneus, and paracentral lobule, that were positively correlated with schizophrenia symptom severity [precuneus (r = 0.34, P = 0.0004), cuneus (r = 0.33, P = 0.0006) and paracentral lobule (r = 0.37, P = 0.001)]. Whole-brain MTR maps identified individuals with FES with overall accuracy 75.5% (219 of 290 individuals) based on SVM approach. In antipsychotic-naïve FES, clinically relevant biophysical abnormalities detected by MTI mainly in the left parieto-occipital regions are informative about local brain pathology, and have potential as diagnostic markers. Nature Publishing Group UK 2022-05-06 /pmc/articles/PMC9076920/ /pubmed/35523792 http://dx.doi.org/10.1038/s41398-022-01939-5 Text en © The Author(s) 2022 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 Lei, Du Suo, Xueling Qin, Kun Pinaya, Walter H. L. Ai, Yuan Li, Wenbin Kuang, Weihong Lui, Su Kemp, Graham J. Sweeney, John A. Gong, Qiyong Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
title | Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
title_full | Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
title_fullStr | Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
title_full_unstemmed | Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
title_short | Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
title_sort | magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9076920/ https://www.ncbi.nlm.nih.gov/pubmed/35523792 http://dx.doi.org/10.1038/s41398-022-01939-5 |
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