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White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach
ECT is proposed to exert a therapeutic effect on WM microstructure, but the limited power of previous studies made it difficult to highlight consistent patterns of change in diffusion metrics. We initiated a multicenter analysis and sought to address whether changes in WM microstructure occur follow...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9758171/ https://www.ncbi.nlm.nih.gov/pubmed/36526624 http://dx.doi.org/10.1038/s41398-022-02284-3 |
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author | Belge, Jean-Baptiste Mulders, Peter C. R. Van Diermen, Linda Schrijvers, Didier Sabbe, Bernard Sienaert, Pascal Oudega, Mardien L. Tendolkar, Indira Dols, Annemieke van Eijndhoven, Philip |
author_facet | Belge, Jean-Baptiste Mulders, Peter C. R. Van Diermen, Linda Schrijvers, Didier Sabbe, Bernard Sienaert, Pascal Oudega, Mardien L. Tendolkar, Indira Dols, Annemieke van Eijndhoven, Philip |
author_sort | Belge, Jean-Baptiste |
collection | PubMed |
description | ECT is proposed to exert a therapeutic effect on WM microstructure, but the limited power of previous studies made it difficult to highlight consistent patterns of change in diffusion metrics. We initiated a multicenter analysis and sought to address whether changes in WM microstructure occur following ECT. Diffusion tensor imaging (DTI) data (n = 58) from 4 different sites were harmonized before pooling them by using ComBat, a batch-effect correction tool that removes inter-site technical variability, preserves inter-site biological variability, and maximizes statistical power. Downstream statistical analyses aimed to quantify changes in Fractional Anisotropy (FA), Mean Diffusivity (MD), Radial Diffusivity (RD) and Axial Diffusivity (AD), by employing whole-brain, tract-based spatial statistics (TBSS). ECT increased FA in the right splenium of the corpus callosum and the left cortico-spinal tract. AD in the left superior longitudinal fasciculus and the right inferior fronto-occipital fasciculus was raised. Increases in MD and RD could be observed in overlapping white matter structures of both hemispheres. At baseline, responders showed significantly smaller FA values in the left forceps major and smaller AD values in the right uncinate fasciculus compared with non-responders. By harmonizing multicenter data, we demonstrate that ECT modulates altered WM microstructure in important brain circuits that are implicated in the pathophysiology of depression. Furthermore, responders appear to present a more decreased WM integrity at baseline which could point toward a specific subtype of patients, characterized by a more altered neuroplasticity, who are especially sensitive to the potent neuroplastic effects of ECT. |
format | Online Article Text |
id | pubmed-9758171 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97581712022-12-18 White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach Belge, Jean-Baptiste Mulders, Peter C. R. Van Diermen, Linda Schrijvers, Didier Sabbe, Bernard Sienaert, Pascal Oudega, Mardien L. Tendolkar, Indira Dols, Annemieke van Eijndhoven, Philip Transl Psychiatry Article ECT is proposed to exert a therapeutic effect on WM microstructure, but the limited power of previous studies made it difficult to highlight consistent patterns of change in diffusion metrics. We initiated a multicenter analysis and sought to address whether changes in WM microstructure occur following ECT. Diffusion tensor imaging (DTI) data (n = 58) from 4 different sites were harmonized before pooling them by using ComBat, a batch-effect correction tool that removes inter-site technical variability, preserves inter-site biological variability, and maximizes statistical power. Downstream statistical analyses aimed to quantify changes in Fractional Anisotropy (FA), Mean Diffusivity (MD), Radial Diffusivity (RD) and Axial Diffusivity (AD), by employing whole-brain, tract-based spatial statistics (TBSS). ECT increased FA in the right splenium of the corpus callosum and the left cortico-spinal tract. AD in the left superior longitudinal fasciculus and the right inferior fronto-occipital fasciculus was raised. Increases in MD and RD could be observed in overlapping white matter structures of both hemispheres. At baseline, responders showed significantly smaller FA values in the left forceps major and smaller AD values in the right uncinate fasciculus compared with non-responders. By harmonizing multicenter data, we demonstrate that ECT modulates altered WM microstructure in important brain circuits that are implicated in the pathophysiology of depression. Furthermore, responders appear to present a more decreased WM integrity at baseline which could point toward a specific subtype of patients, characterized by a more altered neuroplasticity, who are especially sensitive to the potent neuroplastic effects of ECT. Nature Publishing Group UK 2022-12-16 /pmc/articles/PMC9758171/ /pubmed/36526624 http://dx.doi.org/10.1038/s41398-022-02284-3 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 Belge, Jean-Baptiste Mulders, Peter C. R. Van Diermen, Linda Schrijvers, Didier Sabbe, Bernard Sienaert, Pascal Oudega, Mardien L. Tendolkar, Indira Dols, Annemieke van Eijndhoven, Philip White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach |
title | White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach |
title_full | White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach |
title_fullStr | White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach |
title_full_unstemmed | White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach |
title_short | White matter changes following electroconvulsive therapy for depression: a multicenter ComBat harmonization approach |
title_sort | white matter changes following electroconvulsive therapy for depression: a multicenter combat harmonization approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9758171/ https://www.ncbi.nlm.nih.gov/pubmed/36526624 http://dx.doi.org/10.1038/s41398-022-02284-3 |
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