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Diffusion tensor imaging metrics associated with future disability in multiple sclerosis
The relationship between brain diffusion microstructural changes and disability in multiple sclerosis (MS) remains poorly understood. We aimed to explore the predictive value of microstructural properties in white (WM) and grey matter (GM), and identify areas associated with mid-term disability in M...
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/PMC9981711/ https://www.ncbi.nlm.nih.gov/pubmed/36864113 http://dx.doi.org/10.1038/s41598-023-30502-5 |
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author | Lopez-Soley, E. Martinez-Heras, E. Solana, E. Solanes, A. Radua, J. Vivo, F. Prados, F. Sepulveda, M. Cabrera-Maqueda, J. M. Fonseca, E. Blanco, Y. Alba-Arbalat, S. Martinez-Lapiscina, E. H. Villoslada, P. Saiz, A. Llufriu, S. |
author_facet | Lopez-Soley, E. Martinez-Heras, E. Solana, E. Solanes, A. Radua, J. Vivo, F. Prados, F. Sepulveda, M. Cabrera-Maqueda, J. M. Fonseca, E. Blanco, Y. Alba-Arbalat, S. Martinez-Lapiscina, E. H. Villoslada, P. Saiz, A. Llufriu, S. |
author_sort | Lopez-Soley, E. |
collection | PubMed |
description | The relationship between brain diffusion microstructural changes and disability in multiple sclerosis (MS) remains poorly understood. We aimed to explore the predictive value of microstructural properties in white (WM) and grey matter (GM), and identify areas associated with mid-term disability in MS patients. We studied 185 patients (71% female; 86% RRMS) with the Expanded Disability Status Scale (EDSS), timed 25-foot walk (T25FW), nine-hole peg test (9HPT), and Symbol Digit Modalities Test (SDMT) at two time-points. We used Lasso regression to analyse the predictive value of baseline WM fractional anisotropy and GM mean diffusivity, and to identify areas related to each outcome at 4.1 years follow-up. Motor performance was associated with WM (T25FW: RMSE = 0.524, R(2) = 0.304; 9HPT dominant hand: RMSE = 0.662, R(2) = 0.062; 9HPT non-dominant hand: RMSE = 0.649, R(2) = 0.139), and SDMT with GM diffusion metrics (RMSE = 0.772, R(2) = 0.186). Cingulum, longitudinal fasciculus, optic radiation, forceps minor and frontal aslant were the WM tracts most closely linked to motor dysfunction, and temporal and frontal cortex were relevant for cognition. Regional specificity related to clinical outcomes provide valuable information that can be used to develop more accurate predictive models that could improve therapeutic strategies. |
format | Online Article Text |
id | pubmed-9981711 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99817112023-03-04 Diffusion tensor imaging metrics associated with future disability in multiple sclerosis Lopez-Soley, E. Martinez-Heras, E. Solana, E. Solanes, A. Radua, J. Vivo, F. Prados, F. Sepulveda, M. Cabrera-Maqueda, J. M. Fonseca, E. Blanco, Y. Alba-Arbalat, S. Martinez-Lapiscina, E. H. Villoslada, P. Saiz, A. Llufriu, S. Sci Rep Article The relationship between brain diffusion microstructural changes and disability in multiple sclerosis (MS) remains poorly understood. We aimed to explore the predictive value of microstructural properties in white (WM) and grey matter (GM), and identify areas associated with mid-term disability in MS patients. We studied 185 patients (71% female; 86% RRMS) with the Expanded Disability Status Scale (EDSS), timed 25-foot walk (T25FW), nine-hole peg test (9HPT), and Symbol Digit Modalities Test (SDMT) at two time-points. We used Lasso regression to analyse the predictive value of baseline WM fractional anisotropy and GM mean diffusivity, and to identify areas related to each outcome at 4.1 years follow-up. Motor performance was associated with WM (T25FW: RMSE = 0.524, R(2) = 0.304; 9HPT dominant hand: RMSE = 0.662, R(2) = 0.062; 9HPT non-dominant hand: RMSE = 0.649, R(2) = 0.139), and SDMT with GM diffusion metrics (RMSE = 0.772, R(2) = 0.186). Cingulum, longitudinal fasciculus, optic radiation, forceps minor and frontal aslant were the WM tracts most closely linked to motor dysfunction, and temporal and frontal cortex were relevant for cognition. Regional specificity related to clinical outcomes provide valuable information that can be used to develop more accurate predictive models that could improve therapeutic strategies. Nature Publishing Group UK 2023-03-02 /pmc/articles/PMC9981711/ /pubmed/36864113 http://dx.doi.org/10.1038/s41598-023-30502-5 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lopez-Soley, E. Martinez-Heras, E. Solana, E. Solanes, A. Radua, J. Vivo, F. Prados, F. Sepulveda, M. Cabrera-Maqueda, J. M. Fonseca, E. Blanco, Y. Alba-Arbalat, S. Martinez-Lapiscina, E. H. Villoslada, P. Saiz, A. Llufriu, S. Diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
title | Diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
title_full | Diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
title_fullStr | Diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
title_full_unstemmed | Diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
title_short | Diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
title_sort | diffusion tensor imaging metrics associated with future disability in multiple sclerosis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981711/ https://www.ncbi.nlm.nih.gov/pubmed/36864113 http://dx.doi.org/10.1038/s41598-023-30502-5 |
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