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Multivariate white matter alterations are associated with epilepsy duration
Previous studies investigating associations between white matter alterations and duration of temporal lobe epilepsy (TLE) have shown differing results, and were typically limited to univariate analyses of tracts in isolation. In this study, we apply a multivariate measure (the Mahalanobis distance),...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8246988/ https://www.ncbi.nlm.nih.gov/pubmed/33222308 http://dx.doi.org/10.1111/ejn.15055 |
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author | Owen, Thomas W. de Tisi, Jane Vos, Sjoerd B. Winston, Gavin P. Duncan, John S Wang, Yujiang Taylor, Peter N. |
author_facet | Owen, Thomas W. de Tisi, Jane Vos, Sjoerd B. Winston, Gavin P. Duncan, John S Wang, Yujiang Taylor, Peter N. |
author_sort | Owen, Thomas W. |
collection | PubMed |
description | Previous studies investigating associations between white matter alterations and duration of temporal lobe epilepsy (TLE) have shown differing results, and were typically limited to univariate analyses of tracts in isolation. In this study, we apply a multivariate measure (the Mahalanobis distance), which captures the distinct ways white matter may differ in individual patients, and relate this to epilepsy duration. Diffusion MRI, from a cohort of 94 subjects (28 healthy controls, 33 left‐TLE and 33 right‐TLE), was used to assess the association between tract fractional anisotropy (FA) and epilepsy duration. Using ten white matter tracts, we analysed associations using the traditional univariate analysis (z‐scores) and a complementary multivariate approach (Mahalanobis distance), incorporating multiple white matter tracts into a single unified analysis. For patients with right‐TLE, FA was not significantly associated with epilepsy duration for any tract studied in isolation. For patients with left‐TLE, the FA of two limbic tracts (ipsilateral fornix, contralateral cingulum gyrus) were significantly negatively associated with epilepsy duration (Bonferonni corrected p < .05). Using a multivariate approach we found significant ipsilateral positive associations with duration in both left, and right‐TLE cohorts (left‐TLE: Spearman's ρ = 0.487, right‐TLE: Spearman's ρ = 0.422). Extrapolating our multivariate results to duration equals zero (i.e., at onset) we found no significant difference between patients and controls. Associations using the multivariate approach were more robust than univariate methods. The multivariate Mahalanobis distance measure provides non‐overlapping and more robust results than traditional univariate analyses. Future studies should consider adopting both frameworks into their analysis in order to ascertain a more complete understanding of epilepsy progression, regardless of laterality. |
format | Online Article Text |
id | pubmed-8246988 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82469882021-07-02 Multivariate white matter alterations are associated with epilepsy duration Owen, Thomas W. de Tisi, Jane Vos, Sjoerd B. Winston, Gavin P. Duncan, John S Wang, Yujiang Taylor, Peter N. Eur J Neurosci Clinical and Translational Neuroscience Previous studies investigating associations between white matter alterations and duration of temporal lobe epilepsy (TLE) have shown differing results, and were typically limited to univariate analyses of tracts in isolation. In this study, we apply a multivariate measure (the Mahalanobis distance), which captures the distinct ways white matter may differ in individual patients, and relate this to epilepsy duration. Diffusion MRI, from a cohort of 94 subjects (28 healthy controls, 33 left‐TLE and 33 right‐TLE), was used to assess the association between tract fractional anisotropy (FA) and epilepsy duration. Using ten white matter tracts, we analysed associations using the traditional univariate analysis (z‐scores) and a complementary multivariate approach (Mahalanobis distance), incorporating multiple white matter tracts into a single unified analysis. For patients with right‐TLE, FA was not significantly associated with epilepsy duration for any tract studied in isolation. For patients with left‐TLE, the FA of two limbic tracts (ipsilateral fornix, contralateral cingulum gyrus) were significantly negatively associated with epilepsy duration (Bonferonni corrected p < .05). Using a multivariate approach we found significant ipsilateral positive associations with duration in both left, and right‐TLE cohorts (left‐TLE: Spearman's ρ = 0.487, right‐TLE: Spearman's ρ = 0.422). Extrapolating our multivariate results to duration equals zero (i.e., at onset) we found no significant difference between patients and controls. Associations using the multivariate approach were more robust than univariate methods. The multivariate Mahalanobis distance measure provides non‐overlapping and more robust results than traditional univariate analyses. Future studies should consider adopting both frameworks into their analysis in order to ascertain a more complete understanding of epilepsy progression, regardless of laterality. John Wiley and Sons Inc. 2020-12-11 2021-04 /pmc/articles/PMC8246988/ /pubmed/33222308 http://dx.doi.org/10.1111/ejn.15055 Text en © 2020 The Authors. European Journal of Neuroscience published by Federation of European Neuroscience Societies and John Wiley & Sons Ltd https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Clinical and Translational Neuroscience Owen, Thomas W. de Tisi, Jane Vos, Sjoerd B. Winston, Gavin P. Duncan, John S Wang, Yujiang Taylor, Peter N. Multivariate white matter alterations are associated with epilepsy duration |
title | Multivariate white matter alterations are associated with epilepsy duration |
title_full | Multivariate white matter alterations are associated with epilepsy duration |
title_fullStr | Multivariate white matter alterations are associated with epilepsy duration |
title_full_unstemmed | Multivariate white matter alterations are associated with epilepsy duration |
title_short | Multivariate white matter alterations are associated with epilepsy duration |
title_sort | multivariate white matter alterations are associated with epilepsy duration |
topic | Clinical and Translational Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8246988/ https://www.ncbi.nlm.nih.gov/pubmed/33222308 http://dx.doi.org/10.1111/ejn.15055 |
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