Cargando…

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),...

Descripción completa

Detalles Bibliográficos
Autores principales: Owen, Thomas W., de Tisi, Jane, Vos, Sjoerd B., Winston, Gavin P., Duncan, John S, Wang, Yujiang, Taylor, Peter N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
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
_version_ 1783716428281544704
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
work_keys_str_mv AT owenthomasw multivariatewhitematteralterationsareassociatedwithepilepsyduration
AT detisijane multivariatewhitematteralterationsareassociatedwithepilepsyduration
AT vossjoerdb multivariatewhitematteralterationsareassociatedwithepilepsyduration
AT winstongavinp multivariatewhitematteralterationsareassociatedwithepilepsyduration
AT duncanjohns multivariatewhitematteralterationsareassociatedwithepilepsyduration
AT wangyujiang multivariatewhitematteralterationsareassociatedwithepilepsyduration
AT taylorpetern multivariatewhitematteralterationsareassociatedwithepilepsyduration