Cargando…

Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury

Introduction: Diffuse traumatic axonal injury (TAI) is one of the key mechanisms leading to impaired consciousness after severe traumatic brain injury (TBI). In addition, preferential regional expression of TAI in the brain may also influence clinical outcome. Aim: We addressed the question whether...

Descripción completa

Detalles Bibliográficos
Autores principales: Andreasen, Sara H., Andersen, Kasper W., Conde, Virginia, Dyrby, Tim B., Puonti, Oula, Kammersgaard, Lars P., Madsen, Camilla G., Madsen, Kristoffer H., Poulsen, Ingrid, Siebner, Hartwig R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7498982/
https://www.ncbi.nlm.nih.gov/pubmed/33013616
http://dx.doi.org/10.3389/fneur.2020.00800
_version_ 1783583629629194240
author Andreasen, Sara H.
Andersen, Kasper W.
Conde, Virginia
Dyrby, Tim B.
Puonti, Oula
Kammersgaard, Lars P.
Madsen, Camilla G.
Madsen, Kristoffer H.
Poulsen, Ingrid
Siebner, Hartwig R.
author_facet Andreasen, Sara H.
Andersen, Kasper W.
Conde, Virginia
Dyrby, Tim B.
Puonti, Oula
Kammersgaard, Lars P.
Madsen, Camilla G.
Madsen, Kristoffer H.
Poulsen, Ingrid
Siebner, Hartwig R.
author_sort Andreasen, Sara H.
collection PubMed
description Introduction: Diffuse traumatic axonal injury (TAI) is one of the key mechanisms leading to impaired consciousness after severe traumatic brain injury (TBI). In addition, preferential regional expression of TAI in the brain may also influence clinical outcome. Aim: We addressed the question whether the regional expression of microstructural changes as revealed by whole-brain diffusion tensor imaging (DTI) in the subacute stage after severe TBI may predict the duration of post-traumatic amnesia (PTA). Method: Fourteen patients underwent whole-brain DTI in the subacute stage after severe TBI. Mean fractional anisotropy (FA) and mean diffusivity (MD) were calculated for five bilateral brain regions: fronto-temporal, parieto-occipital, and midsagittal hemispheric white matter, as well as brainstem and basal ganglia. Region-specific calculation of mean FA and MD only considered voxels that showed no tissue damage, using an exclusive mask with all voxels that belonged to local brain lesions or microbleeds. Mean FA or MD of the five brain regions were entered in separate partial least squares (PLS) regression analyses to identify patterns of regional microstructural changes that account for inter-individual variations in PTA. Results: For FA, PLS analysis revealed two spatial patterns that significantly correlated with individual PTA. The lower the mean FA values in all five brain regions, the longer that PTA lasted. A pattern characterized by lower FA values in the deeper brain regions relative to the FA values in the hemispheric regions also correlated with longer PTA. Similar trends were found for MD, but opposite in sign. The spatial FA changes as revealed by PLS components predicted the duration of PTA. Individual PTA duration, as predicted by a leave-one-out cross-validation analysis, correlated with true PTA values (Spearman r = 0.68, p(permutation) = 0.008). Conclusion: Two coarse spatial patterns of microstructural damage, indexed as reduction in FA, were relevant to recovery of consciousness after TBI. One pattern expressed was consistent with diffuse microstructural damage across the entire brain. A second pattern was indicative of a preferential damage of deep midline brain structures.
format Online
Article
Text
id pubmed-7498982
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-74989822020-10-02 Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury Andreasen, Sara H. Andersen, Kasper W. Conde, Virginia Dyrby, Tim B. Puonti, Oula Kammersgaard, Lars P. Madsen, Camilla G. Madsen, Kristoffer H. Poulsen, Ingrid Siebner, Hartwig R. Front Neurol Neurology Introduction: Diffuse traumatic axonal injury (TAI) is one of the key mechanisms leading to impaired consciousness after severe traumatic brain injury (TBI). In addition, preferential regional expression of TAI in the brain may also influence clinical outcome. Aim: We addressed the question whether the regional expression of microstructural changes as revealed by whole-brain diffusion tensor imaging (DTI) in the subacute stage after severe TBI may predict the duration of post-traumatic amnesia (PTA). Method: Fourteen patients underwent whole-brain DTI in the subacute stage after severe TBI. Mean fractional anisotropy (FA) and mean diffusivity (MD) were calculated for five bilateral brain regions: fronto-temporal, parieto-occipital, and midsagittal hemispheric white matter, as well as brainstem and basal ganglia. Region-specific calculation of mean FA and MD only considered voxels that showed no tissue damage, using an exclusive mask with all voxels that belonged to local brain lesions or microbleeds. Mean FA or MD of the five brain regions were entered in separate partial least squares (PLS) regression analyses to identify patterns of regional microstructural changes that account for inter-individual variations in PTA. Results: For FA, PLS analysis revealed two spatial patterns that significantly correlated with individual PTA. The lower the mean FA values in all five brain regions, the longer that PTA lasted. A pattern characterized by lower FA values in the deeper brain regions relative to the FA values in the hemispheric regions also correlated with longer PTA. Similar trends were found for MD, but opposite in sign. The spatial FA changes as revealed by PLS components predicted the duration of PTA. Individual PTA duration, as predicted by a leave-one-out cross-validation analysis, correlated with true PTA values (Spearman r = 0.68, p(permutation) = 0.008). Conclusion: Two coarse spatial patterns of microstructural damage, indexed as reduction in FA, were relevant to recovery of consciousness after TBI. One pattern expressed was consistent with diffuse microstructural damage across the entire brain. A second pattern was indicative of a preferential damage of deep midline brain structures. Frontiers Media S.A. 2020-09-04 /pmc/articles/PMC7498982/ /pubmed/33013616 http://dx.doi.org/10.3389/fneur.2020.00800 Text en Copyright © 2020 Andreasen, Andersen, Conde, Dyrby, Puonti, Kammersgaard, Madsen, Madsen, Poulsen and Siebner. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neurology
Andreasen, Sara H.
Andersen, Kasper W.
Conde, Virginia
Dyrby, Tim B.
Puonti, Oula
Kammersgaard, Lars P.
Madsen, Camilla G.
Madsen, Kristoffer H.
Poulsen, Ingrid
Siebner, Hartwig R.
Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury
title Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury
title_full Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury
title_fullStr Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury
title_full_unstemmed Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury
title_short Two Coarse Spatial Patterns of Altered Brain Microstructure Predict Post-traumatic Amnesia in the Subacute Stage of Severe Traumatic Brain Injury
title_sort two coarse spatial patterns of altered brain microstructure predict post-traumatic amnesia in the subacute stage of severe traumatic brain injury
topic Neurology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7498982/
https://www.ncbi.nlm.nih.gov/pubmed/33013616
http://dx.doi.org/10.3389/fneur.2020.00800
work_keys_str_mv AT andreasensarah twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT andersenkasperw twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT condevirginia twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT dyrbytimb twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT puontioula twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT kammersgaardlarsp twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT madsencamillag twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT madsenkristofferh twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT poulseningrid twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury
AT siebnerhartwigr twocoarsespatialpatternsofalteredbrainmicrostructurepredictposttraumaticamnesiainthesubacutestageofseveretraumaticbraininjury