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Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging

Traumatic brain injury (TBI) is caused by a sudden external force and can be very heterogeneous in its manifestation. In this work, we analyse T1-weighted magnetic resonance (MR) brain images that were prospectively acquired from patients who sustained mild to severe TBI. We investigate the potentia...

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Autores principales: Ledig, Christian, Kamnitsas, Konstantinos, Koikkalainen, Juha, Posti, Jussi P., Takala, Riikka S. K., Katila, Ari, Frantzén, Janek, Ala-Seppälä, Henna, Kyllönen, Anna, Maanpää, Henna-Riikka, Tallus, Jussi, Lötjönen, Jyrki, Glocker, Ben, Tenovuo, Olli, Rueckert, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5705131/
https://www.ncbi.nlm.nih.gov/pubmed/29182625
http://dx.doi.org/10.1371/journal.pone.0188152
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author Ledig, Christian
Kamnitsas, Konstantinos
Koikkalainen, Juha
Posti, Jussi P.
Takala, Riikka S. K.
Katila, Ari
Frantzén, Janek
Ala-Seppälä, Henna
Kyllönen, Anna
Maanpää, Henna-Riikka
Tallus, Jussi
Lötjönen, Jyrki
Glocker, Ben
Tenovuo, Olli
Rueckert, Daniel
author_facet Ledig, Christian
Kamnitsas, Konstantinos
Koikkalainen, Juha
Posti, Jussi P.
Takala, Riikka S. K.
Katila, Ari
Frantzén, Janek
Ala-Seppälä, Henna
Kyllönen, Anna
Maanpää, Henna-Riikka
Tallus, Jussi
Lötjönen, Jyrki
Glocker, Ben
Tenovuo, Olli
Rueckert, Daniel
author_sort Ledig, Christian
collection PubMed
description Traumatic brain injury (TBI) is caused by a sudden external force and can be very heterogeneous in its manifestation. In this work, we analyse T1-weighted magnetic resonance (MR) brain images that were prospectively acquired from patients who sustained mild to severe TBI. We investigate the potential of a recently proposed automatic segmentation method to support the outcome prediction of TBI. Specifically, we extract meaningful cross-sectional and longitudinal measurements from acute- and chronic-phase MR images. We calculate regional volume and asymmetry features at the acute/subacute stage of the injury (median: 19 days after injury), to predict the disability outcome of 67 patients at the chronic disease stage (median: 229 days after injury). Our results indicate that small structural volumes in the acute stage (e.g. of the hippocampus, accumbens, amygdala) can be strong predictors for unfavourable disease outcome. Further, group differences in atrophy are investigated. We find that patients with unfavourable outcome show increased atrophy. Among patients with severe disability outcome we observed a significantly higher mean reduction of cerebral white matter (3.1%) as compared to patients with low disability outcome (0.7%).
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spelling pubmed-57051312017-12-08 Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging Ledig, Christian Kamnitsas, Konstantinos Koikkalainen, Juha Posti, Jussi P. Takala, Riikka S. K. Katila, Ari Frantzén, Janek Ala-Seppälä, Henna Kyllönen, Anna Maanpää, Henna-Riikka Tallus, Jussi Lötjönen, Jyrki Glocker, Ben Tenovuo, Olli Rueckert, Daniel PLoS One Research Article Traumatic brain injury (TBI) is caused by a sudden external force and can be very heterogeneous in its manifestation. In this work, we analyse T1-weighted magnetic resonance (MR) brain images that were prospectively acquired from patients who sustained mild to severe TBI. We investigate the potential of a recently proposed automatic segmentation method to support the outcome prediction of TBI. Specifically, we extract meaningful cross-sectional and longitudinal measurements from acute- and chronic-phase MR images. We calculate regional volume and asymmetry features at the acute/subacute stage of the injury (median: 19 days after injury), to predict the disability outcome of 67 patients at the chronic disease stage (median: 229 days after injury). Our results indicate that small structural volumes in the acute stage (e.g. of the hippocampus, accumbens, amygdala) can be strong predictors for unfavourable disease outcome. Further, group differences in atrophy are investigated. We find that patients with unfavourable outcome show increased atrophy. Among patients with severe disability outcome we observed a significantly higher mean reduction of cerebral white matter (3.1%) as compared to patients with low disability outcome (0.7%). Public Library of Science 2017-11-28 /pmc/articles/PMC5705131/ /pubmed/29182625 http://dx.doi.org/10.1371/journal.pone.0188152 Text en © 2017 Ledig et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ledig, Christian
Kamnitsas, Konstantinos
Koikkalainen, Juha
Posti, Jussi P.
Takala, Riikka S. K.
Katila, Ari
Frantzén, Janek
Ala-Seppälä, Henna
Kyllönen, Anna
Maanpää, Henna-Riikka
Tallus, Jussi
Lötjönen, Jyrki
Glocker, Ben
Tenovuo, Olli
Rueckert, Daniel
Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
title Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
title_full Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
title_fullStr Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
title_full_unstemmed Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
title_short Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
title_sort regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5705131/
https://www.ncbi.nlm.nih.gov/pubmed/29182625
http://dx.doi.org/10.1371/journal.pone.0188152
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