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Methodological considerations in longitudinal morphometry of traumatic brain injury

Traumatic brain injury (TBI) has recently been reconceptualized as a chronic, evolving disease process. This new view necessitates quantitative assessment of post-injury changes in brain structure that may allow more accurate monitoring and prediction of recovery. In particular, TBI is known to trig...

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Detalles Bibliográficos
Autores principales: Kim, Junghoon, Avants, Brian, Whyte, John, Gee, James C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3581852/
https://www.ncbi.nlm.nih.gov/pubmed/23549059
http://dx.doi.org/10.3389/fnhum.2013.00052
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author Kim, Junghoon
Avants, Brian
Whyte, John
Gee, James C.
author_facet Kim, Junghoon
Avants, Brian
Whyte, John
Gee, James C.
author_sort Kim, Junghoon
collection PubMed
description Traumatic brain injury (TBI) has recently been reconceptualized as a chronic, evolving disease process. This new view necessitates quantitative assessment of post-injury changes in brain structure that may allow more accurate monitoring and prediction of recovery. In particular, TBI is known to trigger neurodegenerative processes and therefore quantifying progression of diffuse atrophy over time is currently of utmost interest. However, there are various methodological issues inherent to longitudinal morphometry in TBI. In this paper, we first overview several of these methodological challenges: lesion evolution, neurosurgical procedures, power, bias, and non-linearity. We then introduce a sensitive, reliable, and unbiased longitudinal multivariate analysis protocol that combines dimensionality reduction and region of interest approaches. This analysis pipeline is demonstrated using a small dataset consisting of four chronic TBI survivors.
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spelling pubmed-35818522013-02-27 Methodological considerations in longitudinal morphometry of traumatic brain injury Kim, Junghoon Avants, Brian Whyte, John Gee, James C. Front Hum Neurosci Neuroscience Traumatic brain injury (TBI) has recently been reconceptualized as a chronic, evolving disease process. This new view necessitates quantitative assessment of post-injury changes in brain structure that may allow more accurate monitoring and prediction of recovery. In particular, TBI is known to trigger neurodegenerative processes and therefore quantifying progression of diffuse atrophy over time is currently of utmost interest. However, there are various methodological issues inherent to longitudinal morphometry in TBI. In this paper, we first overview several of these methodological challenges: lesion evolution, neurosurgical procedures, power, bias, and non-linearity. We then introduce a sensitive, reliable, and unbiased longitudinal multivariate analysis protocol that combines dimensionality reduction and region of interest approaches. This analysis pipeline is demonstrated using a small dataset consisting of four chronic TBI survivors. Frontiers Media S.A. 2013-02-26 /pmc/articles/PMC3581852/ /pubmed/23549059 http://dx.doi.org/10.3389/fnhum.2013.00052 Text en Copyright © 2013 Kim, Avants, Whyte and Gee. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.
spellingShingle Neuroscience
Kim, Junghoon
Avants, Brian
Whyte, John
Gee, James C.
Methodological considerations in longitudinal morphometry of traumatic brain injury
title Methodological considerations in longitudinal morphometry of traumatic brain injury
title_full Methodological considerations in longitudinal morphometry of traumatic brain injury
title_fullStr Methodological considerations in longitudinal morphometry of traumatic brain injury
title_full_unstemmed Methodological considerations in longitudinal morphometry of traumatic brain injury
title_short Methodological considerations in longitudinal morphometry of traumatic brain injury
title_sort methodological considerations in longitudinal morphometry of traumatic brain injury
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3581852/
https://www.ncbi.nlm.nih.gov/pubmed/23549059
http://dx.doi.org/10.3389/fnhum.2013.00052
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