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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2013
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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. |
format | Online Article Text |
id | pubmed-3581852 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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