Age-dependent white matter disruptions after military traumatic brain injury: Multivariate analysis results from ENIGMA brain injury.
Abstract
Mild Traumatic brain injury (mTBI) is a signature wound in military personnel, and
repetitive mTBI has been linked to age-related neurogenerative disorders that affect
white matter (WM) in the brain. However, findings of injury to specific WM tracts
have been variable and inconsistent. This may be due to the heterogeneity of mechanisms,
etiology, and comorbid disorders related to mTBI. Non-negative matrix factorization
(NMF) is a data-driven approach that detects covarying patterns (components) within
high-dimensional data. We applied NMF to diffusion imaging data from military Veterans
with and without a self-reported TBI history. NMF identified 12 independent components
derived from fractional anisotropy (FA) in a large dataset (n = 1,475) gathered through
the ENIGMA (Enhancing Neuroimaging Genetics through Meta-Analysis) Military Brain
Injury working group. Regressions were used to examine TBI- and mTBI-related associations
in NMF-derived components while adjusting for age, sex, post-traumatic stress disorder,
depression, and data acquisition site/scanner. We found significantly stronger age-dependent
effects of lower FA in Veterans with TBI than Veterans without in four components
(q < 0.05), which are spatially unconstrained by traditionally defined WM tracts.
One component, occupying the most peripheral location, exhibited significantly stronger
age-dependent differences in Veterans with mTBI. We found NMF to be powerful and effective
in detecting covarying patterns of FA associated with mTBI by applying standard parametric
regression modeling. Our results highlight patterns of WM alteration that are differentially
affected by TBI and mTBI in younger compared to older military Veterans.
Type
Journal articleSubject
BrainHumans
Brain Injuries
Brain Concussion
Multivariate Analysis
Stress Disorders, Post-Traumatic
Military Personnel
Veterans
White Matter
Brain Injuries, Traumatic
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https://hdl.handle.net/10161/25868Published Version (Please cite this version)
10.1002/hbm.25811Publication Info
Bouchard, Heather C; Sun, Delin; Dennis, Emily L; Newsome, Mary R; Disner, Seth G;
Elman, Jeremy; ... Morey, Rajendra A (2022). Age-dependent white matter disruptions after military traumatic brain injury: Multivariate
analysis results from ENIGMA brain injury. Human brain mapping, 43(8). pp. 2653-2667. 10.1002/hbm.25811. Retrieved from https://hdl.handle.net/10161/25868.This is constructed from limited available data and may be imprecise. To cite this
article, please review & use the official citation provided by the journal.
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Show full item recordScholars@Duke
Gerald Arthur Grant
Allan H. Friedman Distinguished Professor of Neurosurgery
Rajendra A. Morey
Professor of Psychiatry and Behavioral Sciences
Research in my lab is focused on brain changes associated with posttraumatic stress
disorder (PTSD), traumatic brain injury (TBI), and other neuropsychiatric disorders.
We apply several advanced methods for understanding brain function including functional
MRI, structural MRI, diffusion tensor imaging, and genetic effects.
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