The impact of data preprocessing in traumatic brain injury detection using functional magnetic resonance imaging

Traumatic brain injury (TBI) can adversely affect a person's thinking, memory, personality and behavior. For this reason new and better biomarkers are being investigated. Resting state functional network connectivity (rsFNC) derived from functional magnetic resonance (fMRI) imaging is emerging...

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Published in2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Vol. 2015; pp. 5432 - 5435
Main Authors Vergara, Victor M., Damaraju, Eswar, Mayer, Andrew B., Miller, Robyn, Cetin, Mustafa S., Calhoun, Vince
Format Conference Proceeding Journal Article
LanguageEnglish
Published United States IEEE 01.01.2015
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Abstract Traumatic brain injury (TBI) can adversely affect a person's thinking, memory, personality and behavior. For this reason new and better biomarkers are being investigated. Resting state functional network connectivity (rsFNC) derived from functional magnetic resonance (fMRI) imaging is emerging as a possible biomarker. One of the main concerns with this technique is the appropriateness of methods used to correct for subject movement. In this work we used 50 mild TBI patients and matched healthy controls to explore the outcomes obtained from different fMRI data preprocessing. Results suggest that correction for motion variance before spatial smoothing is the best alternative. Following this preprocessing option a significant group difference was found between cerebellum and supplementary motor area/paracentral lobule. In this case the mTBI group exhibits an increase in rsFNC.
AbstractList Traumatic brain injury (TBI) can adversely affect a person's thinking, memory, personality and behavior. For this reason new and better biomarkers are being investigated. Resting state functional network connectivity (rsFNC) derived from functional magnetic resonance (fMRI) imaging is emerging as a possible biomarker. One of the main concerns with this technique is the appropriateness of methods used to correct for subject movement. In this work we used 50 mild TBI patients and matched healthy controls to explore the outcomes obtained from different fMRI data preprocessing. Results suggest that correction for motion variance before spatial smoothing is the best alternative. Following this preprocessing option a significant group difference was found between cerebellum and supplementary motor area/paracentral lobule. In this case the mTBI group exhibits an increase in rsFNC.
Author Mayer, Andrew B.
Miller, Robyn
Cetin, Mustafa S.
Vergara, Victor M.
Calhoun, Vince
Damaraju, Eswar
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Snippet Traumatic brain injury (TBI) can adversely affect a person's thinking, memory, personality and behavior. For this reason new and better biomarkers are being...
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StartPage 5432
SubjectTerms Adult
Biomarkers
Brain injuries
Brain Injuries - diagnosis
Brain Injuries - pathology
Brain Injuries - physiopathology
Female
Head
Humans
Image Processing, Computer-Assisted - methods
Magnetic resonance imaging
Magnetic Resonance Imaging - methods
Male
Middle Aged
Movement
Nerve Net - pathology
Nerve Net - physiopathology
Pipelines
Rest
Smoothing methods
Title The impact of data preprocessing in traumatic brain injury detection using functional magnetic resonance imaging
URI https://ieeexplore.ieee.org/document/7319620
https://www.ncbi.nlm.nih.gov/pubmed/26737520
Volume 2015
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