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 in | 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Vol. 2015; pp. 5432 - 5435 |
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Main Authors | , , , , , |
Format | Conference Proceeding Journal Article |
Language | English |
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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. |
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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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BackLink | https://www.ncbi.nlm.nih.gov/pubmed/26737520$$D View this record in MEDLINE/PubMed |
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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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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 |
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