Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury
Resting-state fMRI can be used to identify recurrent oscillatory patterns of functional connectivity within the human brain, also known as dynamic brain states. Alterations in dynamic brain states are highly likely to occur following pediatric mild traumatic brain injury (pmTBI) due to the active de...
Main Authors: | , , , , , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2024-01-01
|
Series: | NeuroImage |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S1053811923006201 |
_version_ | 1797359986671616000 |
---|---|
author | Harm J. van der Horn Josef M. Ling Tracey V. Wick Andrew B. Dodd Cidney R. Robertson-Benta Jessica R. McQuaid Vadim Zotev Andrei A. Vakhtin Sephira G. Ryman Joana Cabral John P. Phillips Richard A. Campbell Robert E. Sapien Andrew R. Mayer |
author_facet | Harm J. van der Horn Josef M. Ling Tracey V. Wick Andrew B. Dodd Cidney R. Robertson-Benta Jessica R. McQuaid Vadim Zotev Andrei A. Vakhtin Sephira G. Ryman Joana Cabral John P. Phillips Richard A. Campbell Robert E. Sapien Andrew R. Mayer |
author_sort | Harm J. van der Horn |
collection | DOAJ |
description | Resting-state fMRI can be used to identify recurrent oscillatory patterns of functional connectivity within the human brain, also known as dynamic brain states. Alterations in dynamic brain states are highly likely to occur following pediatric mild traumatic brain injury (pmTBI) due to the active developmental changes. The current study used resting-state fMRI to investigate dynamic brain states in 200 patients with pmTBI (ages 8-18 years, median = 14 years) at the subacute (∼1-week post-injury) and early chronic (∼ 4 months post-injury) stages, and in 179 age- and sex-matched healthy controls (HC). A k-means clustering analysis was applied to the dominant time-varying phase coherence patterns to obtain dynamic brain states. In addition, correlations between brain signals were computed as measures of static functional connectivity. Dynamic connectivity analyses showed that patients with pmTBI spend less time in a frontotemporal default mode/limbic brain state, with no evidence of change as a function of recovery post-injury. Consistent with models showing traumatic strain convergence in deep grey matter and midline regions, static interhemispheric connectivity was affected between the left and right precuneus and thalamus, and between the right supplementary motor area and contralateral cerebellum. Changes in static or dynamic connectivity were not related to symptom burden or injury severity measures, such as loss of consciousness and post-traumatic amnesia. In aggregate, our study shows that brain dynamics are altered up to 4 months after pmTBI, in brain areas that are known to be vulnerable to TBI. Future longitudinal studies are warranted to examine the significance of our findings in terms of long-term neurodevelopment. |
first_indexed | 2024-03-08T15:31:50Z |
format | Article |
id | doaj.art-a2ab9b5e1cb448939edaf7e1d8501567 |
institution | Directory Open Access Journal |
issn | 1095-9572 |
language | English |
last_indexed | 2024-03-08T15:31:50Z |
publishDate | 2024-01-01 |
publisher | Elsevier |
record_format | Article |
series | NeuroImage |
spelling | doaj.art-a2ab9b5e1cb448939edaf7e1d85015672024-01-10T04:34:49ZengElsevierNeuroImage1095-95722024-01-01285120470Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain InjuryHarm J. van der Horn0Josef M. Ling1Tracey V. Wick2Andrew B. Dodd3Cidney R. Robertson-Benta4Jessica R. McQuaid5Vadim Zotev6Andrei A. Vakhtin7Sephira G. Ryman8Joana Cabral9John P. Phillips10Richard A. Campbell11Robert E. Sapien12Andrew R. Mayer13The Mind Research Network/LBERI, Albuquerque, NM 87106; Corresponding author: Harm Jan van der Horn, M.D., Ph.D., The Mind Research Network, Pete & Nancy Domenici Hall, 1101 Yale Blvd. NE, Albuquerque, NM 87106; Tel: 505-272-5028; Fax: 505-272-8002The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106The Mind Research Network/LBERI, Albuquerque, NM 87106Life and Health Sciences Research Institute, University of Minho, Braga, PortugalThe Mind Research Network/LBERI, Albuquerque, NM 87106Department of Psychiatry & Behavioral Sciences, University of New Mexico, Albuquerque, NM 87131Department of Emergency Medicine, University of New Mexico, Albuquerque, NM 87131The Mind Research Network/LBERI, Albuquerque, NM 87106; Department of Psychiatry & Behavioral Sciences, University of New Mexico, Albuquerque, NM 87131; Department of Psychology, University of New Mexico, Albuquerque, NM 87131; Department of Neurology, University of New Mexico, Albuquerque, NM 87131Resting-state fMRI can be used to identify recurrent oscillatory patterns of functional connectivity within the human brain, also known as dynamic brain states. Alterations in dynamic brain states are highly likely to occur following pediatric mild traumatic brain injury (pmTBI) due to the active developmental changes. The current study used resting-state fMRI to investigate dynamic brain states in 200 patients with pmTBI (ages 8-18 years, median = 14 years) at the subacute (∼1-week post-injury) and early chronic (∼ 4 months post-injury) stages, and in 179 age- and sex-matched healthy controls (HC). A k-means clustering analysis was applied to the dominant time-varying phase coherence patterns to obtain dynamic brain states. In addition, correlations between brain signals were computed as measures of static functional connectivity. Dynamic connectivity analyses showed that patients with pmTBI spend less time in a frontotemporal default mode/limbic brain state, with no evidence of change as a function of recovery post-injury. Consistent with models showing traumatic strain convergence in deep grey matter and midline regions, static interhemispheric connectivity was affected between the left and right precuneus and thalamus, and between the right supplementary motor area and contralateral cerebellum. Changes in static or dynamic connectivity were not related to symptom burden or injury severity measures, such as loss of consciousness and post-traumatic amnesia. In aggregate, our study shows that brain dynamics are altered up to 4 months after pmTBI, in brain areas that are known to be vulnerable to TBI. Future longitudinal studies are warranted to examine the significance of our findings in terms of long-term neurodevelopment.http://www.sciencedirect.com/science/article/pii/S1053811923006201cognitionconcussionBOLDfMRIdFCLEiDA |
spellingShingle | Harm J. van der Horn Josef M. Ling Tracey V. Wick Andrew B. Dodd Cidney R. Robertson-Benta Jessica R. McQuaid Vadim Zotev Andrei A. Vakhtin Sephira G. Ryman Joana Cabral John P. Phillips Richard A. Campbell Robert E. Sapien Andrew R. Mayer Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury NeuroImage cognition concussion BOLD fMRI dFC LEiDA |
title | Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury |
title_full | Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury |
title_fullStr | Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury |
title_full_unstemmed | Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury |
title_short | Dynamic Functional Connectivity in Pediatric Mild Traumatic Brain Injury |
title_sort | dynamic functional connectivity in pediatric mild traumatic brain injury |
topic | cognition concussion BOLD fMRI dFC LEiDA |
url | http://www.sciencedirect.com/science/article/pii/S1053811923006201 |
work_keys_str_mv | AT harmjvanderhorn dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT josefmling dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT traceyvwick dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT andrewbdodd dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT cidneyrrobertsonbenta dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT jessicarmcquaid dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT vadimzotev dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT andreiavakhtin dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT sephiragryman dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT joanacabral dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT johnpphillips dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT richardacampbell dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT robertesapien dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury AT andrewrmayer dynamicfunctionalconnectivityinpediatricmildtraumaticbraininjury |