White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion

Background: Concussion symptoms in adolescents typically resolve within 4 weeks. However, 20 – 30% of adolescents experience a prolonged recovery. Abnormalities in tracts implicated in visuospatial attention and emotional regulation (i.e., inferior longitudinal fasciculus, ILF; inferior fronto-occip...

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Main Authors: João Paulo Lima Santos, Anthony P. Kontos, Sarrah Mailliard, Shawn R. Eagle, Cynthia L. Holland, Stephen J. Suss, Halimah Abdul-waalee, Richelle S. Stiffler, Hannah B. Bitzer, Nicholas A. Blaney, Adam T. Colorito, Christopher G. Santucci, Allison Brown, Tae Kim, Satish Iyengar, Alexander Skeba, Rasim S. Diler, Cecile D. Ladouceur, Mary L. Phillips, David Brent, Michael W. Collins, Amelia Versace
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Neurology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fneur.2021.681467/full
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author João Paulo Lima Santos
Anthony P. Kontos
Sarrah Mailliard
Shawn R. Eagle
Cynthia L. Holland
Stephen J. Suss
Halimah Abdul-waalee
Richelle S. Stiffler
Hannah B. Bitzer
Nicholas A. Blaney
Adam T. Colorito
Christopher G. Santucci
Allison Brown
Tae Kim
Satish Iyengar
Alexander Skeba
Rasim S. Diler
Cecile D. Ladouceur
Mary L. Phillips
David Brent
Michael W. Collins
Amelia Versace
Amelia Versace
spellingShingle João Paulo Lima Santos
Anthony P. Kontos
Sarrah Mailliard
Shawn R. Eagle
Cynthia L. Holland
Stephen J. Suss
Halimah Abdul-waalee
Richelle S. Stiffler
Hannah B. Bitzer
Nicholas A. Blaney
Adam T. Colorito
Christopher G. Santucci
Allison Brown
Tae Kim
Satish Iyengar
Alexander Skeba
Rasim S. Diler
Cecile D. Ladouceur
Mary L. Phillips
David Brent
Michael W. Collins
Amelia Versace
Amelia Versace
White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion
Frontiers in Neurology
adolescence
concussion
predictors
recovery
diffusion MRI
author_facet João Paulo Lima Santos
Anthony P. Kontos
Sarrah Mailliard
Shawn R. Eagle
Cynthia L. Holland
Stephen J. Suss
Halimah Abdul-waalee
Richelle S. Stiffler
Hannah B. Bitzer
Nicholas A. Blaney
Adam T. Colorito
Christopher G. Santucci
Allison Brown
Tae Kim
Satish Iyengar
Alexander Skeba
Rasim S. Diler
Cecile D. Ladouceur
Mary L. Phillips
David Brent
Michael W. Collins
Amelia Versace
Amelia Versace
author_sort João Paulo Lima Santos
title White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion
title_short White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion
title_full White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion
title_fullStr White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion
title_full_unstemmed White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following Concussion
title_sort white matter abnormalities associated with prolonged recovery in adolescents following concussion
publisher Frontiers Media S.A.
series Frontiers in Neurology
issn 1664-2295
publishDate 2021-06-01
description Background: Concussion symptoms in adolescents typically resolve within 4 weeks. However, 20 – 30% of adolescents experience a prolonged recovery. Abnormalities in tracts implicated in visuospatial attention and emotional regulation (i.e., inferior longitudinal fasciculus, ILF; inferior fronto-occipital fasciculus, IFOF; uncinate fasciculus; UF) have been consistently reported in concussion; yet, to date, there are no objective markers of prolonged recovery in adolescents. Here, we evaluated the utility of diffusion MRI in outcome prediction. Forty-two adolescents (12.1 – 17.9 years; female: 44.0%) underwent a diffusion Magnetic Resonance Imaging (dMRI) protocol within the first 10 days of concussion. Based on days of injury until medical clearance, adolescents were then categorized into SHORT (<28 days; N = 21) or LONG (>28 days; N = 21) recovery time. Fractional anisotropy (FA) in the ILF, IFOF, UF, and/or concussion symptoms were used as predictors of recovery time (SHORT, LONG). Forty-two age- and sex-matched healthy controls served as reference. Higher FA in the ILF (left: adjusted odds ratio; AOR = 0.36, 95% CI = 0.15 – 0.91, P = 0.030; right: AOR = 0.28, 95% CI = 0.10 – 0.83, P = 0.021), IFOF (left: AOR = 0.21, 95% CI = 0.07 – 0.66, P = 0.008; right: AOR = 0.30, 95% CI = 0.11 – 0.83, P = 0.020), and UF (left: AOR = 0.26, 95% CI = 0.09 – 0.74, P = 0.011; right: AOR = 0.28, 95% CI = 0.10 – 0.73, P = 0.010) was associated with SHORT recovery. In additional analyses, while adolescents with SHORT recovery did not differ from HC, those with LONG recovery showed lower FA in the ILF and IFOF (P < 0.014). Notably, inclusion of dMRI findings increased the sensitivity and specificity (AUC = 0.93) of a prediction model including clinical variables only (AUC = 0.75). Our findings indicate that higher FA in long associative tracts (especially ILF) might inform a more objective and accurate prognosis for recovery time in adolescents following concussion.
topic adolescence
concussion
predictors
recovery
diffusion MRI
url https://www.frontiersin.org/articles/10.3389/fneur.2021.681467/full
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spelling doaj-1448482c91ed47ec9aed9239da94fade2021-06-24T05:18:51ZengFrontiers Media S.A.Frontiers in Neurology1664-22952021-06-011210.3389/fneur.2021.681467681467White Matter Abnormalities Associated With Prolonged Recovery in Adolescents Following ConcussionJoão Paulo Lima Santos0Anthony P. Kontos1Sarrah Mailliard2Shawn R. Eagle3Cynthia L. Holland4Stephen J. Suss5Halimah Abdul-waalee6Richelle S. Stiffler7Hannah B. Bitzer8Nicholas A. Blaney9Adam T. Colorito10Christopher G. Santucci11Allison Brown12Tae Kim13Satish Iyengar14Alexander Skeba15Rasim S. Diler16Cecile D. Ladouceur17Mary L. Phillips18David Brent19Michael W. Collins20Amelia Versace21Amelia Versace22Department of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Radiology, Magnetic Resonance Research Center, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center (UPMC) Sports Concussion Program-University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Psychiatry, Western Psychiatric Hospital, University of Pittsburgh, Pittsburgh, PA, United StatesDepartment of Radiology, Magnetic Resonance Research Center, University of Pittsburgh, Pittsburgh, PA, United StatesBackground: Concussion symptoms in adolescents typically resolve within 4 weeks. However, 20 – 30% of adolescents experience a prolonged recovery. Abnormalities in tracts implicated in visuospatial attention and emotional regulation (i.e., inferior longitudinal fasciculus, ILF; inferior fronto-occipital fasciculus, IFOF; uncinate fasciculus; UF) have been consistently reported in concussion; yet, to date, there are no objective markers of prolonged recovery in adolescents. Here, we evaluated the utility of diffusion MRI in outcome prediction. Forty-two adolescents (12.1 – 17.9 years; female: 44.0%) underwent a diffusion Magnetic Resonance Imaging (dMRI) protocol within the first 10 days of concussion. Based on days of injury until medical clearance, adolescents were then categorized into SHORT (<28 days; N = 21) or LONG (>28 days; N = 21) recovery time. Fractional anisotropy (FA) in the ILF, IFOF, UF, and/or concussion symptoms were used as predictors of recovery time (SHORT, LONG). Forty-two age- and sex-matched healthy controls served as reference. Higher FA in the ILF (left: adjusted odds ratio; AOR = 0.36, 95% CI = 0.15 – 0.91, P = 0.030; right: AOR = 0.28, 95% CI = 0.10 – 0.83, P = 0.021), IFOF (left: AOR = 0.21, 95% CI = 0.07 – 0.66, P = 0.008; right: AOR = 0.30, 95% CI = 0.11 – 0.83, P = 0.020), and UF (left: AOR = 0.26, 95% CI = 0.09 – 0.74, P = 0.011; right: AOR = 0.28, 95% CI = 0.10 – 0.73, P = 0.010) was associated with SHORT recovery. In additional analyses, while adolescents with SHORT recovery did not differ from HC, those with LONG recovery showed lower FA in the ILF and IFOF (P < 0.014). Notably, inclusion of dMRI findings increased the sensitivity and specificity (AUC = 0.93) of a prediction model including clinical variables only (AUC = 0.75). Our findings indicate that higher FA in long associative tracts (especially ILF) might inform a more objective and accurate prognosis for recovery time in adolescents following concussion.https://www.frontiersin.org/articles/10.3389/fneur.2021.681467/fulladolescenceconcussionpredictorsrecoverydiffusion MRI