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Wu YC, Harezlak J, Elsaid NMH, Lin Z, Wen Q, Mustafi SM, Riggen LD, Koch KM, Nencka AS, Meier TB, Mayer AR, Wang Y, Giza CC, DiFiori JP, Guskiewicz KM, Mihalik JP, LaConte SM, Duma SM, Broglio SP, Saykin AJ, McCrea MA, McAllister TW. Longitudinal white-matter abnormalities in sports-related concussion: A diffusion MRI study. Neurology 2020; 95:e781-e792. [PMID: 32641518 PMCID: PMC7605507 DOI: 10.1212/wnl.0000000000009930] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Accepted: 02/07/2020] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVE To study longitudinal recovery trajectories of white matter after sports-related concussion (SRC) by performing diffusion tensor imaging (DTI) on collegiate athletes who sustained SRC. METHODS Collegiate athletes (n = 219, 82 concussed athletes, 68 contact-sport controls, and 69 non-contact-sport controls) were included from the Concussion Assessment, Research and Education Consortium. The participants completed clinical assessments and DTI at 4 time points: 24 to 48 hours after injury, asymptomatic state, 7 days after return-to-play, and 6 months after injury. Tract-based spatial statistics was used to investigate group differences in DTI metrics and to identify white-matter areas with persistent abnormalities. Generalized linear mixed models were used to study longitudinal changes and associations between outcome measures and DTI metrics. Cox proportional hazards model was used to study effects of white-matter abnormalities on recovery time. RESULTS In the white matter of concussed athletes, DTI-derived mean diffusivity was significantly higher than in the controls at 24 to 48 hours after injury and beyond the point when the concussed athletes became asymptomatic. While the extent of affected white matter decreased over time, part of the corpus callosum had persistent group differences across all the time points. Furthermore, greater elevation of mean diffusivity at acute concussion was associated with worse clinical outcome measures (i.e., Brief Symptom Inventory scores and symptom severity scores) and prolonged recovery time. No significant differences in DTI metrics were observed between the contact-sport and non-contact-sport controls. CONCLUSIONS Changes in white matter were evident after SRC at 6 months after injury but were not observed in contact-sport exposure. Furthermore, the persistent white-matter abnormalities were associated with clinical outcomes and delayed recovery time.
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Affiliation(s)
- Yu-Chien Wu
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor.
| | - Jaroslaw Harezlak
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Nahla M H Elsaid
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Zikai Lin
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Qiuting Wen
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Sourajit M Mustafi
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Larry D Riggen
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Kevin M Koch
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Andrew S Nencka
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Timothy B Meier
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Andrew R Mayer
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Yang Wang
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Christopher C Giza
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - John P DiFiori
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Kevin M Guskiewicz
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Jason P Mihalik
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Stephen M LaConte
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Stefan M Duma
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Steven P Broglio
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Andrew J Saykin
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Michael A McCrea
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
| | - Thomas W McAllister
- From the Departments of Radiology and Imaging Sciences (Y.-C.W., N.M.H.E., Q.W., S.M.M., A.J.S.), Psychiatry (Z.L., T.W.M.), and Biostatistics (L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Nanoscope Technology LLC (S.M.M.), Bedford, TX; Departments of Radiology (K.M.K., A.S.N., Y.W.) and Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; The Mind Research Network (A.R.M.), Albuquerque, NM; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at the University of California Los Angeles; Division of Pediatric Neurology (C.C.G.), Mattel Children's Hospital-UCLA; Departments of Family Medicine and Orthopedics (J.P.D.), Division of Sports Medicine, University of California Los Angeles; Primary Care Sports Medicine (J.P.D.), Hospital for Special Surgery, New York, NY; Matthew Gfeller Sport-Related Traumatic Brain Injury Research Center (K.M.G., J.P.M.), Department of Exercise and Sport Science, University of North Carolina, Chapel Hill; School of Biomedical Engineering and Sciences (S.M.L.), Wake-Forest and Virginia Tech University, Virginia Tech Carilion Research Institute, Roanoke; School of Biomedical Engineering and Sciences (S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; and NeuroTrauma Research Laboratory (S.P.B.), Michigan Concussion Center, University of Michigan, Ann Arbor
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