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Wu YC, Wen Q, Thukral R, Yang HC, Gill JM, Gao S, Lane KA, Meier TB, Riggen LD, Harezlak J, Giza CC, Goldman J, Guskiewicz KM, Mihalik JP, LaConte SM, Duma SM, Broglio SP, Saykin AJ, McAllister TW, McCrea MA. Longitudinal Associations Between Blood Biomarkers and White Matter MRI in Sport-Related Concussion: A Study of the NCAA-DoD CARE Consortium. Neurology 2023; 101:e189-e201. [PMID: 37328299 PMCID: PMC10351550 DOI: 10.1212/wnl.0000000000207389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 03/22/2023] [Indexed: 06/18/2023] Open
Abstract
BACKGROUND AND OBJECTIVES To study longitudinal associations between blood-based neural biomarkers (including total tau, neurofilament light [NfL], glial fibrillary acidic protein [GFAP], and ubiquitin C-terminal hydrolase-L1) and white matter neuroimaging biomarkers in collegiate athletes with sport-related concussion (SRC) from 24 hours postinjury to 1 week after return to play. METHODS We analyzed clinical and imaging data of concussed collegiate athletes in the Concussion Assessment, Research, and Education (CARE) Consortium. The CARE participants completed same-day clinical assessments, blood draws, and diffusion tensor imaging (DTI) at 3 time points: 24-48 hours postinjury, point of becoming asymptomatic, and 7 days after return to play. DTI probabilistic tractography was performed for each participant at each time point to render 27 participant-specific major white matter tracts. The microstructural organization of these tracts was characterized by 4 DTI metrics. Mixed-effects models with random intercepts were applied to test whether white matter microstructural abnormalities are associated with the blood-based biomarkers at the same time point. An interaction model was used to test whether the association varies across time points. A lagged model was used to test whether early blood-based biomarkers predict later microstructural changes. RESULTS Data from 77 collegiate athletes were included in the following analyses. Among the 4 blood-based biomarkers, total tau had significant associations with the DTI metrics across the 3 time points. In particular, high tau level was associated with high radial diffusivity (RD) in the right corticospinal tract (β = 0.25, SE = 0.07, p FDR-adjusted = 0.016) and superior thalamic radiation (β = 0.21, SE = 0.07, p FDR-adjusted = 0.042). NfL and GFAP had time-dependent associations with the DTI metrics. NfL showed significant associations only at the asymptomatic time point (|β|s > 0.12, SEs <0.09, psFDR-adjusted < 0.05) and GFAP showed a significant association only at 7 days after return to play (βs > 0.14, SEs <0.06, psFDR-adjusted < 0.05). The p values for the associations of early tau and later RD were not significant after multiple comparison adjustment, but were less than 0.1 in 7 white matter tracts. DISCUSSION This prospective study using data from the CARE Consortium demonstrated that in the early phase of SRC, white matter microstructural integrity detected by DTI neuroimaging was associated with elevated levels of blood-based biomarkers of traumatic brain injury. Total tau in the blood showed the strongest association with white matter microstructural changes.
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Affiliation(s)
- Yu-Chien Wu
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis.
| | - Qiuting Wen
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Rhea Thukral
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Ho-Ching Yang
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Jessica M Gill
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Sujuan Gao
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Kathleen A Lane
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Timothy B Meier
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Larry D Riggen
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Jaroslaw Harezlak
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Christopher C Giza
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Joshua Goldman
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Kevin M Guskiewicz
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Jason P Mihalik
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Stephen M LaConte
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Stefan M Duma
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Steven P Broglio
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Andrew J Saykin
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Thomas Walker McAllister
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
| | - Michael A McCrea
- From the Department of Radiology and Imaging Sciences (Y.-C.W., Q.W., R.T., H.-C.Y., A.J.S.), Indiana University School of Medicine, Indianapolis; School of Nursing (J.M.G.), Johns Hopkins University, Baltimore, MD; Department of Biostatistics and Health Data Science (S.G., K.A.L., L.D.R.), Indiana University School of Medicine, Indianapolis; Department of Neurosurgery (T.B.M., M.A.M.), Medical College of Wisconsin, Milwaukee; Department of Epidemiology and Biostatistics (J.H.), School of Public Health, Indiana University, Bloomington; Department of Neurosurgery (C.C.G.), David Geffen School of Medicine at University of California Los Angeles; Family Medicine (J.G.), Ronald Reagan UCLA Medical Center, UCLA Health-Santa Monica Medical Center; Matthew Gfeller 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., S.M.D.), Wake-Forest and Virginia Tech University, Blacksburg; Michigan Concussion Center (S.P.B.), University of Michigan, Ann Arbor; and Department of Psychiatry (T.W.M.), Indiana University School of Medicine, Indianapolis
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