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Ware AL, Lebel C, Onicas A, Abdeen N, Beauchamp MH, Beaulieu C, Bjornson BH, Craig W, Dehaes M, Doan Q, Deschenes S, Freedman SB, Goodyear BG, Gravel J, Ledoux AA, Zemek R, Yeates KO. Longitudinal Gray Matter Trajectories in Pediatric Mild Traumatic Brain Injury. Neurology 2023; 101:e728-e739. [PMID: 37353339 PMCID: PMC10437012 DOI: 10.1212/wnl.0000000000207508] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 04/24/2023] [Indexed: 06/25/2023] Open
Abstract
BACKGROUND AND OBJECTIVES This prospective, longitudinal cohort study examined trajectories of brain gray matter macrostructure after pediatric mild traumatic brain injury (mTBI). METHODS Children aged 8-16.99 years with mTBI or mild orthopedic injury (OI) were recruited from 5 pediatric emergency departments. Reliable change between preinjury and 1 month postinjury symptom ratings was used to classify mTBI with or without persistent symptoms. Children completed postacute (2-33 days) and/or chronic (3 or 6 months) postinjury T1-weighted MRI, from which macrostructural metrics were derived using automated segmentation. Linear mixed-effects models were used, with multiple comparisons correction. RESULTS Groups (N = 623; 407 mTBI/216 OI; 59% male; age mean = 12.03, SD = 2.38 years) did not differ in total brain, white, or gray matter volumes or regional subcortical gray matter volumes. However, time postinjury, age at injury, and biological sex-moderated differences among symptom groups in cortical thickness of the angular gyrus, basal forebrain, calcarine cortex, gyrus rectus, medial and posterior orbital gyrus, and the subcallosal area all corrected p < 0.05. Gray matter macrostructural metrics did not differ between groups postacutely. However, cortical thinning emerged chronically after mTBI relative to OI in the angular gyrus in older children (d [95% confidence interval] = -0.61 [-1.15 to -0.08]); and in the basal forebrain (-0.47 [-0.94 to -0.01]), subcallosal area (-0.55 [-1.01 to -0.08]), and the posterior orbital gyrus (-0.55 [-1.02 to -0.08]) in females. Cortical thinning was demonstrated for frontal and occipital regions 3 months postinjury in males with mTBI with persistent symptoms vs without persistent symptoms (-0.80 [-1.55 to -0.05] to -0.83 [-1.56 to -0.10]) and 6 months postinjury in females and younger children with mTBI with persistent symptoms relative to mTBI without persistent symptoms and OI (-1.42 [-2.29 to -0.45] to -0.91 [-1.81 to -0.01]). DISCUSSION These findings signal little diagnostic and prognostic utility of postacute gray matter macrostructure in pediatric mTBI. However, mTBI altered the typical course of cortical gray matter thinning up to 6 months postinjury, even after symptoms typically abate in most children. Collapsing across symptom status obscured the neurobiological heterogeneity of discrete clinical outcomes after pediatric mTBI. The results illustrate the need to examine neurobiology in relation to clinical outcomes and within a neurodevelopmental framework.
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Affiliation(s)
- Ashley L Ware
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada.
| | - Catherine Lebel
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Adrian Onicas
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Nishard Abdeen
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Miriam H Beauchamp
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Christian Beaulieu
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Bruce H Bjornson
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - William Craig
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Mathieu Dehaes
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Quynh Doan
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Sylvain Deschenes
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Stephen B Freedman
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Bradley G Goodyear
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Jocelyn Gravel
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Andrée-Anne Ledoux
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Roger Zemek
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
| | - Keith Owen Yeates
- From the Department of Psychology (A.L.W.), Georgia State University, Atlanta; Department of Neurology (A.L.W.), University of Utah, Salt Lake City; Departments of Psychology (A.L.W., A.O., K.O.Y.) and Radiology (C.L., B.G.G.), Alberta Children's Hospital Research Institute, Hotchkiss Brain Institute, University of Calgary, Alberta, Canada; Computer Vision Group (A.O.), Sano Centre for Computational Medicine, Kraków 30-054, Poland; Department of Radiology (N.A.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute; Department of Psychology (M.H.B.), University of Montreal & CHU Sainte-Justine Hospital Research Center, Québec; Department of Biomedical Engineering (C.B.), University of Alberta, Edmonton; Division of Neurology (B.H.B.), Department of Pediatrics, University of British Columbia and BC Children's Hospital Research Institute, Vancouver; University of Alberta and Stollery Children's Hospital (W.C.), Edmonton; Department of Radiology (M.D.), Radio-oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal; CHU Sainte-Justine Research Center, Québec; Department of Pediatrics (Q.D.), University of British Columbia, BC Children's Hospital Research Institute, Vancouver; CHU Sainte-Justine Research Center (S.D.), Department of Radiology, Radio-oncology and Nuclear Medicine, University of Montreal, Québec; Departments of Pediatrics and Emergency Medicine (S.B.F.), Cumming School of Medicine, University of Calgary, Alberta; Department of Pediatric Emergency Medicine (J.G.); CHU Sainte-Justine, Department of Pediatrics, University of Montréal, Québec; Children's Hospital of Eastern Ontario Research Institute (A.-A.L., R.Z.); Department of Cellular and Molecular Medicine (A.-A.L.) and Pediatrics and Emergency Medicine (R.Z.), University of Ottawa; and Department of Pediatrics and Emergency Medicine (R.Z.), University of Ottawa, Children's Hospital of Eastern Ontario Research Institute, Canada
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