[en] BACKGROUND AND OBJECTIVES: There is seemingly contradictory evidence concerning relationships between day-of-injury biomarkers and outcomes after mild traumatic brain injury (mTBI). To address this issue, we examined the association between a panel of biomarkers and multidimensional TBI outcomes. METHODS: Participants with mTBI (Glasgow coma scores [GCSs] 13-15) were selected from Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury, a European observational study recruiting patients with TBI with indication for brain CT and presentation within 24 hours. Exclusion criteria for this secondary analysis were age younger than 16 years, incomplete biomarker panel, death, or no recorded outcomes. Participants were separated into 2 groups, CT-negative and CT-positive. Multivariable binary logistic regression was used to assess the relation between the log biomarker level (glial fibrillary acidic protein [GFAP], neurofilament light [NfL], neuron-specific enolase [NSE], S100 calcium-binding protein B [S100B], tau, ubiquitin C-terminal hydrolase L1 [UCH-L1]) and dichotomized 6-month outcomes (functional outcomes [GOSE score <8], health-related quality of life [HRQoL; Quality of Life after Brain Injury-Overall Scale (QOLIBRI-OS) score <52, Short-Form 12-Item Survey version 2 Mental Component Summary (SF12v2 MCS) score <40, Short-Form 12-Item Survey version 2 Physical Component Summary (SF12v2 PCS) score <40], persistent postconcussion symptoms [Rivermead Post-Concussion Symptoms Questionnaire score ≥16], anxiety disorder [Generalized Anxiety Disorder-7 (GAD-7) score ≥8], depression [Patient Health Questionnaire-9 (PHQ-9) score ≥10], and post-traumatic stress disorder [PTSD Checklist for DSM-5 (PCL-5) score ≥33]). RESULTS: A total of 1,589 participants (865 CT-negative, 724 CT-positive) were included (77% GCS 15, median age 52 years, 66% male). Higher biomarker levels were associated with a GOSE score <8: CT-negative: S100B (odds ratio [OR] 1.78, 95% CI 1.43-2.23) and UCH-L1 (OR 1.16, 95% CI 1.01-1.33); CT-positive: GFAP (OR 1.22, 95% CI 1.11-1.36), NfL (OR 1.30, 95% CI 1.11-1.52), S100B (OR 1.51, 95% CI 1.23-1.86), tau (OR 1.36, 95% CI 1.17-1.59), and UCH-L1 (OR 1.34, 95% CI 1.17-1.53). In CT-positive participants, positive association was seen between NfL (OR 1.3, 95% CI 1.06-1.60) and UCH-L1 (OR 1.28, 95% CI 1.07-1.54) with QOLIBRI-OS; S100B (OR 1.32, 95% CI 1.02-1.70) with SF12v2 PCS; and NSE (OR 1.52, 95% CI 1.06-2.18) and UCH-L1 (OR 1.21, 95% CI 1.01-1.46) with the GAD-7. However, in CT-negative participants only, negative associations were seen between GFAP and impairment on the QOLIBRI-OS (OR 0.76, 95% CI 0.66-0.88), SF12v2 MCS (OR 0.71, 95% CI 0.61-0.82), SF12v2 PCS (OR 0.79, 95% CI 0.68-0.91), GAD-7 (OR 0.80, 0.68-0.95), PHQ-9 (OR 0.80, 95% CI 0.68-0.93), and PCL-5 (OR 0.80, 95% CI 0.66-0.97). DISCUSSION: Participants with higher biomarker levels had greater odds of impaired functional recovery. However, in CT-negative participants, higher GFAP concentrations were associated with better HRQoL and less impaired mental health. Further exploration is required of the patient phenotypes that may explain the relationships observed in this analysis.
Disciplines :
Human health sciences: Multidisciplinary, general & others
Author, co-author :
Whitehouse, Daniel P ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Wilson, Lindsay ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Czeiter, Endre ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Buki, Andras ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Wang, Kevin K W ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
von Steinbüchel, Nicole ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Zeldovich, Marina ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Steyerberg, Ewout; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Maas, Andrew I R ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Menon, David K ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Newcombe, Virginia F J ; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
CENTER-TBI Investigators and, Participants; From the Perioperative, Acute, Critical Care and Emergency Medicine (PACE) (D.P.W., D.M., V.F.J.N.), Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Division of Psychology (L.W.), University of Stirling, United Kingdom, Department of Neurosurgery (E.C.), Medical School, and Neurotrauma Research Group (E.C.), Szentagothai Research Centre, University of Pecs, Hungary, Department of Neurosurgery (A.B.), Faculty of Medicine and Health, Örebro University, Sweden, Department of Neurobiology (K.K.W.W.), Center for Neurotrauma, Multiomics & Biomarkers (CNMB) Neuroscience Institute, Morehouse School of Medicine (MSM), Atlanta, GA, Program for Neurotrauma, Neuroproteomics and Biomarker Research (K.K.W.W.), Departments of Emergency Medicine, Psychiatry and Neuroscience, University of Florida, McKnight Brain Institute, Gainesville, Institute of Psychology (N.v.S., M.Z.), University of Innsbruck, Faculty of Psychotherapy Science (M.Z.), Sigmund Freud University, Vienna, Austria, Department of Biomedical Data Sciences (E.S.), Leiden University Medical Center, the Netherlands, Department of Neurosurgery (A.I.R.M.), Antwerp University Hospital, Edegem, and Department of Translational Neuroscience (A.I.R.M.), Faculty of Medicine and Health Science, University of Antwerp, Belgium.
Nelson LD, Temkin NR, Dikmen S, et al. Recovery after mild traumatic brain injury in patients presenting to US level I trauma centers: a transforming research and clinical knowledge in traumatic brain injury (TRACK-TBI) study. JAMA Neurol. 2019;76(9): 1049-1059. doi:10.1001/jamaneurol.2019.1313
Perry DC, Sturm VE, Peterson MJ, et al. Traumatic brain injury is associated with subsequent neurologic and psychiatric disease: a meta-analysis. J Neurosurg. 2016; 124(2):511-526. doi:10.3171/2015.2.JNS14503
Scholten AC, Haagsma JA, Andriessen TMJC, et al. Health-related quality of life after mild, moderate and severe traumatic brain injury: patterns and predictors of suboptimal functioning during the first year after injury. Injury. 2015;46(4):616-624. doi: 10.1016/j.injury.2014.10.064
Teasdale TW, Engberg AW. Subjective well-being and quality of life following traumatic brain injury in adults: a long-term population-based follow-up. Brain Inj. 2005; 19(12):1041-1048. doi:10.1080/02699050500110397
Helmrich IRAR, van Klaveren D, Dijkland SA, et al. Development of prognostic models for Health-Related Quality of Life following traumatic brain injury. Qual Life Res. 2022;31(2):451-471. doi:10.1007/s11136-021-02932-z
Foks KA, van den Brand CL, Lingsma HF, et al. External validation of computed tomography decision rules for minor head injury: prospective, multicentre cohort study in The Netherlands. BMJ. 2018;362:k3527. doi:10.1136/bmj.k3527
Voormolen DC, Zeldovich M, Haagsma JA, et al. Outcomes after complicated and uncomplicated mild traumatic brain injury at three- and six-months post-injury: results from the CENTER-TBI study. J Clin Med. 2020;9(5):1525. doi:10.3390/ jcm9051525
Yue JK, Yuh EL, Korley FK, et al. Association between plasma GFAP concentrations and MRI abnormalities in patients with CT-negative traumatic brain injury in the TRACK-TBI cohort: a prospective multicentre study. Lancet Neurol. 2019;18(10): 953-961. doi:10.1016/S1474-4422(19)30282-0
Whitehouse DP, Monteiro M, Czeiter E, et al. Relationship of admission blood proteomic biomarkers levels to lesion type and lesion burden in traumatic brain injury: a CENTER-TBI study. EBioMedicine. 2022;75:103777. doi:10.1016/ j.ebiom.2021.103777
Czeiter E, Amrein K, Gravesteijn BY, et al. Blood biomarkers on admission in acute traumatic brain injury: relations to severity, CT findings and care path in the CENTER-TBI study. EBioMedicine. 2020;56:102785. doi:10.1016/ j.ebiom.2020.102785
Helmrich IRAR, Czeiter E, Amrein K, et al. Incremental prognostic value of acute serum biomarkers for functional outcome after traumatic brain injury (CENTER-TBI): an observational cohort study. Lancet Neurol. 2022;21(9):792-802. doi: 10.1016/S1474-4422(22)00218-6
Korley FK, Jain S, Sun X, et al. Prognostic value of day-of-injury plasma GFAP and UCH-L1 concentrations for predicting functional recovery after traumatic brain injury in patients from the US TRACK-TBI cohort: an observational cohort study. Lancet Neurol. 2022;21(9):803-813. doi:10.1016/S1474-4422(22) 00256-3
Kulbe JR, Jain S, Nelson LD, et al. Association of day-of-injury plasma glial fibrillary acidic protein concentration and six-month posttraumatic stress disorder in patients with mild traumatic brain injury. Neuropsychopharmacology. 2022;47(13):2300-2308. doi:10.1038/s41386-022-01359-5
Temkin N, MacHamer J, Dikmen S, et al. Risk factors for high symptom burden three months after traumatic brain injury and implications for clinical trial design: a transforming research and clinical knowledge in traumatic brain injury study. J Neurotrauma. 2022;39(21-22):1524-1532. doi:10.1089/neu.2022.0113
Steyerberg EW, Wiegers E, Sewalt C, et al. Case-mix, care pathways, and outcomes in patients with traumatic brain injury in CENTER-TBI: a European prospective, multicentre, longitudinal, cohort study. Lancet Neurol. 2019;18(10):923-934. doi: 10.1016/S1474-4422(19)30232-7
Maas AIR, Menon DK, Steyerberg EW, et al. Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI): a prospective longitudinal observational study. Neurosurgery. 2015;76(1):67-80. doi:10.1227/ NEU.0000000000000575
Vande Vyvere T, Wilms G, Claes L, et al. Central versus local radiological reading of acute computed tomography characteristics in multi-center traumatic brain injury research. J Neurotrauma. 2019;36(7):1080-1092. doi:10.1089/neu.2018.6061
Wilson JTL, Pettigrew LEL, Teasdale GM. Structured interviews for the Glasgow Outcome Scale and the extended Glasgow Outcome Scale: guidelines for their use. J Neurotrauma. 1998;15(8):573-585. doi:10.1089/neu.1998.15.573
Kunzmann K, Wernisch L, Richardson S, et al. Imputation of ordinal outcomes: a comparison of approaches in traumatic brain injury. J Neurotrauma. 2021;38(4): 455-463. doi:10.1089/neu.2019.6858
Von Steinbuechel N, Wilson L, Gibbons H, et al. QOLIBRI overall scale: a brief index of health-related quality of life after traumatic brain injury. J Neurol Neurosurg Psychiatry. 2012;83(11):1041-1047. doi:10.1136/jnnp-2012-302361
Wilson L, Marsden-Loftus I, Koskinen S, et al. Interpreting quality of life after brain injury scores: cross-walk with the short form-36. J Neurotrauma. 2017;34(1):59-65. doi:10.1089/neu.2015.4287
Ware JE, Kosinski M, Keller SD. A 12-Item Short-Form Health Survey: construction of scales and preliminary tests of reliability and validity. Med Care. 1996;34(3): 220-233. doi:10.1097/00005650-199603000-00003
King NS, Crawford S, Wenden FJ, Moss NEG, Wade DT. The Rivermead Post Concussion Symptoms Questionnaire: a measure of symptoms commonly experienced after head injury and its reliability. J Neurol. 1995;242(9):587-592. doi: 10.1007/BF00868811
Kroenke K, Spitzer RL, Williams JBW, Monahan PO, Löwe B. Anxiety disorders in primary care: prevalence, impairment, comorbidity, and detection. Ann Intern Med. 2007;146(5):317-325. doi:10.7326/0003-4819-146-5-200703060-00004
Kroenke K, Spitzer RL, Williams JBW. The PHQ-9: validity of a brief depression severity measure. J Gen Intern Med. 2001;16(9):606-613. doi:10.1046/j.1525-1497.2001.016009606.x
Stein MB, Jain S, Giacino JT, et al. Risk of posttraumatic stress disorder and major depression in civilian patients after mild traumatic brain injury: a TRACK-TBI study. JAMA Psychiatry. 2019;76(3):249-258. doi:10.1001/jamapsychiatry.2018.4288
Benjamini Y, Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Ser B Stat Methodol. 1995;57(1): 289-300. doi:10.1111/j.2517-6161.1995.tb02031.x
Hier DB, Obafemi-Ajayi T, Thimgan MS, et al. Blood biomarkers for mild traumatic brain injury: a selective review of unresolved issues. Biomark Res. 2021;9(1):70. doi: 10.1186/s40364-021-00325-5
Sass D, Guedes VA, Smith EG, et al. Sex differences in behavioral symptoms and the levels of circulating GFAP, tau, and NfL in patients with traumatic brain injury. Front Pharmacol. 2021;12:746491. doi:10.3389/fphar.2021.746491
Thelin EP, Nelson DW, Bellander BM. A review of the clinical utility of serum S100B protein levels in the assessment of traumatic brain injury. Acta Neurochir (Wien). 2017;159(2):209-225. doi:10.1007/s00701-016-3046-3
Gardner RC, Rubenstein R, Wang KKW, et al. Age-related differences in diagnostic accuracy of plasma glial fibrillary acidic protein and tau for identifying acute intracranial trauma on computed tomography: a TRACK-TBI study. J Neurotrauma. 2018;35(20):2341-2350. doi:10.1089/neu.2018.5694
Silverberg ND, Iverson GL, Cogan A, et al. The American Congress of Rehabilitation Medicine diagnostic criteria for mild traumatic brain injury. Arch Phys Med Rehabil. 2023;104(8):1343-1355. doi:10.1016/j.apmr.2023.03.036
CENTER-TBI. Ethical Approval [online]. 2024. Accessed December 5, 2023. center-tbi.eu/project/ethical-approval.
CENTER-TBI. Data Sharing Policy [online]. 2024. Accessed December 5, 2023. center-tbi.eu/data/sharing.
Wilson L, Horton L, Polinder S, et al. Tailoring multi-dimensional outcomes to level of functional recovery after traumatic brain injury. J Neurotrauma. 2022;39(19-20): 1363-1381. doi:10.1089/neu.2022.0013
Reyes J, Spitz G, Major BP, et al. Utility of acute and subacute blood biomarkers to assist diagnosis in CT negative isolated mild traumatic brain injury. Neurology. 2023; 101(20):e1992-e2004. doi:10.1212/WNL.0000000000207881
Papa L, Brophy GM, Alvarez W, et al. Sex differences in time course and diagnostic accuracy of GFAP and UCH-L1 in trauma patients with mild traumatic brain injury. Sci Rep. 2023;13(1):11833. doi:10.1038/s41598-023-38804-4
Nelson LD, Kramer MD, Joyner KJ, et al. Relationship between transdiagnostic dimensions of psychopathology and traumatic brain injury (TBI): a TRACK-TBI study. J Abnorm Psychol. 2021;130(5):423-434. doi:10.1037/abn0000672
Bryant RA, Creamer M, O’Donnell M, Silove D, Clark CR, McFarlane AC. Post-traumatic amnesia and the nature of post-traumatic stress disorder after mild traumatic brain injury. J Int Neuropsychol Soc. 2009;15(6):862-867. doi:10.1017/S1355617709990671
Seabury SA, Gaudette É, Goldman DP, et al. Assessment of follow-up care after emergency department presentation for mild traumatic brain injury and concussion: results from the TRACK-TBI study. JAMA Netw Open. 2018;1:e180210. doi: 10.1001/jamanetworkopen.2018.0210
Bivona U, Costa A, Contrada M, et al. Depression, apathy and impaired self-awareness following severe traumatic brain injury: a preliminary investigation. Brain Inj. 2019; 33(9):1245-1256. doi:10.1080/02699052.2019.1641225
Murphy-Royal C, Gordon GR, Bains JS. Stress-induced structural and functional modifications of astrocytes: further implicating glia in the central response to stress. Glia. 2019;67(10):1806-1820. doi:10.1002/glia.23610
Gittins RA, Harrison PJ. A morphometric study of glia and neurons in the anterior cingulate cortex in mood disorder. J Affect Disord. 2011;133(1-2):328-332. doi: 10.1016/j.jad.2011.03.042
Natale G, Kritikos M, Kuan P-F, et al. Glial suppression and post-traumatic stress disorder: a cross-sectional study of 1,520 world trade center responders. Brain Behav Immun Health. 2023;30:100631. doi:10.1016/j.bbih.2023.100631
Steinacker P, Al Shweiki MR, Oeckl P, et al. Glial fibrillary acidic protein as blood biomarker for differential diagnosis and severity of major depressive disorder. J Psychiatr Res. 2021;144:54-58. doi:10.1016/j.jpsychires.2021.09.012
Weis CN, Webb EK, deRoon-Cassini TA, Larson CL. Emotion dysregulation following trauma: shared neurocircuitry of traumatic brain injury and trauma-related psychiatric disorders. Biol Psychiatry. 2022;91(5):470-477. doi:10.1016/j.biopsych.2021.07.023
Mikolić A, Steyerberg EW, Polinder S, et al. Prognostic models for global functional outcome and post-concussion symptoms following mild traumatic brain injury: a Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) study. J Neurotrauma. 2023;40(15-16):1651-1670. doi:10.1089/neu.2022.0320
Richter S, Stevenson S, Newman T, et al. Handling of missing outcome data in traumatic brain injury research: a systematic review. J Neurotrauma. 2019;36(19): 2743-2752. doi:10.1089/neu.2018.6216
Lecky FE, Otesile O, Marincowitz C, et al. The burden of traumatic brain injury from low-energy falls among patients from 18 countries in the CENTER-TBI Registry: a comparative cohort study. PLoS Med. 2021;18(9):e1003761. doi:10.1371/ journal.pmed.1003761