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Lubbers VF, van den Hoven DJ, van der Naalt J, Jellema K, van den Brand C, Backus B. Emergency Department Risk Factors for Post-Concussion Syndrome After Mild Traumatic Brain Injury: A Systematic Review. J Neurotrauma 2024; 41:1253-1270. [PMID: 38390830 DOI: 10.1089/neu.2023.0302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2024] Open
Abstract
Approximately 16% of patients with mild traumatic brain injury (mTBI) develop a post-concussion syndrome (PCS) with persistent physical, neurological, and behavioral complaints. PCS has a great impact on a patient's quality of life, often decreases the ability to return to work, and henceforth has a great economic impact. Recent studies suggest that early treatment can greatly improve prognosis and prevent long-term effects in these patients. However, early recognition of patients at high risk of PCS remains difficult. The objective of this systematic review is to assess risk factors associated with the development of PCS, primarily aimed at the group of non-hospitalized patients who were seen with mTBI at the emergency department (ED). We searched PubMed/MEDLINE, Cochrane Library and EMBASE on September 23, 2022, for prospective studies that assessed the risk factors for the development of PCS. Exclusion criteria were: retrospective studies; > 20% computed tomography (CT) abnormalities, <18 years of age, follow-up <4 weeks, severe trauma, and study population <100 patients. The search strategy identified 1628 articles, of which 17 studies met eligibility criteria. Risk factors found in this systematic review are pre-existing psychiatric history, headache at the ED, neurological symptoms at the ED, female sex, CT abnormalities, pre-existent sleeping problems, and neck pain at the ED. This systematic review identified seven risk factors for development of PCS in patients with mTBI. Future research should assess if implementation of these risk factors into a risk stratification tool will assist the emergency physician in the identification of patients at high risk of PCS.
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Affiliation(s)
- Veerle F Lubbers
- Erasmus University Medical Center, Rotterdam, the Netherlands
- Haaglanden Medical Center, the Hague, the Netherlands
| | | | | | - Korné Jellema
- Haaglanden Medical Center, the Hague, the Netherlands
| | - Crispijn van den Brand
- Erasmus University Medical Center, Rotterdam, the Netherlands
- Elisabeth Tweesteden Ziekenhuis, Tilburg, the Netherlands
| | - Barbra Backus
- Franciscus Gasthuis and Vlietland Hospital, Rotterdam, the Netherlands
- Elisabeth Tweesteden Ziekenhuis, Tilburg, the Netherlands
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Porter KE, Stein MB, Grau PP, Kim HM, Powell C, Hoge CW, Venners MR, Smith ER, Martis B, Simon NM, Liberzon I, Rauch SAM. Impact of PTSD treatment on postconcussive symptoms in veterans: A comparison of sertraline, prolonged exposure, and their combination. J Psychiatr Res 2024; 173:64-70. [PMID: 38503135 DOI: 10.1016/j.jpsychires.2024.03.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 02/29/2024] [Accepted: 03/07/2024] [Indexed: 03/21/2024]
Abstract
Many Veterans who served in Iraq and Afghanistan struggle with posttraumatic stress disorder (PTSD) and the effects of traumatic brain injuries (TBI). Some people with a history of TBI report a constellation of somatic, cognitive, and emotional complaints that are often referred to as postconcussive symptoms (PCS). Research suggests these symptoms may not be specific to TBI. This study examined the impact of PTSD treatment on PCS in combat Veterans seeking treatment for PTSD. As part of a larger randomized control trial, 198 Operation Iraqi Freedom, Operation Enduring Freedom, Operation New Dawn (OIF/OEF/OND) Veterans with PTSD received Prolonged Exposure Therapy, sertraline, or the combination. Potential deployment related TBI, PCS, PTSD and depression symptoms were assessed throughout treatment. Linear mixed models were used to predict PCS change over time across the full sample and treatment arms, and the association of change in PTSD and depression symptoms on PCS was also examined. Patterns of change for the full sample and the subsample of those who reported a head injury were examined. Results showed that PCS decreased with treatment. There were no significant differences across treatments. No significant differences were found in the pattern of symptom change based on TBI screening status. Shifts in PCS were predicted by change PTSD and depression. Results suggest that PCS reduced with PTSD treatment in this population and are related to shift in depression and PTSD severity, further supporting that reported PCS symptoms may be better understood as non-specific symptoms.
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Affiliation(s)
- Katherine E Porter
- Mental Health Service Line, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA; Department of Psychiatry, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA.
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA; Mental Health Service Care VA San Diego Healthcare System, San Diego, CA, USA
| | - Peter P Grau
- Mental Health Service Line, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA; Department of Psychiatry, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA; VA Serious Mental Illness Treatment Resource and Evaluation Center (SMITREC), Ann Arbor, MI, USA
| | - H Myra Kim
- University of Michigan, Consulting for Statistics, Computing and Analytics Research, Ann Arbor, MI, USA
| | - Corey Powell
- University of Michigan, Consulting for Statistics, Computing and Analytics Research, Ann Arbor, MI, USA
| | - Charles W Hoge
- Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Margaret R Venners
- National Center for PTSD, Dissemination and Training Division, VA Palo Alto Healthcare System, Menlo, Park, CA, USA; Research Service Line, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA
| | - Erin R Smith
- Mental Health Service Line, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA; Department of Psychiatry, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Brian Martis
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA; Mental Health Service Care VA San Diego Healthcare System, San Diego, CA, USA
| | - Naomi M Simon
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA
| | - Israel Liberzon
- Department of Psychiatry & Behavioral Science, Texas A&M Health, Bryan, TX, USA
| | - Sheila A M Rauch
- Research Service Line, Atlanta VA Medical Center, Decatur, GA, USA; Mental Health Service Line, Atlanta VA Medical Center, Decatur, GA, USA; Emory University School of Medicine, Atlanta, GA, USA
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Clarke GJB, Skandsen T, Zetterberg H, Follestad T, Einarsen CE, Vik A, Mollnes TE, Pischke SE, Blennow K, Håberg AK. Longitudinal Associations Between Persistent Post-Concussion Symptoms and Blood Biomarkers of Inflammation and CNS-Injury After Mild Traumatic Brain Injury. J Neurotrauma 2024; 41:862-878. [PMID: 38117157 DOI: 10.1089/neu.2023.0419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023] Open
Abstract
The aim of our study was to investigate the biological underpinnings of persistent post-concussion symptoms (PPCS) at 3 months following mild traumatic brain injury (mTBI). Patients (n = 192, age 16-60 years) with mTBI, defined as Glasgow Coma Scale (GCS) score between 13 and 15, loss of consciousness (LOC) <30 min, and post-traumatic amnesia (PTA) <24 h were included. Blood samples were collected at admission (within 72 h), 2 weeks, and 3 months. Concentrations of blood biomarkers associated with central nervous system (CNS) damage (glial fibrillary acidic protein [GFAP], neurofilament light [NFL], and tau) and inflammation (interferon gamma [IFNγ], interleukin [IL]-8, eotaxin, macrophage inflammatory protein-1-beta [MIP]-1β, monocyte chemoattractant protein [MCP]-1, interferon-gamma-inducible protein [IP]-10, IL-17A, IL-9, tumor necrosis factor [TNF], basic fibroblast growth factor [FGF]-basic platelet-derived growth factor [PDGF], and IL-1 receptor antagonist [IL-1ra]) were obtained. Demographic and injury-related factors investigated were age, sex, GCS score, LOC, PTA duration, traumatic intracranial finding on magnetic resonance imaging (MRI; within 72 h), and extracranial injuries. Delta values, that is, time-point differences in biomarker concentrations between 2 weeks minus admission and 3 months minus admission, were also calculated. PPCS was assessed with the British Columbia Post-Concussion Symptom Inventory (BC-PSI). In single variable analyses, longer PTA duration and a higher proportion of intracranial findings on MRI were found in the PPCS group, but no single biomarker differentiated those with PPCS from those without. In multi-variable models, female sex, longer PTA duration, MRI findings, and lower GCS scores were associated with increased risk of PPCS. Inflammation markers, but not GFAP, NFL, or tau, were associated with PPCS. At admission, higher concentrations of IL-8 and IL-9 and lower concentrations of TNF, IL-17a, and MCP-1 were associated with greater likelihood of PPCS; at 2 weeks, higher IL-8 and lower IFNγ were associated with PPCS; at 3 months, higher PDGF was associated with PPCS. Higher delta values of PDGF, IL-17A, and FGF-basic at 2 weeks compared with admission, MCP-1 at 3 months compared with admission, and TNF at 2 weeks and 3 months compared with admission were associated with greater likelihood of PPCS. Higher IL-9 delta values at both time-point comparisons were negatively associated with PPCS. Discriminability of individual CNS-injury and inflammation biomarkers for PPCS was around chance level, whereas the optimal combination of biomarkers yielded areas under the curve (AUCs) between 0.62 and 0.73. We demonstrate a role of biological factors on PPCS, including both positive and negative effects of inflammation biomarkers that differed based on sampling time-point after mTBI. PPCS was associated more with acute inflammatory processes, rather than ongoing inflammation or CNS-injury biomarkers. However, the modest discriminative ability of the models suggests other factors are more important in the development of PPCS.
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Affiliation(s)
- Gerard Janez Brett Clarke
- Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Toril Skandsen
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
- UK Dementia Research Institute at UCL, University College London, London, United Kingdom
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Turid Follestad
- Department of Clinical and Molecular Medicine, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinical Research Unit Central Norway, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Cathrine Elisabeth Einarsen
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Anne Vik
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Neurosurgery, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Tom Eirik Mollnes
- Department of Immunology, Department of Anesthesiology and Intensive Care Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
- Center of Molecular Inflammation Research, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Søren Erik Pischke
- Department of Immunology, Department of Anesthesiology and Intensive Care Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
- Clinic for Emergencies and Critical Care, Department of Anesthesiology and Intensive Care Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Asta Kristine Håberg
- Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
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Boucher V, Frenette J, Neveu X, Tardif PA, Mercier É, Chauny JM, Berthelot S, Archambault P, Lee J, Perry JJ, McRae A, Lang E, Moore L, Cameron P, Ouellet MC, de Guise E, Swaine B, Émond M, Le Sage N. Lack of association between four biomarkers and persistent post-concussion symptoms after a mild traumatic brain injury. J Clin Neurosci 2023; 118:34-43. [PMID: 37857062 DOI: 10.1016/j.jocn.2023.10.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 08/07/2023] [Accepted: 10/10/2023] [Indexed: 10/21/2023]
Abstract
Approximately 15 % of individuals who sustained a mild Traumatic Brain Injury (TBI) develop persistent post-concussion symptoms (PPCS). We hypothesized that blood biomarkers drawn in the Emergency Department (ED) could help predict PPCS. The main objective of this project was to measure the association between four biomarkers and PPCS at 90 days post mild TBI. We conducted a prospective cohort study in seven Canadian EDs. Patients aged ≥ 14 years presenting to the ED within 24 h of a mild TBI who were discharged were eligible. Clinical data and blood samples were collected in the ED, and a standardized questionnaire was administered 90 days later to assess the presence of symptoms. The following biomarkers were analyzed: S100B protein, Neuron Specific Enolase (NSE), cleaved-Tau (c-Tau) and Glial Fibrillary Acidic Protein (GFAP). The primary outcome measure was the presence of PPCS at 90 days after trauma. Relative risks and Areas Under the Curve (AUC) were computed. A total of 595 patients were included, and 13.8 % suffered from PPCS at 90 days. The relative risk of PPCS was 0.9 (95 % CI: 0.5-1.8) for S100B ≥ 20 pg/mL, 1.0 (95 % CI: 0.6-1.5) for NSE ≥ 200 pg/mL, 3.4 (95 % CI: 0.5-23.4) for GFAP ≥ 100 pg/mL, and 1.0 (95 % CI: 0.6-1.8) for C-Tau ≥ 1500 pg/mL. AUC were 0.50, 0.50, 0.51 and 0.54, respectively. Among mild TBI patients, S100B protein, NSE, c-Tau or GFAP do not seem to predict PPCS. Future research testing of other biomarkers is needed to determine their usefulness in predicting PPCS.
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Affiliation(s)
- Valérie Boucher
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada
| | - Jérôme Frenette
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada; Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada
| | - Xavier Neveu
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada
| | - Pier-Alexandre Tardif
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada
| | - Éric Mercier
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada; Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada; VITAM-Centre de recherche en santé durable, 2480 Chem. de la Canardière, Québec, Québec G1J 2G1, Canada
| | - Jean-Marc Chauny
- Faculté de médecine, Université de Montréal, 2900 Edouard Montpetit Blvd, Montréal, Québec H3T 1J4, Canada
| | - Simon Berthelot
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada; Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada
| | - Patrick Archambault
- Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada; VITAM-Centre de recherche en santé durable, 2480 Chem. de la Canardière, Québec, Québec G1J 2G1, Canada; Centre de recherche du CISSS de Chaudière-Appalaches, 143 Rue Wolfe, Lévis, Québec, QC G6V 3Z1, Canada
| | - Jacques Lee
- Sunnybrook Health Science Center, 2075 Bayview Ave, Toronto, Ontario M4N 3M5, Canada; Schwartz-Reisman Emergency Medicine Institute, Mount Sinai Hospital, 600 University Ave, Toronto, Ontario M5G 1X5, Canada
| | - Jeffrey J Perry
- The Ottawa Hospital Research Institute, 501 Smyth Box 511, Ottawa, Ontario K1H 8L6, Canada; Department of Emergency Medicine, University of Ottawa, 75 Laurier Ave E, Ottawa, Ontario K1N 6N5, Canada
| | - Andrew McRae
- Department of Emergency Medicine, University of Calgary, 2500 University Dr NW, Calgary, Alberta T2N 1N4, Canada; Foothills Medical Centre, 1403 29 St NW, Calgary, Alberta T2N 2T9, Canada
| | - Eddy Lang
- Department of Emergency Medicine, University of Calgary, 2500 University Dr NW, Calgary, Alberta T2N 1N4, Canada; Foothills Medical Centre, 1403 29 St NW, Calgary, Alberta T2N 2T9, Canada
| | - Lynne Moore
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada; Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada
| | - Peter Cameron
- Alfred Emergency and Trauma Centre, Monash University, 55 Commercial Rd, Melbourne, VIC 3004, Australia
| | - Marie-Christine Ouellet
- Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada; Centre interdisciplinaire de recherche en réadaptation et intégration sociale (CIRRIS), 525 Bd Wilfrid-Hamel, Québec, Québec G1M 2S8, Canada
| | - Elaine de Guise
- Département de psychologie, Université de Montréal, 2900, boul. Édouard-Montpetit, Montréal, Québec H3T 1J4, Canada; Centre de recherche interdisciplinaire en réadaptation (CRIR) du Montréal métropolitain, 6363, chemin Hudson, Montréal, Québec H3S 1M9, Canada
| | - Bonnie Swaine
- Faculté de médecine, Université de Montréal, 2900 Edouard Montpetit Blvd, Montréal, Québec H3T 1J4, Canada; Centre de recherche interdisciplinaire en réadaptation (CRIR) du Montréal métropolitain, 6363, chemin Hudson, Montréal, Québec H3S 1M9, Canada
| | - Marcel Émond
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada; Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada; VITAM-Centre de recherche en santé durable, 2480 Chem. de la Canardière, Québec, Québec G1J 2G1, Canada
| | - Natalie Le Sage
- CHU de Québec-Université Laval Research Centre, 1401, 18e rue, Québec, Québec G1J 1Z4, Canada; Faculté de médecine, Université Laval, 1050 Av. de la Médecine, Québec, Québec G1V 0A6, Canada; VITAM-Centre de recherche en santé durable, 2480 Chem. de la Canardière, Québec, Québec G1J 2G1, Canada.
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Martindale C, Presson AP, Schwedt TJ, Brennan KC, Cortez MM. Sensory hypersensitivities are associated with post-traumatic headache-related disability. Headache 2023; 63:1061-1069. [PMID: 37638410 PMCID: PMC10854013 DOI: 10.1111/head.14604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 05/25/2023] [Accepted: 05/29/2023] [Indexed: 08/29/2023]
Abstract
OBJECTIVE To examine whether sensory hypersensitivity contributes to headache-related disability in a secondary analysis of patients with post-traumatic headache. BACKGROUND Up to one-third of individuals with traumatic brain injuries report persistent headache 3 months post-injury. High rates of allodynia and photophobia have been observed in clinical studies and animal models of post-traumatic headache, but we do not fully understand how sensory amplifications impact post-traumatic headache-related disability. METHODS We identified a cross-sectional sample of patients from the American Registry for Migraine Research database with new or worsening headaches post-head injury from 2016 to 2020 and performed a secondary analysis of those data. We modeled the relationship between sensory sensitivity and Migraine Disability Assessment scores using questionnaires. Candidate variables included data collection features (study site and year), headache-related and general clinical features (headache frequency, migraine diagnosis, abuse history, sex, age, cognitive and affective symptom scores), and sensory symptoms (related to light, sound, and touch sensitivity). RESULTS The final sample included 193 patients (median age 46, IQR 22; 161/193, 83.4% female). Migraine Disability Assessment scores ranged from 0 to 260 (median 47, IQR 87). The final model included allodynia, hyperacusis, photosensitivity, headache days per month, abuse history, anxiety and depression, cognitive dysfunction, and age (R2 = 0.43). An increase of one point in allodynia score corresponded to a 3% increase in headache disability (95% CI: 0%-7%; p = 0.027), an increase of one-tenth of a point in the photosensitivity score corresponded to a 12% increase (95% CI: 3%-25%; p = 0.002), and an increase of one point in the hyperacusis score corresponded to a 2% increase (95% CI: 0%-4%; p = 0.016). CONCLUSIONS Increased photosensitivity, allodynia, and hyperacusis were associated with increased headache-related disability in this sample of patients with post-traumatic headache. Symptoms of sensory amplification likely contribute to post-traumatic headache-related disability and merit an ongoing investigation into their potential as disease markers and treatment targets.
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Affiliation(s)
| | - Angela P. Presson
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA
| | | | - K. C. Brennan
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA
| | - Melissa M. Cortez
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA
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Mikolić A, Steyerberg EW, Polinder S, Wilson L, Zeldovich M, von Steinbuechel N, Newcombe VF, Menon DK, van der Naalt J, Lingsma HF, Maas AI, van Klaveren D. 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; 40:1651-1670. [PMID: 37078144 PMCID: PMC10458380 DOI: 10.1089/neu.2022.0320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/21/2023] Open
Abstract
After mild traumatic brain injury (mTBI), a substantial proportion of individuals do not fully recover on the Glasgow Outcome Scale Extended (GOSE) or experience persistent post-concussion symptoms (PPCS). We aimed to develop prognostic models for the GOSE and PPCS at 6 months after mTBI and to assess the prognostic value of different categories of predictors (clinical variables; questionnaires; computed tomography [CT]; blood biomarkers). From the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) study, we included participants aged 16 or older with Glasgow Coma Score (GCS) 13-15. We used ordinal logistic regression to model the relationship between predictors and the GOSE, and linear regression to model the relationship between predictors and the Rivermead Post-concussion Symptoms Questionnaire (RPQ) total score. First, we studied a pre-specified Core model. Next, we extended the Core model with other clinical and sociodemographic variables available at presentation (Clinical model). The Clinical model was then extended with variables assessed before discharge from hospital: early post-concussion symptoms, CT variables, biomarkers, or all three categories (extended models). In a subset of patients mostly discharged home from the emergency department, the Clinical model was extended with 2-3-week post-concussion and mental health symptoms. Predictors were selected based on Akaike's Information Criterion. Performance of ordinal models was expressed as a concordance index (C) and performance of linear models as proportion of variance explained (R2). Bootstrap validation was used to correct for optimism. We included 2376 mTBI patients with 6-month GOSE and 1605 patients with 6-month RPQ. The Core and Clinical models for GOSE showed moderate discrimination (C = 0.68 95% confidence interval 0.68 to 0.70 and C = 0.70[0.69 to 0.71], respectively) and injury severity was the strongest predictor. The extended models had better discriminative ability (C = 0.71[0.69 to 0.72] with early symptoms; 0.71[0.70 to 0.72] with CT variables or with blood biomarkers; 0.72[0.71 to 0.73] with all three categories). The performance of models for RPQ was modest (R2 = 4% Core; R2 = 9% Clinical), and extensions with early symptoms increased the R2 to 12%. The 2-3-week models had better performance for both outcomes in the subset of participants with these symptoms measured (C = 0.74 [0.71 to 0.78] vs. C = 0.63[0.61 to 0.67] for GOSE; R2 = 37% vs. 6% for RPQ). In conclusion, the models based on variables available before discharge have moderate performance for the prediction of GOSE and poor performance for the prediction of PPCS. Symptoms assessed at 2-3 weeks are required for better predictive ability of both outcomes. The performance of the proposed models should be examined in independent cohorts.
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Affiliation(s)
- Ana Mikolić
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Ewout W. Steyerberg
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, the Netherlands
| | - Suzanne Polinder
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Lindsay Wilson
- Division of Psychology, University of Stirling, Stirling, United Kingdom
| | - Marina Zeldovich
- Institute of Medical Psychology and Medical Sociology, University Medical Center Göttingen, Georg-August-University, Göttingen, Germany
| | - Nicole von Steinbuechel
- Institute of Medical Psychology and Medical Sociology, University Medical Center Göttingen, Georg-August-University, Göttingen, Germany
| | - Virginia F.J. Newcombe
- Division of Anesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - David K. Menon
- Division of Anesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Joukje van der Naalt
- Department of Neurology, University of Groningen, University Medical Center Groningen, the Netherlands
| | - Hester F. Lingsma
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Andrew I.R. Maas
- Department of Neurosurgery, Antwerp University Hospital and University of Antwerp, Edegem, Belgium
| | - David van Klaveren
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
- Predictive Analytics and Comparative Effectiveness Center, Institute for Clinical Research and Health Policy Studies/Tufts Medical Center, Boston, Massachusetts, USA
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7
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Marzolla MC, Wijenberg M, Stapert S, Hurks P, Schepers J, van Heugten C. Hypersensitivity to Noise and Light Over 1 Year After Mild Traumatic Brain Injury: A Longitudinal Study on Self-Reported Hypersensitivity and Its Influence on Long-Term Anxiety, Depression, and Quality of Life. J Head Trauma Rehabil 2023; 38:259-267. [PMID: 35997762 DOI: 10.1097/htr.0000000000000813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE This study aimed to investigate (1) the prevalence of self-reported sensory hypersensitivity (noise [NS] and light [LS]) over 1 year after mild traumatic brain injury (mTBI) in adults and (2) the impact of NS and LS measured 2 weeks after injury on long-term outcomes 12 months postinjury, while controlling for postconcussion symptoms. SETTING Participants were recruited from 6 hospitals in the south of the Netherlands and were tested 4 times (2 weeks, 3 months, 6 months, and 12 months postinjury), using self-report questionnaires. PARTICIPANTS In total, 186 mTBI participants (diagnosed using WHO [World Health Organization]/EFNS [European Federation of Neurological Societies] criteria at the neurology/emergency department) and 181 participants with a minor orthopedic injury in their extremities (control group). DESIGN An observational, longitudinal, multicenter cohort study. MAIN MEASURES NS and LS items (Rivermead Post-Concussion Symptoms Questionnaire) were used as main outcome variables to determine sensory hypersensitivity symptoms. Additional outcomes included anxiety, depression, health-related quality of life (HRQoL), and life satisfaction. RESULTS There was an elevated prevalence of NS and LS between 2 weeks and 3 months after injury in the mTBI group compared with controls. Approximately 3% of mTBI patients had persistent hypersensitivity symptoms during the whole course of the study. At 12 months postinjury, the mTBI and control groups did not differ in the prevalence of persistent hypersensitivity symptoms. There was no evidence of a predictive value of hypersensitivity within 2 weeks postinjury on anxiety, depression, HRQoL, or life satisfaction, 12 months later after controlling for postconcussion symptoms. CONCLUSIONS These results not only confirm the presence of hypersensitivity symptoms after mTBI in the subacute stage but also provide assurance about the small size of the group that experiences persistent symptoms. Furthermore, there was no evidence that early NS and LS are uniquely associated with long-term emotional and quality-of-life outcomes, over and above general levels of postconcussion symptoms.
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Affiliation(s)
- Marilien C Marzolla
- Department of Neuropsychology and Psychopharmacology (Ms Marzolla and Drs Stapert, Hurks, and van Heugten), Section of Teaching and Innovation of Learning (Dr Wijenberg), and Department of Methodology and Statistics (Dr Schepers), Faculty of Psychology and Neuroscience, and Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience (Dr van Heugten), Maastricht University, Maastricht, the Netherlands; Limburg Brain Injury Centre, Maastricht, the Netherlands (Ms Marzolla and Dr van Heugten); Department of Brain Injury Rehabilitation, Adelante Rehabilitation Centre of Expertise in Rehabilitation and Audiology, Hoensbroek, the Netherlands (Dr Wijenberg); and Department of Clinical and Medical Psychology, Zuyderland Medical Centre, Sittard-Geleen, the Netherlands (Dr Stapert)
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8
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Thielen H, Tuts N, Welkenhuyzen L, Huenges Wajer IMC, Lafosse C, Gillebert CR. Sensory sensitivity after acquired brain injury: A systematic review. J Neuropsychol 2023; 17:1-31. [PMID: 35773750 DOI: 10.1111/jnp.12284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 06/01/2022] [Accepted: 06/07/2022] [Indexed: 11/30/2022]
Abstract
Patients with acquired brain injury frequently report experiencing sensory stimuli as abnormally under- (sensory hyposensitivity) or overwhelming (sensory hypersensitivity). Although they can negatively impact daily functioning, these symptoms are poorly understood. To provide an overview of the current evidence on atypical sensory sensitivity after acquired brain injury, we conducted a systematic literature review. The primary aim of the review was to investigate the behavioural and neural mechanisms that are associated with self-reported sensory sensitivity. Studies were included when they studied sensory sensitivity in acquired brain injury populations, and excluded when they were not written in English, consisted of non-empirical research, did not study human subjects, studied pain, related sensory sensitivity to peripheral injury or studied patients with a neurodegenerative disorder, meningitis, encephalitis or a brain tumour. The Web of Science, PubMed and Scopus databases were searched for appropriate studies. A qualitative synthesis of the results of the 81 studies that were included suggests that abnormal sensory thresholds and a reduced information processing speed are candidate behavioural mechanisms of atypical subjective sensory sensitivity after acquired brain injury. Furthermore, there was evidence for an association between subjective sensory sensitivity and structural grey or white matter abnormalities, and to functional abnormalities in sensory cortices. However, further research is needed to explore the causation of atypical sensory sensitivity. In addition, there is a need for the development of adequate diagnostic tools. This can significantly advance the quantity and quality of research on the prevalence, aetiology, prognosis and treatment of these symptoms.
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Affiliation(s)
- Hella Thielen
- Department Brain and Cognition, Leuven Brain Institute (LBI), KU Leuven, Leuven, Belgium
| | - Nora Tuts
- Department Brain and Cognition, Leuven Brain Institute (LBI), KU Leuven, Leuven, Belgium
| | - Lies Welkenhuyzen
- Department Brain and Cognition, Leuven Brain Institute (LBI), KU Leuven, Leuven, Belgium.,Department Psychology, Hospital East-Limbourgh, Genk, Belgium.,TRACE, Centre for Translational Psychological Research, KU Leuven - Hospital East-Limbourgh, Genk, Belgium
| | - Irene M C Huenges Wajer
- Department of Neurology and Neurosurgery, University Medical Center Utrecht, Utrecht, The Netherlands.,Experimental Psychology, Utrecht University, Utrecht, The Netherlands
| | | | - Céline R Gillebert
- Department Brain and Cognition, Leuven Brain Institute (LBI), KU Leuven, Leuven, Belgium.,TRACE, Centre for Translational Psychological Research, KU Leuven - Hospital East-Limbourgh, Genk, Belgium
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9
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Le Sage N, Chauny JM, Berthelot S, Archambault P, Neveu X, Moore L, Boucher V, Frenette J, De Guise É, Ouellet MC, Lee J, McRae AD, Lang E, Émond M, Mercier É, Tardif PA, Swaine B, Cameron P, Perry JJ. Post-Concussion Symptoms Rule: Derivation and Validation of a Clinical Decision Rule for Early Prediction of Persistent Symptoms after a Mild Traumatic Brain Injury. J Neurotrauma 2022; 39:1349-1362. [PMID: 35765917 PMCID: PMC9529302 DOI: 10.1089/neu.2022.0026] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
Mild traumatic brain injury (mTBI) is a common problem. Depending on diagnostic criteria, 13 to 62% of those patients develop persistent post-concussion symptoms (PPCS). The main objective of this prospective multi-center study is to derive and validate a clinical decision rule (CDR) for the early prediction of PPCS. Patients aged ≥14 years were included if they presented to one of our seven participating emergency departments (EDs) within 24 h of an mTBI. Clinical data were collected in the ED, and symptom evolution was assessed at 7, 30 and 90 days post-injury using the Rivermead Post-Concussion Questionnaire (RPQ). The primary outcome was PPCS at 90 days after mTBI. A predictive model called the Post-Concussion Symptoms Rule (PoCS Rule) was developed using the methodological standards for CDR. Of the 1083 analyzed patients (471 and 612 for the derivation and validation cohorts, respectively), 15.6% had PPCS. The final model included the following factors assessed in the ED: age, sex, history of prior TBI or mental health disorder, headache in ED, cervical sprain and hemorrhage on computed tomography. The 7-day follow-up identified additional risk factors: headaches, sleep disturbance, fatigue, sensitivity to light, and RPQ ≥21. The PoCS Rule had a sensitivity of 91.4% and 89.6%, a specificity of 53.8% and 44.7% and a negative predictive value of 97.2% and 95.8% in the derivation and validation cohorts, respectively. The PoCS Rule will help emergency physicians quickly stratify the risk of PPCS in mTBI patients and better plan post-discharge resources.
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Affiliation(s)
- Natalie Le Sage
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
- VITAM-Centre de recherche en santé durable, Université Laval, Québec, Canada
| | - Jean-Marc Chauny
- Department of Emergency Medicine, Université de Montréal, Quebec, Canada
| | - Simon Berthelot
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Patrick Archambault
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Xavier Neveu
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Lynne Moore
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Valérie Boucher
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Jérôme Frenette
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Élaine De Guise
- Department of Emergency Medicine, McGill University, Québec, Canada
| | | | - Jacques Lee
- Department of Emergency Medicine, University of Toronto, Ontario, Canada
| | - Andrew D. McRae
- Department of Emergency Medicine, University of Calgary, Alberta, Canada
| | - Eddy Lang
- Department of Emergency Medicine, University of Calgary, Alberta, Canada
| | - Marcel Émond
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | - Éric Mercier
- CHU de Québec-Université Laval Research Centre, Université Laval, Québec, Canada
| | | | - Bonnie Swaine
- Department of Emergency Medicine, Université de Montréal, Quebec, Canada
| | - Peter Cameron
- Department of Epidemiology and Preventive Medicine, Monash University Melbourne, Victoria, Australia
| | - Jeffrey J. Perry
- Department of Emergency Medicine, Ottawa Hospital Research Institute, Ontario, Canada
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10
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Madhok DY, Rodriguez RM, Barber J, Temkin NR, Markowitz AJ, Kreitzer N, Manley GT. Outcomes in Patients With Mild Traumatic Brain Injury Without Acute Intracranial Traumatic Injury. JAMA Netw Open 2022; 5:e2223245. [PMID: 35976650 PMCID: PMC9386538 DOI: 10.1001/jamanetworkopen.2022.23245] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
IMPORTANCE Traumatic brain injury (TBI) affects millions of people in the US each year. Most patients with TBI seen in emergency departments (EDs) have a Glasgow Coma Scale (GCS) score of 15 and a head computed tomography (CT) scan showing no acute intracranial traumatic injury (negative head CT scan), yet the short-term and long-term functional outcomes of this subset of patients remain unclear. OBJECTIVE To describe the 2-week and 6-month recovery outcomes in a cohort of patients with mild TBI with a GCS score of 15 and a negative head CT scan. DESIGN, SETTING, AND PARTICIPANTS This cohort study analyzed participants who were enrolled from January 1, 2014, to December 31, 2018, in the Transforming Research and Clinical Knowledge in Traumatic Brain Injury (TRACK-TBI) study, a prospective, observational cohort study of patients with TBI that was conducted in EDs of 18 level I trauma centers in urban areas. Of the total 2697 participants in the TRACK-TBI study, 991 had a GCS score of 15 and negative head CT scan and were eligible for inclusion in this analysis. Data were analyzed from September 1, 2021, to May 30, 2022. MAIN OUTCOMES AND MEASURES The primary outcome was the Glasgow Outcome Scale-Extended (GOS-E) score, which was stratified according to functional recovery (GOS-E score, 8) vs incomplete recovery (GOS-E score, <8), at 2 weeks and 6 months after the injury. The secondary outcome was severity of mild TBI-related symptoms assessed by the Rivermead Post Concussion Symptoms Questionnaire (RPQ) total score. RESULTS A total of 991 participants (mean [SD] age, 38.5 [15.8] years; 631 male individuals [64%]) were included. Of these participants, 751 (76%) were followed up at 2 weeks after the injury: 204 (27%) had a GOS-E score of 8 (functional recovery), and 547 (73%) had a GOS-E scores less than 8 (incomplete recovery). Of 659 participants (66%) followed up at 6 months after the injury, 287 (44%) had functional recovery and 372 (56%) had incomplete recovery. Most participants with incomplete recovery reported that they had not returned to baseline or preinjury life (88% [479 of 546]; 95% CI, 85%-90%). Mean RPQ score was 16 (95% CI, 14-18; P < .001) points lower at 2 weeks (7 vs 23) and 18 (95% CI, 16-20; P < .001) points lower at 6 months (4 vs 22) in participants with a GOS-E score of 8 compared with those with a GOS-E score less than 8. CONCLUSIONS AND RELEVANCE This study found that most participants with a GCS score of 15 and negative head CT scan reported incomplete recovery at 2 weeks and 6 months after their injury. The findings suggest that emergency department clinicians should recommend 2-week follow-up visits for these patients to identify those with incomplete recovery and to facilitate their rehabilitation.
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Affiliation(s)
- Debbie Y. Madhok
- Department of Emergency Medicine, University of California San Francisco, San Francisco
- Department of Neurology, University of California San Francisco, San Francisco
| | - Robert M. Rodriguez
- Department of Emergency Medicine, University of California San Francisco, San Francisco
| | - Jason Barber
- Department of Neurological Surgery, University of Washington, Seattle
| | - Nancy R. Temkin
- Department of Neurological Surgery, University of Washington, Seattle
- Department of Biostatistics, University of Washington, Seattle
| | - Amy J. Markowitz
- Brain and Spinal Injury Center, Zuckerberg San Francisco General Hospital, San Francisco, California
| | - Natalie Kreitzer
- Department of Emergency Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Geoffrey T. Manley
- Brain and Spinal Injury Center, Zuckerberg San Francisco General Hospital, San Francisco, California
- Department of Neurological Surgery, University of California San Francisco, San Francisco
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Peacock WF, Kuehl D, Bazarian J, Singer AJ, Cannon C, Rafique Z, d'Etienne JP, Welch R, Clark C, Diaz-Arrastia R. Defining Acute Traumatic Encephalopathy: Methods of the "HEAD Injury Serum Markers and Multi-Modalities for Assessing Response to Trauma" (HeadSMART II) Study. Front Neurol 2021; 12:733712. [PMID: 34956041 PMCID: PMC8693379 DOI: 10.3389/fneur.2021.733712] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 10/26/2021] [Indexed: 11/13/2022] Open
Abstract
Despite an estimated 2.8 million annual ED visits, traumatic brain injury (TBI) is a syndromic diagnosis largely based on report of loss of consciousness, post-traumatic amnesia, and/or confusion, without readily available objective diagnostic tests at the time of presentation, nor an ability to identify a patient's prognosis at the time of injury. The recognition that “mild” forms of TBI and even sub-clinical impacts can result in persistent neuropsychiatric consequences, particularly when repetitive, highlights the need for objective assessments that can complement the clinical diagnosis and provide prognostic information about long-term outcomes. Biomarkers and neurocognitive testing can identify brain injured patients and those likely to have post-concussive symptoms, regardless of imaging testing results, thus providing a physiologic basis for a diagnosis of acute traumatic encephalopathy (ATE). The goal of the HeadSMART II (HEAD injury Serum markers and Multi-modalities for Assessing Response to Trauma) clinical study is to develop an in-vitro diagnostic test for ATE. The BRAINBox TBI Test will be developed in the current clinical study to serve as an aid in evaluation of patients with ATE by incorporating blood protein biomarkers, clinical assessments, and tools to measure, identify, and define associated pathologic evidence and neurocognitive impairments. This protocol proposes to collect data on TBI subjects by a multi-modality approach that includes serum biomarkers, clinical assessments, neurocognitive performance, and neuropsychological characteristics, to determine the accuracy of the BRAINBox TBI test as an aid to the diagnosis of ATE, defined herein, and to objectively determine a patient's risk of developing post-concussive symptoms.
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Affiliation(s)
| | - Damon Kuehl
- Carillion Clinic, Roanoke, VA, United States
| | - Jeff Bazarian
- Department of Emergency Medicine, University of Rochester, Rochester, NY, United States
| | - Adam J Singer
- Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, United States
| | - Chad Cannon
- University of Kansas Medical Center, Kansas City, MO, United States
| | | | - James P d'Etienne
- Integrative Emergency Service/John Peter Smith Health System, Fort Worth, TX, United States
| | - Robert Welch
- Detroit Medical Center, Detroit, MI, United States
| | - Carol Clark
- William Beaumont Hospital, Royal Oak, MI, United States
| | - Ramon Diaz-Arrastia
- Department of Emergency Medicine, University of Pennsylvania, Philadelphia, PA, United States
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