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Sainz DB, Howell EC, Grayeb DR, Barlas Y, Gonzalez D, Miskimins R. Analyzing computed tomography Modalities for screening pediatric patients for traumatic blunt cerebrovascular injury. Am J Surg 2024; 238:115859. [PMID: 39059338 DOI: 10.1016/j.amjsurg.2024.115859] [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: 04/18/2024] [Revised: 07/16/2024] [Accepted: 07/18/2024] [Indexed: 07/28/2024]
Abstract
BACKGROUND Optimal screening for BCVI in pediatric trauma patients remains debated. We hypothesized screening with CTAN would decrease the number of duplicate CT scans per patient and increase BCVI detection rate. METHODS Local BCVI screening institutional protocol changed May 2022 to include Computed Tomography angiography neck (CTAN). We performed a retrospective review of pediatric blunt trauma patients presenting at our Level 1 trauma center between 2019 and 2023. Patients before and after implementation of universal screening were compared for demographic, clinical, radiographic, and outcome data. RESULTS Six-hundred-eight patients were included with 368 before and 240 after the protocol change. Screening with CTAN decreased the number of duplicate neck scans (5.7%vs.2.1 %,p = 0.03) and increased BCVI detection rate (0.27%v.2.5 %,p = 0.01). Of the seven patients diagnosed with BCVI 2019-2023, no patients suffered any stroke-related morbidity. CONCLUSION Universal screening for BCVI in pediatric patients with CTAN resulted in fewer scans and an increased BCVI detection rate.
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Affiliation(s)
- Dylan B Sainz
- University of New Mexico School of Medicine, UNM School of Medicine, MSC08 4720 1, UNM, Albuquerque, NM, 87131-0001, USA.
| | - Erin C Howell
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM, 87106, USA.
| | - Dominique R Grayeb
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM, 87106, USA.
| | - Yalda Barlas
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM, 87106, USA.
| | - Deanna Gonzalez
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM, 87106, USA.
| | - Richard Miskimins
- Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM, 87106, USA.
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Pisică D, Volovici V, Yue JK, van Essen TA, den Boogert HF, Vande Vyvere T, Haitsma I, Nieboer D, Markowitz AJ, Yuh EL, Steyerberg EW, Peul WC, Dirven CMF, Menon DK, Manley GT, Maas AIR, Lingsma HF. Clinical and Imaging Characteristics, Care Pathways, and Outcomes of Traumatic Epidural Hematomas: A Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury Study. Neurosurgery 2024; 95:00006123-990000000-01172. [PMID: 38771081 PMCID: PMC11449426 DOI: 10.1227/neu.0000000000002982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 03/05/2024] [Indexed: 05/22/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Guideline recommendations for surgical management of traumatic epidural hematomas (EDHs) do not directly address EDHs that co-occur with other intracranial hematomas; the relative rates of isolated vs nonisolated EDHs and guideline adherence are unknown. We describe characteristics of a contemporary cohort of patients with EDHs and identify factors influencing acute surgery. METHODS This research was conducted within the longitudinal, observational Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury cohort study which prospectively enrolled patients with traumatic brain injury from 65 hospitals in 18 European countries from 2014 to 2017. All patients with EDH on the first scan were included. We describe clinical, imaging, management, and outcome characteristics and assess associations between site and baseline characteristics and acute EDH surgery, using regression modeling. RESULTS In 461 patients with EDH, median age was 41 years (IQR 24-56), 76% were male, and median EDH volume was 5 cm3 (IQR 2-20). Concomitant acute subdural hematomas (ASDHs) and/or intraparenchymal hemorrhages were present in 328/461 patients (71%). Acute surgery was performed in 99/461 patients (21%), including 70/86 with EDH volume ≥30 cm3 (81%). Larger EDH volumes (odds ratio [OR] 1.19 [95% CI 1.14-1.24] per cm3 below 30 cm3), smaller ASDH volumes (OR 0.93 [95% CI 0.88-0.97] per cm3), and midline shift (OR 6.63 [95% CI 1.99-22.15]) were associated with acute surgery; between-site variation was observed (median OR 2.08 [95% CI 1.01-3.48]). Six-month Glasgow Outcome Scale-Extended scores ≥5 occurred in 289/389 patients (74%); 41/389 (11%) died. CONCLUSION Isolated EDHs are relatively infrequent, and two-thirds of patients harbor concomitant ASDHs and/or intraparenchymal hemorrhages. EDHs ≥30 cm3 are generally evacuated early, adhering to Brain Trauma Foundation guidelines. For heterogeneous intracranial pathology, surgical decision-making is related to clinical status and overall lesion burden. Further research should examine the optimal surgical management of EDH with concomitant lesions in traumatic brain injury, to inform updated guidelines.
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Affiliation(s)
- Dana Pisică
- Department of Public Health, Center for Medical Decision Making, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Neurosurgery, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Victor Volovici
- Department of Public Health, Center for Medical Decision Making, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Neurosurgery, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - John K. Yue
- Department of Neurosurgery, University of California, San Francisco, San Francisco, California, USA
- Brain and Spinal Injury Center, Zuckerberg San Francisco General Hospital, San Francisco, California, USA
| | - Thomas A. van Essen
- University Neurosurgical Center Holland, Leiden University Medical Center, Haaglanden Medical Center and Haga Teaching Hospital, Leiden and The Hague, the Netherlands
- Department of Neurosurgery, Leiden University Medical Center, Leiden, the Netherlands
- Division of Neurosurgery, Department of Surgery, QEII Health Sciences Centre and Dalhousie University, Halifax, Nova Scotia, Canada
| | - Hugo F. den Boogert
- University Neurosurgical Center Holland, Leiden University Medical Center, Haaglanden Medical Center and Haga Teaching Hospital, Leiden and The Hague, the Netherlands
- Department of Neurosurgery, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Thijs Vande Vyvere
- Department of Radiology, Antwerp University Hospital and University of Antwerp, Antwerp, Belgium
| | - Iain Haitsma
- Department of Neurosurgery, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Daan Nieboer
- Department of Public Health, Center for Medical Decision Making, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Amy J. Markowitz
- Department of Neurosurgery, University of California, San Francisco, San Francisco, California, USA
- Brain and Spinal Injury Center, Zuckerberg San Francisco General Hospital, San Francisco, California, USA
| | - Esther L. Yuh
- Brain and Spinal Injury Center, Zuckerberg San Francisco General Hospital, San Francisco, California, USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, California, USA
| | - Ewout W. Steyerberg
- Department of Public Health, Center for Medical Decision Making, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Biomedical Data Sciences, Leiden University Medical Center and Haaglanden Medical Center, Leiden and The Hague, the Netherlands
| | - Wilco C. Peul
- University Neurosurgical Center Holland, Leiden University Medical Center, Haaglanden Medical Center and Haga Teaching Hospital, Leiden and The Hague, the Netherlands
- Department of Neurosurgery, Leiden University Medical Center, Leiden, the Netherlands
| | - Clemens M. F. Dirven
- Department of Neurosurgery, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - David K. Menon
- Division of Anaesthesia, University of Cambridge and Addenbrooke's Hospital, Cambridge, UK
| | - Geoffrey T. Manley
- Department of Neurosurgery, University of California, San Francisco, San Francisco, California, USA
- Brain and Spinal Injury Center, Zuckerberg San Francisco General Hospital, San Francisco, California, USA
| | - Andrew I. R. Maas
- Department of Neurosurgery, Antwerp University Hospital, Edegem, Belgium
- Department of Translational Neuroscience, Faculty of Medicine and Health Science, University of Antwerp, Antwerp, Belgium
| | - Hester F. Lingsma
- Department of Public Health, Center for Medical Decision Making, Erasmus MC - University Medical Center Rotterdam, Rotterdam, the Netherlands
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Brandt AE, Rø TB, Finnanger TG, Hypher RE, Lien E, Lund B, Catroppa C, Andersson S, Risnes K, Stubberud J. Intelligence and executive function are associated with age at insult, time post-insult, and disability following chronic pediatric acquired brain injury. Front Neurol 2024; 14:1192623. [PMID: 38249741 PMCID: PMC10796693 DOI: 10.3389/fneur.2023.1192623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 12/05/2023] [Indexed: 01/23/2024] Open
Abstract
Background Pediatric acquired brain injury (pABI) profoundly affects cognitive functions, encompassing IQ and executive functions (EFs). Particularly, young age at insult may lead to persistent and debilitating deficits, affecting daily-life functioning negatively. This study delves into the intricate interplay of age at insult, time post-insult, and their associations with IQ and EFs during chronic (>1 year) pABI. Additionally, we investigate cognitive performance across different levels of global function, recognizing the multifaceted nature of developmental factors influencing outcomes. Methods Drawing upon insult data and baseline information analyzing secondary outcomes from a multicenter RCT, including comprehensive medical and neuropsychological assessments of participants aged 10 to 17 years with pABI and parent-reported executive dysfunctions. The study examined associations between age at insult (early, EI; ≤7y vs. late, LI; > 7y) and time post-insult with IQ and EFs (updating, shifting, inhibition, and executive attention). Additionally, utilizing the Pediatric Glasgow Outcome Scale-Extended, we explored cognitive performance across levels of global functioning. Results Seventy-six participants, median 8 years at insult and 5 years post-insult, predominantly exhibiting moderate disability (n = 38), were included. Notably, participants with LI demonstrated superior IQ, executive attention, and shifting compared to EI, [adjusted mean differences with 95% Confidence Intervals (CIs); 7.9 (1.4, 14.4), 2.48 (0.71, 4.24) and 1.73 (0.03, 3.43), respectively]. Conversely, extended post-insult duration was associated with diminished performances, evident in mean differences with 95% CIs for IQ, updating, shifting, and executive attention compared to 1-2 years post-insult [-11.1 (-20.4, -1.7), -8.4 (-16.7, -0.1), -2.6 (-4.4, -0.7), -2.9 (-4.5, -1.2), -3.8 (-6.4, -1.3), -2.6 (-5.0, -0.3), and -3.2 (-5.7, -0.8)]. Global function exhibited a robust relationship with IQ and EFs. Conclusion Early insults and prolonged post-insult durations impose lasting tribulations in chronic pABI. While confirmation through larger studies is needed, these findings carry clinical implications, underscoring the importance of vigilance regarding early insults. Moreover, they dispel the notion that children fully recover from pABI; instead, they advocate equitable rehabilitation offerings for pABI, tailored to address cognitive functions, recognizing their pivotal role in achieving independence and participation in society. Incorporating disability screening in long-term follow-up assessments may prove beneficial.
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Affiliation(s)
- Anne Elisabeth Brandt
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
- Children’s Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Torstein B. Rø
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
- Children’s Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Torun G. Finnanger
- Children’s Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Ruth E. Hypher
- Department of Clinical Neurosciences for Children, Division of Paediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
| | - Espen Lien
- Children’s Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Bendik Lund
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
- Children’s Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Cathy Catroppa
- Brain and Mind, Clinical Sciences, Murdoch Children’s Research Institute, Melbourne, VIC, Australia
- Department of Psychology, Royal Children’s Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, VIC, Australia
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, VIC, Australia
| | | | - Kari Risnes
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
- Children’s Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Jan Stubberud
- Department of Clinical Neurosciences for Children, Division of Paediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Department of Research, Lovisenberg Diaconal Hospital, Oslo, Norway
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Blackwell LS, Wali B, Xiang Y, Alawieh A, Sayeed I, Reisner A. Prognostic Value of Plasma Biomarkers S100B and Osteopontin in Pediatric TBI: A Prospective Analysis Evaluating Acute and 6-Month Outcomes after Mild to Severe TBI. Biomedicines 2023; 11:2167. [PMID: 37626664 PMCID: PMC10452243 DOI: 10.3390/biomedicines11082167] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/19/2023] [Accepted: 07/25/2023] [Indexed: 08/27/2023] Open
Abstract
Blood based traumatic brain injury (TBI) biomarkers offer additional diagnostic, therapeutic, and prognostic utility. While adult studies are robust, the pediatric population is less well studied. We sought to determine whether plasma osteopontin (OPN) and S100B alone or in combination predict mortality, head Computed tomography (CT) findings, as well as 6-month functional outcomes after TBI in children. This is a prospective, observational study between March 2017 and June 2021 at a tertiary pediatric hospital. The sample included children with a diagnosed head injury of any severity admitted to the Emergency Department. Control patients sustained trauma-related injuries and no known head trauma. Serial blood samples were collected at admission, as well as at 24, 48, and 72 h. Patient demographics, acute clinical symptoms, head CT, and 6-month follow-up using the Glasgow outcome scale, extended for pediatrics (GOSE-Peds), were also obtained. The cohort included 460 children (ages 0 to 21 years) and reflected the race and sex distribution of the population served. Linear mixed effect models and logistic regressions were utilized to evaluate the trajectory of biomarkers over time and predictors of dichotomous outcomes. Both OPN and S100B correlated with injury severity based on GCS. S100B and OPN showed lower AUC values (0.59) in predicting positive head CT. S100B had the largest AUC (0.87) in predicting mortality, as well as 6-month outcomes (0.85). The combination of the two biomarkers did not add meaningfully to the model. Our findings continue to support the utility of OPN as a marker of injury severity in this population. Our findings also show the importance of S100B in predicting mortality and 6-month functional outcomes. Continued work is needed to examine the influence of age-dependent neurodevelopment on TBI biomarker profiles in children.
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Affiliation(s)
- Laura S. Blackwell
- Department of Neuropsychology, Children’s Healthcare of Atlanta, Atlanta, GA 30322, USA
- Department of Pediatrics, Emory University, Atlanta, GA 30322, USA; (Y.X.); (A.R.)
| | - Bushra Wali
- Department of Emergency Medicine, Emory University, Atlanta, GA 30322, USA;
| | - Yijin Xiang
- Department of Pediatrics, Emory University, Atlanta, GA 30322, USA; (Y.X.); (A.R.)
| | - Ali Alawieh
- Department of Neurosurgery, Emory University, Atlanta, GA 30322, USA;
| | - Iqbal Sayeed
- National Institute of Health, Bethesda, MD 20892, USA;
| | - Andrew Reisner
- Department of Pediatrics, Emory University, Atlanta, GA 30322, USA; (Y.X.); (A.R.)
- Department of Neurosurgery, Emory University, Atlanta, GA 30322, USA;
- Department of Neurosurgery, Children’s Healthcare of Atlanta, Atlanta, GA 30322, USA
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Janas AM, Qin F, Hamilton S, Jiang B, Baier N, Wintermark M, Threlkeld Z, Lee S. Diffuse Axonal Injury Grade on Early MRI is Associated with Worse Outcome in Children with Moderate-Severe Traumatic Brain Injury. Neurocrit Care 2021; 36:492-503. [PMID: 34462880 PMCID: PMC8405042 DOI: 10.1007/s12028-021-01336-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Accepted: 08/16/2021] [Indexed: 01/15/2023]
Abstract
Background Traumatic brain injury (TBI) is the leading cause of death and disability in children, but effective tools for predicting outcome remain elusive. Although many pediatric patients receive early magnetic resonance imaging (MRI), data on its utility in prognostication are lacking. Diffuse axonal injury (DAI) is a hallmark of TBI detected on early MRI and was shown previously to improve prognostication in adult patients with TBI. In this exploratory study, we investigated whether DAI grade correlates with functional outcome and improves prognostic accuracy when combined with core clinical variables and computed tomography (CT) biomarkers in pediatric patients with moderate-severe TBI (msTBI). Methods Pediatric patients (≤ 19 years) who were admitted to two regional level one trauma centers with a diagnosis of msTBI (Glasgow Coma Scale [GCS] score < 13) between 2011 and 2019 were identified through retrospective chart review. Patients who underwent brain MRI within 30 days of injury and had documented clinical follow-up after discharge were included. Age, pupil reactivity, and initial motor GCS score were collected as part of the International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT) model. Imaging was reviewed to calculate the Rotterdam score (CT) and DAI grade (MRI) and to evaluate for presence of hypoxic-ischemic injury (MRI). The primary outcome measure was the Pediatric Cerebral Performance Category Scale (PCPCS) score at 6 months after TBI, with favorable outcome defined as PCPCS scores 1–3 and unfavorable outcome defined as PCPCS scores 4–6. The secondary outcome measure was discharge disposition to home versus to an inpatient rehabilitation facility. Result Of 55 patients included in the study, 45 (82%) had severe TBI. The most common mechanism of injury was motor vehicle collision (71%). Initial head CT scans showed acute hemorrhage in 84% of patients. MRI was acquired a median of 5 days after injury, and hemorrhagic DAI lesions were detected in 87% of patients. Each 1-point increase in DAI grade increased the odds of unfavorable functional outcome by 2.4-fold. When controlling for core IMPACT clinical variables, neither the DAI grade nor the Rotterdam score was independently correlated with outcome and neither significantly improved outcome prediction over the IMPACT model alone. Conclusions A higher DAI grade on early MRI is associated with worse 6-month functional outcome and with discharge to inpatient rehabilitation in children with acute msTBI in a univariate analysis but does not independently correlate with outcome when controlling for the GCS score. Addition of the DAI grade to the core IMPACT model does not significantly improve prediction of poor neurological outcome. Further study is needed to elucidate the utility of early MRI in children with msTBI. Supplementary Information The online version contains supplementary material available at 10.1007/s12028-021-01336-8.
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Affiliation(s)
- Anna M Janas
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA. .,Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
| | - FeiFei Qin
- Quantitative Science Unit, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Scott Hamilton
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
| | - Bin Jiang
- Department of Radiology, Stanford University, Stanford, CA, USA
| | - Nicole Baier
- Department of Pediatrics, Santa Clara Valley Medical Center, San Jose, CA, USA
| | - Max Wintermark
- Department of Radiology, Stanford University, Stanford, CA, USA
| | - Zachary Threlkeld
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
| | - Sarah Lee
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
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Choudhary M, Khan KA, Gora N, Sharma A, Sinha VD. Traumatic Brain Injury: Comparison of Computed Tomography Findings in Pediatric and Adult Populations. INDIAN JOURNAL OF NEUROSURGERY 2020. [DOI: 10.1055/s-0040-1708066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022] Open
Abstract
Abstract
Introduction Traumatic brain injury (TBI) is a global health issue, accounting for a significant number of adult and pediatric deaths and morbidity. Computed tomography (CT) is an important diagnostic modality for TBI. The primary goal of this study was to determine if there were any significant radiological differences in CT brain findings between adult and pediatric populations.
Materials and Methods Data of individual patients were collected from admission to discharge/death, which included various parameters in terms of demographics, mechanism of injury, and patient outcome which were later analyzed. A total of 1,150 TBI patients were enrolled in the study.
Results The most common mode of injury in adults is road traffic accident (RTA) followed by fall from height (FFH), while in pediatrics it is vice versa. Findings of basal cisterns on CT brain were found to be statistically significant in both groups; 65% adults and 71% pediatrics had only one abnormal CT finding. Most common combination CT finding in adults was acute subdural hematoma (ASDH) and basal cistern abnormality, while in pediatrics it was traumatic subarachnoid hemorrhage (SAH) and contusion. Rotterdam score (based on CT brain findings) was significantly lower for pediatric age group compared with adults. It was 2.2 ± 0.85 for adults and 1.99 ± 0.74 for pediatrics, which was statistically significant (p < 0.001).
Conclusions The Rotterdam score has immense predictive power for prognostication of mortality status. Pediatric age group has better prognosis in terms of survival as compared with adults, thus justifying the role of Rotterdam CT score for mortality risk stratification in providing clinical care.
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Affiliation(s)
- Madhur Choudhary
- Department of Neurosurgery, Sawai Man Singh Medical College, Jaipur, Rajasthan, India
| | - Khursheed Alam Khan
- Department of Neurosurgery, Sawai Man Singh Medical College, Jaipur, Rajasthan, India
| | | | - Achal Sharma
- Department of Neurosurgery, Sawai Man Singh Medical College, Jaipur, Rajasthan, India
| | - Virendra Deo Sinha
- Department of Neurosurgery, Sawai Man Singh Medical College, Jaipur, Rajasthan, India
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Huth SF, Slater A, Waak M, Barlow K, Raman S. Predicting Neurological Recovery after Traumatic Brain Injury in Children: A Systematic Review of Prognostic Models. J Neurotrauma 2020; 37:2141-2149. [PMID: 32460675 DOI: 10.1089/neu.2020.7158] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Predictive modeling is foundational to treatment and long-term management of children with traumatic brain injury (TBI). Assessment of injury severity in the acute-care setting enables early stratification of patients based on their risk of death, lifelong disability, or unfavorable outcome. This review evaluates predictive models that have been developed or validated for pediatric TBI patients. The predictive accuracy of these models, the outcomes and time points predicted, and the variables and statistical methods utilized in model development were compared. Embase, Scopus, MEDLINE®, and Web of Science were searched for studies that developed statistical models for predicting patient outcomes following pediatric TBI. Studies were excluded if they focused on adults or non-traumatic brain injury, or if they did not assess classification accuracy. A total of 4538 entries were identified and screened, with 7 studies included for analysis. This included five studies in which adult predictive models were validated for use in the pediatric setting, and two in which new models were derived from a pediatric cohort. Trials of adult prediction tools in pediatric cohorts, including the International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT) and Corticoid Randomisation After Significant Head Injury (CRASH)-TBI models, showed comparable accuracy between classification of adults and children. Models derived from pediatric cohorts showed improved accuracy. Most studies solely focused on clinical variables, with two studies incorporating biochemical and imaging variables. Predictive models for pediatric TBI are primarily based on methods and variables identified in adult studies. Although adult models have proven effective in select pediatric cohorts, they may be suboptimal when compared with models derived or adjusted for children.
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Affiliation(s)
- Samuel F Huth
- Critical Care Research Group, The Prince Charles Hospital, Brisbane, Queensland, Australia.,Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Anthony Slater
- Paediatric Critical Care Research Group, Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia
| | - Michaela Waak
- Paediatric Critical Care Research Group, Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia.,Department of Paediatric Intensive Care Medicine, Queensland Children's Hospital, South Brisbane, Queensland, Australia
| | - Karen Barlow
- Acquired Brain Injury in Children Research Group, Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia
| | - Sainath Raman
- Paediatric Critical Care Research Group, Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia.,Department of Paediatric Intensive Care Medicine, Queensland Children's Hospital, South Brisbane, Queensland, Australia
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Harris DA, Sorte DE, Lam SK, Carlson AP. Blunt cerebrovascular injury in pediatric trauma: a national database study. J Neurosurg Pediatr 2019; 24:451-460. [PMID: 31323625 DOI: 10.3171/2019.5.peds18765] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2018] [Accepted: 05/09/2019] [Indexed: 01/10/2023]
Abstract
OBJECTIVE The incidence of blunt cerebrovascular injury (BCVI) has not been well characterized in the pediatric population. The goal of this study was to describe the incidence, patient characteristics, and risk factors for pediatric patients with cerebrovascular injuries. METHODS The authors collected data from the Kids' Inpatient Database (KID), a nationally representative database of pediatric admissions, for years 2000, 2003, 2006, 2009, and 2012. RESULTS Among an estimated 646,549 admissions for blunt trauma, 2150 were associated with BCVI, an overall incidence of 0.33%. The incidence of BCVI nearly doubled from 0.24% in 2000 to 0.49% in 2012. Patients 4 to 13 years of age were less likely to have BCVI than those in the youngest (0-3 years) and oldest age groups comprising adolescents (14-17 years) and young adults (18-20 years). BCVIs were associated with cervical (adjusted OR [aOR] 4.6, 95% CI 3.8-5.5), skull base (aOR 3.0, 95% CI 2.5-3.6), clavicular (aOR 1.4, 95% CI 1.1-1.8), and facial (aOR 1.2, 95% CI 1.0-1.5) fractures, as well as intracranial hemorrhage (aOR 2.7, 95% CI 2.2-3.2) and traumatic brain injury (aOR 2.0, 95% CI 1.7-2.3). Mechanism of injury was also independently associated with BCVI: motor vehicle collision (aOR 1.7, 95% CI 1.3-2.2) and struck pedestrian (aOR 1.4, 95% CI 1.0-1.9). Among pediatric patients with BCVI, 37.4% had cerebral ischemic infarction with an in-hospital mortality of 12.7%, and patients with stroke had 20% mortality. CONCLUSIONS The incidence of pediatric BCVI is increasing, likely due to increased use of screening, but remains lower than that in the adult population. Risk factors include the presence of cervical, facial, clavicular, and skull base fractures, similar to that of the adult population. Diagnosed BCVI is associated with a relatively high incidence of stroke with increased morbidity and mortality. The use of adult screening criteria is likely reasonable given the similarity in the risk factors identified in this study. Further studies are needed to investigate the role of treatment with antiplatelet agents or anticoagulation.
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Affiliation(s)
- Dominic A Harris
- 1Department of Neurosurgery, University of New Mexico School of Medicine, Albuquerque, New Mexico; and
| | - Danielle E Sorte
- 1Department of Neurosurgery, University of New Mexico School of Medicine, Albuquerque, New Mexico; and
| | - Sandi K Lam
- 2Division of Pediatric Neurosurgery, Texas Children's Hospital Baylor College of Medicine, Houston, Texas
| | - Andrew P Carlson
- 1Department of Neurosurgery, University of New Mexico School of Medicine, Albuquerque, New Mexico; and
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Badaut J, Adami A, Huang L, Obenaus A. Noninvasive magnetic resonance imaging stratifies injury severity in a rodent model of male juvenile traumatic brain injury. J Neurosci Res 2019; 98:129-140. [PMID: 30916808 DOI: 10.1002/jnr.24415] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2018] [Revised: 02/06/2019] [Accepted: 03/01/2019] [Indexed: 12/13/2022]
Abstract
Age and severity are significant predictors of traumatic brain injury (TBI) outcomes in the immature brain. TBI studies have segregated TBI injury into three severity groups: mild, moderate, and severe. While mild TBI is most frequent form in children and adults, there is debate over the indicators used to denote mild injury. Clinically, magnetic resonance imaging (MRI) and computed tomography (CT) are used to diagnose the TBI severity when medically warranted. Herein, we induced mild, moderate, and severe TBI in juvenile rats (jTBI) using the controlled cortical impact model. We characterized the temporal and spatial injury after graded jTBI in vivo using high-field MRI at 0.25 (6 hr), 1 and 3 days post-injury (dpi) with comparative histology. Susceptibility-weighted imaging (SWI) for blood and T2-weighted imaging (T2WI) for edema were quantified over the 0.25-3 dpi. Edema volumes increased linearly with severity at 0.25 dpi that slowly continued to decrease over the 3 dpi. In contrast, blood volumes did not decrease over time. Mild TBI had the least amount of blood visible on SWI. Fluoro-jade B (FJB) staining for cell death confirmed increased cellular death with increasing severity and increased FJB + cells in the corpus callosum (CC). Interestingly, the strongest correlation was observed for cell death and the presence of extravascular blood. A clear understanding of acute brain injury (jTBI) and how blood/edema contribute to mild, moderate, and severe jTBI is needed prior to embarking on therapeutic interventions. Noninvasive imaging should be used in mild jTBI to verify lack of overt injury.
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Affiliation(s)
- Jerome Badaut
- CNRS UMR5287, University of Bordeaux, Bordeaux, France.,Department of Basic Sciences, Loma Linda University School of Medicine, Loma Linda, California
| | - Arash Adami
- Department of Basic Sciences, Loma Linda University School of Medicine, Loma Linda, California
| | - Lei Huang
- Department of Basic Sciences, Loma Linda University School of Medicine, Loma Linda, California.,Department of Neurosurgery, Loma Linda University School of Medicine, Loma Linda, California
| | - André Obenaus
- Department of Basic Sciences, Loma Linda University School of Medicine, Loma Linda, California.,Division of Biomedical Sciences, Center for Glial-Neuronal Interactions, UC Riverside, Riverside, California.,Department of Pediatrics, University of California Irvine, Irvine, California
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10
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Thresholds for identifying pathological intracranial pressure in paediatric traumatic brain injury. Sci Rep 2019; 9:3537. [PMID: 30837528 PMCID: PMC6401127 DOI: 10.1038/s41598-019-39848-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Accepted: 11/27/2018] [Indexed: 01/22/2023] Open
Abstract
Intracranial pressure (ICP) monitoring forms an integral part of the management of severe traumatic brain injury (TBI) in children. The prediction of elevated ICP from imaging is important when deciding on whether to implement invasive ICP monitoring for a patient. However, the radiological markers of pathologically elevated ICP have not been specifically validated in paediatric studies. Here in, we describe an objective, non-invasive, quantitative method of stratifying which patients are likely to require invasive monitoring. A retrospective review of patients admitted to Cambridge University Hospital's Paediatric Intensive Care Unit between January 2009 and December 2016 with a TBI requiring invasive neurosurgical monitoring was performed. Radiological biomarkers of TBI (basal cistern volume, ventricular volume, volume of extra-axial haematomas) from CT scans were measured and correlated with epochs of continuous high frequency variables of pressure monitoring around the time of imaging. 38 patients were identified. Basal cistern volume was found to correlate significantly with opening ICP (r = -0.53, p < 0.001). The optimal threshold of basal cistern volume for predicting high ICP ([Formula: see text]20 mmHg) was a relative volume of 0.0055 (sensitivity 79%, specificity 80%). Ventricular volume and extra-axial haematoma volume did not correlate significantly with opening ICP. Our results show that the features of pathologically elevated ICP in children may differ considerably from those validated in adults. The development of quantitative parameters can help to predict which patients would most benefit from invasive neurosurgical monitoring and we present a novel radiological threshold for this.
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11
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Kim SE, Hong EP, Kim HC, Lee SU, Jeon JP. Ultrasonographic optic nerve sheath diameter to detect increased intracranial pressure in adults: a meta-analysis. Acta Radiol 2019; 60:221-229. [PMID: 29768927 DOI: 10.1177/0284185118776501] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
BACKGROUND The optimal optic nerve sheath diameter (ONSD) cut-off for identifying increased intracranial pressure (IICP) remains unclear in adult patients. PURPOSE To validate the diagnostic accuracy of ultrasonographic (US) ONSD > 5.0 mm as a cut-off for detecting IICP by computed tomographic (CT) through a meta-analysis. MATERIAL AND METHODS A systemic literature review was performed of online databases from January 1990 to September 2017. A bivariate random-effects model was used to estimate pooled sensitivity, specificity, and diagnostic odds ratio (DOR) with 95% confidence intervals (CIs). A summary receiver operating characteristic (SROC) graph was used to provide summary points for sensitivity and specificity. Meta-regression tests were performed to estimate the influence of the study characteristics on DOR. Publication bias was assessed using Deeks' funnel plot asymmetry test. RESULTS Six studies with 352 patients were included in the meta-analysis. US ONSD > 5.0 mm revealed pooled sensitivity of 99% (95% CI = 96-100) and specificity of 73% (95% CI = 65-80) for IICP detection. DOR was 178. The area under the SROC curve was 0.981, indicating a good level of accuracy. Meta-regression studies showed no significant associations between DOR and study characteristics such as probe mode (relative DOR [RDOR] = 0.60; P = 0.78), study quality (RDOR = 0.52; P = 0.67), IICP prevalence (RDOR = 0.04; P = 0.17), or pathology at admission (RDOR = 1.30; P = 0.87). CONCLUSION US ONSD > 5.0 mm can be used to rapidly detect IICP in adults in emergency departments and intensive care units. Further meta-analysis based on individual patient-level databases is needed to confirm these results.
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Affiliation(s)
- Sung-Eun Kim
- Department of Emergency Medicine, Seoul Emergency Operations Center, Seoul, Republic of Korea
| | - Eun Pyo Hong
- Department of Medical Genetics, Hallym University College of Medicine, Chuncheon, Republic of Korea
| | - Heung Cheol Kim
- Department of Radiology, Hallym University College of Medicine, Chuncheon, Republic of Korea
| | - Si Un Lee
- Department of Neurosurgery, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Jin Pyeong Jeon
- Institute of New Frontier Research, Hallym University College of Medicine, Chuncheon, Republic of Korea
- Department of Neurosurgery, Hallym University College of Medicine, Chuncheon, Republic of Korea
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12
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Talari HR, Hamidian Y, Moussavi N, Fakharian E, Abedzadeh-Kalahroudi M, Akbari H, Taher EB. The Prognostic Value of Rotterdam Computed Tomography Score in Predicting Early Outcomes Among Children with Traumatic Brain Injury. World Neurosurg 2019; 125:e139-e145. [PMID: 30677579 DOI: 10.1016/j.wneu.2018.12.221] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Revised: 12/28/2018] [Accepted: 12/29/2018] [Indexed: 11/20/2022]
Abstract
BACKGROUND Prediction of traumatic brain injury (TBI) among children is of great importance for accurate clinical decision making. OBJECTIVES This study aimed to determine the prognostic value of the Rotterdam scoring system in predicting early outcome among children with TBI. METHODS This study was conducted in 2017 on 506 children with brain injury in Kashan, Iran. A checklist was used to collect demographic and clinical characteristics of patients such as age, sex, mechanism of trauma, Glasgow Coma Scale (GCS) score, need for surgery, and brain injury outcome. Moreover, each participant's computed tomography scan was evaluated and scored using the Rotterdam system. Sensitivity, specificity, positive and negative predictive values, and the best cut-off score were calculated for the Rotterdam system. The relationships of the Rotterdam score with participants' characteristics were examined using the χ2 test, whereas the predictors of brain injury outcome were identified using the logistic regression analysis. RESULTS Pediatric death rate was 4.3%. Most deaths were among children who were male, aged <4, had developed brain injury owing to traffic accidents, had a GCS score of 3-8, suffered from compressed skull fracture and frontal lobe injury, had cerebral edema, and had a Rotterdam score of 5. The sensitivity and specificity of a Rotterdam score 3 were 86.4% and 97.9%, respectively. The logistic regression analysis indicated that only GCS and Rotterdam scores were significant predictors of brain injury outcome. CONCLUSIONS At a cut-off score of 3, the Rotterdam system can be used to predict TBI outcome among children with acceptable sensitivity and specificity.
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Affiliation(s)
- Hamid Reza Talari
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Yaser Hamidian
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Nooshin Moussavi
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Esmail Fakharian
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Masoumeh Abedzadeh-Kalahroudi
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran.
| | - Hossein Akbari
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Elaheh Baban Taher
- Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran; Trauma Research Center, Kashan University of Medical Sciences, Kashan, Iran
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13
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Teixeira SR, Gonçalves FG, Servin CA, Mankad K, Zuccoli G. Ocular and Intracranial MR Imaging Findings in Abusive Head Trauma. Top Magn Reson Imaging 2018; 27:503-514. [PMID: 30516697 DOI: 10.1097/rmr.0000000000000169] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Abusive head trauma (AHT) is a form of inflicted head injury. AHT is more frequent in 2-year-old or younger children. It is an important cause of neurological impairment and the major cause of death from head trauma in this age group. Brain magnetic resonance imaging allows the depiction of retinal hemorrhages, injured bridging veins, and identifying and localizing extra- and intra-axial bleeds, contusions, lacerations, and strokes. The diagnosis of AHT is a multidisciplinary team effort which includes a careful evaluation of social, clinical, laboratory, and radiological findings. Notwithstanding, the introduction in the current clinical practice of high-resolution techniques is adding forensic evidence to the recognition of AHT.
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Affiliation(s)
- Sara Reis Teixeira
- Division of Radiology, Clinical Hospital, Ribeirao Preto Medical School, University of Sao Paulo, Ribeirao Preto
| | | | - Carolina A Servin
- Centro Medico La Costa - Centro de Diagnóstico, Av General José Gervasio Artigas, Asunción, Paraguay
| | - Kshitij Mankad
- Department of Radiology, Great Ormond Street Hospital, London, UK
| | - Giulio Zuccoli
- Professor of Radiology, University of Pittsburgh School of Medicine, Director of Pediatric Neuroradiology, Children Hospital of Pittsburgh, Pittsburgh, PA
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Dalle Ore CL, Rennert RC, Schupper AJ, Gabel BC, Gonda D, Peterson B, Marshall LF, Levy M, Meltzer HS. The identification of a subgroup of children with traumatic subarachnoid hemorrhage at low risk of neuroworsening. J Neurosurg Pediatr 2018; 22:559-566. [PMID: 30095347 DOI: 10.3171/2018.5.peds18140] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 05/21/2018] [Indexed: 12/17/2022]
Abstract
OBJECTIVEPediatric traumatic subarachnoid hemorrhage (tSAH) often results in intensive care unit (ICU) admission, the performance of additional diagnostic studies, and ICU-level therapeutic interventions to identify and prevent episodes of neuroworsening.METHODSData prospectively collected in an institutionally specific trauma registry between 2006 and 2015 were supplemented with a retrospective chart review of children admitted with isolated traumatic subarachnoid hemorrhage (tSAH) and an admission Glasgow Coma Scale (GCS) score of 13-15. Risk of blunt cerebrovascular injury (BCVI) was calculated using the BCVI clinical prediction score.RESULTSThree hundred seventeen of 10,395 pediatric trauma patients were admitted with tSAH. Of the 317 patients with tSAH, 51 children (16%, 23 female, 28 male) were identified with isolated tSAH without midline shift on neuroimaging and a GCS score of 13-15 at presentation. The median patient age was 4 years (range 18 days to 15 years). Seven had modified Fisher grade 3 tSAH; the remainder had grade 1 tSAH. Twenty-six patients (51%) had associated skull fractures; 4 involved the petrous temporal bone and 1 the carotid canal. Thirty-nine (76.5%) were admitted to the ICU and 12 (23.5%) to the surgical ward. Four had an elevated BCVI score. Eight underwent CT angiography; no vascular injuries were identified. Nine patients received an imaging-associated general anesthetic. Five received hypertonic saline in the ICU. Patients with a modified Fisher grade 1 tSAH had a significantly shorter ICU stay as compared to modified Fisher grade 3 tSAH (1.1 vs 2.5 days, p = 0.029). Neuroworsening was not observed in any child.CONCLUSIONSChildren with isolated tSAH without midline shift and a GCS score of 13-15 at presentation appear to have minimal risk of neuroworsening despite the findings in some children of skull fractures, elevated modified Fisher grade, and elevated BCVI score. In this subgroup of children with tSAH, routine ICU-level care and additional diagnostic imaging may not be necessary for all patients. Children with modified Fisher grade 1 tSAH may be particularly unlikely to require ICU-level admission. Benefits to identifying a subgroup of children at low risk of neuroworsening include improvement in healthcare efficiency as well as decreased utilization of unnecessary and potentially morbid interventions, including exposure to ionizing radiation and general anesthesia.
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Affiliation(s)
- Cecilia L Dalle Ore
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
| | - Robert C Rennert
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
| | - Alexander J Schupper
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
| | - Brandon C Gabel
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
| | - David Gonda
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
- Divisions of2Neurosurgery and
| | - Bradley Peterson
- 3Pediatric Critical Care, Rady Children's Hospital, San Diego, California
| | - Lawrence F Marshall
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
| | - Michael Levy
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
- Divisions of2Neurosurgery and
| | - Hal S Meltzer
- 1Department of Neurosurgery, University of California San Diego School of Medicine; and
- Divisions of2Neurosurgery and
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15
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Herbert JP, Venkataraman SS, Turkmani AH, Zhu L, Kerr ML, Patel RP, Ugalde IT, Fletcher SA, Sandberg DI, Cox CS, Kitagawa RS, Day AL, Shah MN. Pediatric blunt cerebrovascular injury: the McGovern screening score. J Neurosurg Pediatr 2018; 21:639-649. [PMID: 29547069 DOI: 10.3171/2017.12.peds17498] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE The objective of this study was to assess the incidence, diagnosis, and treatment of pediatric blunt cerebrovascular injury (BCVI) at a busy Level 1 trauma center and to develop a tool for accurately predicting pediatric BCVI and the need for diagnostic testing. METHODS This is a retrospective cohort study of a prospectively collected database of pediatric patients who had sustained blunt trauma (patient age range 0-15 years) and were treated at a Level 1 trauma center between 2005 and 2015. Digital subtraction angiography, MR angiography, or CT angiography was used to confirm BCVI. Recently, the Utah score has emerged as a screening tool specifically targeted toward evaluating BCVI risk in the pediatric population. Using logistical regression and adding mechanism of injury as a logit, the McGovern score was able to use the Utah score as a starting point to create a more sensitive screening tool to identify which pediatric trauma patients should receive angiographic imaging due to a high risk for BCVI. RESULTS A total of 12,614 patients (mean age 6.6 years) were admitted with blunt trauma and prospectively registered in the trauma database. Of these, 460 (3.6%) patients underwent angiography after blunt trauma: 295 (64.1%), 107 (23.3%), 6 (1.3%), and 52 (11.3%) patients underwent CT angiography, MR angiography, digital subtraction angiography, and a combination of imaging modalities, respectively. The BCVI incidence (n = 21; 0.17%) was lower than that in a comparable adult group (p < 0.05). The mean patient was age 10.4 years with a mean follow-up of 7.5 months. Eleven patients (52.4%) were involved in a motor vehicle collision, with a mean Glasgow Coma Scale score of 8.6. There were 8 patients (38.1%) with carotid canal fracture, 6 patients (28.6%) with petrous bone fracture, and 2 patients (9.5%) with infarction on initial presentation. Eight patients (38.1%) were managed with observation alone. The Denver, modified Memphis, Eastern Association for the Surgery of Trauma (EAST), and Utah scores, which are the currently used screening tools for BCVI, misclassified 6 (28.6%), 6 (28.6%), 7 (33.3%), and 10 (47.6%) patients with BCVI, respectively, as "low risk" and not in need of subsequent angiographic imaging. By incorporating the mechanism of injury into the score, the McGovern score only misclassified 4 (19.0%) children, all of whom were managed conservatively with no treatment or aspirin. CONCLUSIONS With a low incidence of pediatric BCVI and a nonsurgical treatment paradigm, a more conservative approach than the Biffl scale should be adopted. The Denver, modified Memphis, EAST, and Utah scores did not accurately predict BCVI in our equally large cohort. The McGovern score is the first BCVI screening tool to incorporate the mechanism of injury into its screening criteria, thereby potentially allowing physicians to minimize unnecessary radiation and determine which high-risk patients are truly in need of angiographic imaging.
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Affiliation(s)
- Joseph P Herbert
- 1Department of Neurosurgery, University of Missouri-Columbia, Missouri; and
| | | | | | | | | | | | - Irma T Ugalde
- 6Emergency Medicine, McGovern Medical School at UTHealth, Houston, Texas
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16
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Figaji AA. Anatomical and Physiological Differences between Children and Adults Relevant to Traumatic Brain Injury and the Implications for Clinical Assessment and Care. Front Neurol 2017; 8:685. [PMID: 29312119 PMCID: PMC5735372 DOI: 10.3389/fneur.2017.00685] [Citation(s) in RCA: 90] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2017] [Accepted: 11/30/2017] [Indexed: 01/08/2023] Open
Abstract
General and central nervous system anatomy and physiology in children is different to that of adults and this is relevant to traumatic brain injury (TBI) and spinal cord injury. The controversies and uncertainties in adult neurotrauma are magnified by these differences, the lack of normative data for children, the scarcity of pediatric studies, and inappropriate generalization from adult studies. Cerebral metabolism develops rapidly in the early years, driven by cortical development, synaptogenesis, and rapid myelination, followed by equally dramatic changes in baseline and stimulated cerebral blood flow. Therefore, adult values for cerebral hemodynamics do not apply to children, and children cannot be easily approached as a homogenous group, especially given the marked changes between birth and age 8. Their cranial and spinal anatomy undergoes many changes, from the presence and disappearance of the fontanels, the presence and closure of cranial sutures, the thickness and pliability of the cranium, anatomy of the vertebra, and the maturity of the cervical ligaments and muscles. Moreover, their systemic anatomy changes over time. The head is relatively large in young children, the airway is easily compromised, the chest is poorly protected, the abdominal organs are large. Physiology changes—blood volume is small by comparison, hypothermia develops easily, intracranial pressure (ICP) is lower, and blood pressure normograms are considerably different at different ages, with potentially important implications for cerebral perfusion pressure (CPP) thresholds. Mechanisms and pathologies also differ—diffuse injuries are common in accidental injury, and growing fractures, non-accidental injury and spinal cord injury without radiographic abnormality are unique to the pediatric population. Despite these clear differences and the vulnerability of children, the amount of pediatric-specific data in TBI is surprisingly weak. There are no robust guidelines for even basics aspects of care in children, such as ICP and CPP management. This is particularly alarming given that TBI is a leading cause of death in children. To address this, there is an urgent need for pediatric-specific clinical research. If this goal is to be achieved, any clinician or researcher interested in pediatric neurotrauma must be familiar with its unique pathophysiological characteristics.
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Affiliation(s)
- Anthony A Figaji
- Neuroscience Institute, Division of Neurosurgery, University of Cape Town, Red Cross Children's Hospital, Rondebosch, Cape Town, South Africa
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Sim SY, Kim HG, Yoon SH, Choi JW, Cho SM, Choi MS. Reappraisal of Pediatric Diastatic Skull Fractures in the 3-Dimensional CT Era: Clinical Characteristics and Comparison of Diagnostic Accuracy of Simple Skull X-Ray, 2-Dimensional CT, and 3-Dimensional CT. World Neurosurg 2017; 108:399-406. [DOI: 10.1016/j.wneu.2017.08.107] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Revised: 08/14/2017] [Accepted: 08/16/2017] [Indexed: 11/16/2022]
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Nagpal P, Policeni BA, Bathla G, Khandelwal A, Derdeyn C, Skeete D. Blunt Cerebrovascular Injuries: Advances in Screening, Imaging, and Management Trends. AJNR Am J Neuroradiol 2017; 39:ajnr.A5412. [PMID: 29025722 PMCID: PMC7655313 DOI: 10.3174/ajnr.a5412] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Blunt cerebrovascular injury is a relatively uncommon but sometimes life-threatening injury, particularly in patients presenting with ischemic symptoms in that vascular territory. The decision to pursue vascular imaging (generally CT angiography) is based on clinical and imaging findings. Several grading scales or screening criteria have been developed to guide the decision to pursue vascular imaging, as well as to recommend different treatment options for various injuries. The data supporting many of these guidelines and options are limited however. The purpose of this article is to review and compare these scales and criteria and the data supporting clinical efficacy and to make recommendations for future research in this area.
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Affiliation(s)
- P Nagpal
- From the Department of Radiology (P.N., B.A.P., G.B., C.D.)
| | - B A Policeni
- From the Department of Radiology (P.N., B.A.P., G.B., C.D.)
| | - G Bathla
- From the Department of Radiology (P.N., B.A.P., G.B., C.D.)
| | - A Khandelwal
- Department of Radiology (A.K.), Mayo Clinic, Rochester, Minnesota
| | - C Derdeyn
- From the Department of Radiology (P.N., B.A.P., G.B., C.D.)
| | - D Skeete
- Trauma Services (D.S.), Department of Surgery, University of Iowa Hospitals and Clinics, Iowa City, Iowa
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Leibu S, Rosenthal G, Shoshan Y, Benifla M. Clinical Significance of Long-Term Follow-Up of Children with Posttraumatic Skull Base Fracture. World Neurosurg 2017; 103:315-321. [PMID: 28433849 DOI: 10.1016/j.wneu.2017.04.068] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2017] [Revised: 04/08/2017] [Accepted: 04/10/2017] [Indexed: 12/17/2022]
Abstract
OBJECTIVE To assess the incidence of cerebrospinal fluid (CSF) leak and meningitis, and the need for prophylactic antibiotics, antipneumococcal vaccination, and surgical interventions, in children with a skull base fracture. METHODS We reviewed the records of children with a skull base fracture who were admitted to our tertiary care center between 2009 and 2014. RESULTS A total of 196 children (153 males), age 1 month to 18 years (mean age, 6 ± 4 years), were hospitalized with skull base fracture. Causes of injury were falls (n = 143), motor vehicle accidents (n = 34), and other (n = 19). Fracture locations were the middle skull base in 112 patients, frontal base in 62, and occipital base in 13. Fifty-four children (28%) had a CSF leak. In 34 of these children (63%), spontaneous resolution occurred within 3 days. Three children underwent surgery on admission owing to a CSF leak from an open wound, 3 underwent CSF diversion by spinal drainage, and 4 (2%) required surgery to repair a dural tear after failure of continuous spinal drainage and acetazolamide treatment. Twenty-eight children (14%) received prophylactic antibiotic therapy, usually due to other injuries, and 11 received pneumococcal vaccination. Two children developed meningitis, and 3 children died. Long-term follow up in 124 children revealed 12 children with delayed hearing loss and 3 with delayed facial paralysis. CONCLUSIONS This is the largest pediatric series of skull base fractures reporting rates of morbidity and long-term outcomes published to date. The rate of meningitis following skull base fracture in children is low, supporting a policy of not administering prophylactic antibiotics or pneumococcal vaccine. Long-term follow up is important to identify delayed complications.
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Affiliation(s)
- Sharon Leibu
- Neurosurgical Pediatric Unit, Hadassah Ein Kerem Medical Center, Jerusalem, Israel
| | - Guy Rosenthal
- Neurosurgery Department, Hadassah Ein Kerem Medical Center, Jerusalem, Israel
| | - Yigal Shoshan
- Neurosurgery Department, Hadassah Ein Kerem Medical Center, Jerusalem, Israel
| | - Mony Benifla
- Neurosurgical Pediatric Unit, Hadassah Ein Kerem Medical Center, Jerusalem, Israel; Neurosurgery Department, Hadassah Ein Kerem Medical Center, Jerusalem, Israel.
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Ravindra VM, Bollo RJ, Sivakumar W, Akbari H, Naftel RP, Limbrick DD, Jea A, Gannon S, Shannon C, Birkas Y, Yang GL, Prather CT, Kestle JR, Riva-Cambrin J. Predicting Blunt Cerebrovascular Injury in Pediatric Trauma: Validation of the "Utah Score". J Neurotrauma 2016; 34:391-399. [PMID: 27297774 DOI: 10.1089/neu.2016.4415] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Risk factors for blunt cerebrovascular injury (BCVI) may differ between children and adults, suggesting that children at low risk for BCVI after trauma receive unnecessary computed tomography angiography (CTA) and high-dose radiation. We previously developed a score for predicting pediatric BCVI based on retrospective cohort analysis. Our objective is to externally validate this prediction score with a retrospective multi-institutional cohort. We included patients who underwent CTA for traumatic cranial injury at four pediatric Level I trauma centers. Each patient in the validation cohort was scored using the "Utah Score" and classified as high or low risk. Before analysis, we defined a misclassification rate <25% as validating the Utah Score. Six hundred forty-five patients (mean age 8.6 ± 5.4 years; 63.4% males) underwent screening for BCVI via CTA. The validation cohort was 411 patients from three sites compared with the training cohort of 234 patients. Twenty-two BCVIs (5.4%) were identified in the validation cohort. The Utah Score was significantly associated with BCVIs in the validation cohort (odds ratio 8.1 [3.3, 19.8], p < 0.001) and discriminated well in the validation cohort (area under the curve 72%). When the Utah Score was applied to the validation cohort, the sensitivity was 59%, specificity was 85%, positive predictive value was 18%, and negative predictive value was 97%. The Utah Score misclassified 16.6% of patients in the validation cohort. The Utah Score for predicting BCVI in pediatric trauma patients was validated with a low misclassification rate using a large, independent, multicenter cohort. Its implementation in the clinical setting may reduce the use of CTA in low-risk patients.
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Affiliation(s)
- Vijay M Ravindra
- 1 Department of Neurosurgery, University of Utah School of Medicine ; Division of Pediatric Neurosurgery, Primary Children's Hospital, Salt Lake City, Utah
| | - Robert J Bollo
- 1 Department of Neurosurgery, University of Utah School of Medicine ; Division of Pediatric Neurosurgery, Primary Children's Hospital, Salt Lake City, Utah
| | - Walavan Sivakumar
- 1 Department of Neurosurgery, University of Utah School of Medicine ; Division of Pediatric Neurosurgery, Primary Children's Hospital, Salt Lake City, Utah
| | - Hassan Akbari
- 2 Department of Neurosurgery, Washington University in St. Louis ; Division of Pediatric Neurosurgery, St. Louis Children's Hospital, St. Louis, Missouri
| | - Robert P Naftel
- 3 Department of Neurosurgery, Vanderbilt University ; Division of Pediatric Neurosurgery, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - David D Limbrick
- 2 Department of Neurosurgery, Washington University in St. Louis ; Division of Pediatric Neurosurgery, St. Louis Children's Hospital, St. Louis, Missouri
| | - Andrew Jea
- 4 Department of Neurosurgery, Baylor College of Medicine; Division of Pediatric Neurosurgery, Texas Children's Hospital , Houston, Texas
| | - Stephen Gannon
- 3 Department of Neurosurgery, Vanderbilt University ; Division of Pediatric Neurosurgery, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - Chevis Shannon
- 3 Department of Neurosurgery, Vanderbilt University ; Division of Pediatric Neurosurgery, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - Yekaterina Birkas
- 1 Department of Neurosurgery, University of Utah School of Medicine ; Division of Pediatric Neurosurgery, Primary Children's Hospital, Salt Lake City, Utah
| | - George L Yang
- 3 Department of Neurosurgery, Vanderbilt University ; Division of Pediatric Neurosurgery, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - Colin T Prather
- 3 Department of Neurosurgery, Vanderbilt University ; Division of Pediatric Neurosurgery, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - John R Kestle
- 1 Department of Neurosurgery, University of Utah School of Medicine ; Division of Pediatric Neurosurgery, Primary Children's Hospital, Salt Lake City, Utah
| | - Jay Riva-Cambrin
- 1 Department of Neurosurgery, University of Utah School of Medicine ; Division of Pediatric Neurosurgery, Primary Children's Hospital, Salt Lake City, Utah
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Ravindra VM, Riva-Cambrin J, Sivakumar W, Metzger RR, Bollo RJ. Risk factors for traumatic blunt cerebrovascular injury diagnosed by computed tomography angiography in the pediatric population: a retrospective cohort study. J Neurosurg Pediatr 2015; 15:599-606. [PMID: 25745952 DOI: 10.3171/2014.11.peds14397] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECT Computed tomography angiography (CTA) is frequently used to examine patients for blunt cerebrovascular injury (BCVI) after cranial trauma, but the pediatric population at risk for BCVI is poorly defined. Although CTA is effective for BCVI screening in adults, the increased lifetime risk for malignant tumors associated with this screening modality warrants efforts to reduce its use in children. The authors' objective was to evaluate the incidence of BCVI diagnosed by CTA in a pediatric patient cohort and to create a prediction model to identify children at high risk for BCVI. METHODS Demographic, clinical, and radiographic data were collected retrospectively for pediatric patients who underwent CTA during examination for traumatic cranial injury from 2003 through 2013. The primary outcome was injury to the carotid or vertebral artery diagnosed by CTA. RESULTS The authors identified 234 patients (mean age 8.3 years, range 0.04-17 years, 150 [64%] boys) who underwent CTA screening for BCVI. Of these, 24 (10.3%) had a focal neurological deficit, and 153 (65.4%) had intracranial hemorrhage on a head CTA. Thirty-seven BCVIs were observed in 36 patients (15.4%), and 16 patients (6.8%) died. Multivariate regression analysis identified fracture through the carotid canal, petrous temporal bone fracture, Glasgow Coma Scale (GCS) score of < 8, focal neurological deficit, and stroke on initial CT scan as independent risk factors for BCVI. A prediction model for identifying children at high risk for BCVI was created. A score of ≤ 2 yielded a 7.9% probability of BCVI and a score of ≥ 3 a risk of 39.3% for BCVI. CONCLUSIONS For cranial trauma in children, fracture of the petrous temporal bone or through the carotid canal, focal neurological deficit, stroke, and a GCS score of < 8 are independent risk factors for BCVI.
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Affiliation(s)
- Vijay M Ravindra
- 1Division of Pediatric Neurosurgery, Department of Neurosurgery, University of Utah School of Medicine; and
| | - Jay Riva-Cambrin
- 1Division of Pediatric Neurosurgery, Department of Neurosurgery, University of Utah School of Medicine; and
| | - Walavan Sivakumar
- 1Division of Pediatric Neurosurgery, Department of Neurosurgery, University of Utah School of Medicine; and
| | - Ryan R Metzger
- 2Department of Surgery, University of Utah School of Medicine;,3Division of Pediatric Surgery, Primary Children's Hospital, Salt Lake City, Utah
| | - Robert J Bollo
- 1Division of Pediatric Neurosurgery, Department of Neurosurgery, University of Utah School of Medicine; and
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Abstract
OBJECTIVE To gain a description of the prevalence and time course of vasospasm in children suffering moderate-to-severe traumatic brain injury. DESIGN A prospective, observational study was performed. Children with a diagnosis of traumatic brain injury, a Glasgow Coma Score less than or equal to 12, and abnormal head imaging were enrolled. Transcranial Doppler ultrasound was performed to identify and follow vasospasm. Diagnostic criteria included flow velocity elevation more than or equal to 2 sd above age and gender normal values for the middle cerebral and basilar arteries. Additional criteria required for vasospasm diagnosis in the middle cerebral artery was a ratio of flow in the middle cerebral artery to extracranial internal carotid artery more than or equal to 3. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Sixty-nine children were included. The prevalence of middle cerebral artery vasospasm in children with moderate traumatic brain injury (Glasgow Coma Score, 9-12) was 8.5% and was 33.5% in those with severe traumatic brain injury (Glasgow Coma Score, ≤ 8). The prevalence of basilar artery vasospasm in children with moderate traumatic brain injury was 3% and with severe traumatic brain injury was 21%. Mean time to onset of vasospasm was 4 days (± 2 d) in the middle cerebral arteries and 5 days (± 2.5 d) in the basilar artery. Mean duration of vasospasm in the middle cerebral artery was 2 days (± 2 d) and 1.5 days (± 1 d) in the basilar artery. Children in whom vasospasm developed were more likely to have been involved in motor vehicle accidents, had higher Injury Severity Scores, had fever at admission, and had lower Glasgow Coma Score scores. Good neurologic outcome (Glasgow Outcome Score Extended Pediatric version of ≥ 4) at 1 month from injury was seen in 76% of those with moderate traumatic brain injury without vasospasm and in 40% of those with vasospasm. In those with severe traumatic brain injury, good neurologic outcome was seen in 29% of those children without vasospasm and in 15% of those with vasospasm. CONCLUSIONS Vasospasm occurs in a sizeable number of children with moderate and severe traumatic brain injury. Children in whom vasospasm developed were more likely to have been involved in a motor vehicle accident, had higher Injury Severity Scores, had fever at admission, and had lower Glasgow Coma scores than in those whom vasospasm did not develop. Based on these findings, we recommend aggressive screening for posttraumatic vasospasm in these patients. Future studies should establish the relationship between vasospasm and long-term functional outcomes and should also evaluate potential preventative or therapeutic options for vasospasm in these children.
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Nichols J, Perez R, Wu C, Adelson PD, Anderson T. Traumatic brain injury induces rapid enhancement of cortical excitability in juvenile rats. CNS Neurosci Ther 2014; 21:193-203. [PMID: 25475223 DOI: 10.1111/cns.12351] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2014] [Revised: 10/15/2014] [Accepted: 10/20/2014] [Indexed: 11/29/2022] Open
Abstract
AIMS Following a traumatic brain injury (TBI), 5-50% of patients will develop posttraumatic epilepsy (PTE) with children being particularly susceptible. Currently, PTE cannot be prevented and there is limited understanding of the underlying epileptogenic mechanisms. We hypothesize that early after TBI the brain undergoes distinct cellular and synaptic reorganization that facilitates cortical excitability and promotes the development of epilepsy. METHODS To examine the effect of pediatric TBI on cortical excitability, we performed controlled cortical impact (CCI) on juvenile rats (postnatal day 17). Following CCI, animals were monitored for the presence of epileptiform activity by continuous in vivo electroencephalography (EEG) and/or sacrificed for in vitro whole-cell patch-clamp recordings. RESULTS Following a short latent period, all animals subjected to CCI developed spontaneous recurrent epileptiform activity within 14 days. Whole-cell patch-clamp recordings of layer V pyramidal neurons showed no changes in intrinsic excitability or spontaneous excitatory postsynaptic currents (sEPSCs) properties. However, the decay of spontaneous inhibitory postsynaptic currents (sIPSCs) was significantly increased. In addition, CCI induced over a 300% increase in excitatory and inhibitory synaptic bursting. Synaptic bursting was prevented by blockade of Na(+)-dependent action potentials or select antagonism of glutamate or GABA-A receptors, respectively. CONCLUSION Our results demonstrate that CCI in juvenile rats rapidly induces epileptiform activity and enhanced cortical synaptic bursting. Detection of epileptiform activity early after injury suggests it may be an important pathophysiological component and potential indicator of developing PTE.
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Affiliation(s)
- Joshua Nichols
- University of Arizona, College of Medicine - Phoenix, Phoenix, AZ, USA; School of Life Sciences, Arizona State University, Phoenix, AZ, USA
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