Embolization for pediatric trauma.

BACKGROUND: The management of pediatric trauma with trans-arterial embolization is uncommon, even in level 1 trauma centers; hence, there is a dearth of literature on this subject compared to the adult experience. OBJECTIVE: To describe a single-center, level 1 trauma center experience with arterial embolization for pediatric trauma. MATERIALS AND METHODS: A retrospective review was performed to identify demographics, transfusion requirements, pre-procedure imaging, procedural details, adverse events, and arterial embolization outcomes over a 19-year period. Twenty children (age 4.5 months to 17 years, median 13.5 years; weight 3.6 to 108 kg, median 53 kg) were included. Technical success was defined as angiographic resolution of the bleeding-related abnormality on post-embolization angiography or successful empiric embolization in the absence of an angiographic finding. Clinical success was defined as not requiring additional intervention after embolization. RESULTS: Seventy-five percent (n=15/20) of patients required red blood cell transfusions prior to embolization with a mean volume replacement 64 ml/kg (range 12-166 ml/kg) and the median time from injury to intervention was 3 days (range 0-16 days). Technical success was achieved in 100% (20/20) of children while clinical success was achieved in 80% (n=16/20). For the 4 children (20%) with continued bleeding following initial embolization, 2 underwent repeat embolization, 1 underwent surgery, and 1 underwent repeat embolization and surgery. Mortality prior to discharge was 15% (n=3). A post-embolization mild adverse event included one groin hematoma, while a severe adverse event included one common iliac artery pseudoaneurysm requiring open surgical ligation. CONCLUSIONS: In this single-center experience, arterial embolization for hemorrhage control in children after trauma is feasible but can be challenging and the clinical failure rate of 20% in this series reflects this complexity. Standardization of pre-embolization trauma assessment parameters and embolic techniques may improve outcomes.

Trends in Histrelin Implantation at a Pediatric Tertiary Care Center.

INTRODUCTION: Determine procedural outcomes and identify changing trends of utilization among patients undergoing histrelin implantation at a large pediatric tertiary care center over 15 y. METHODS: Retrospective review of all patients undergoing histrelin implantation between January 2008 and April 2022. RESULTS: A total of 746 patients underwent 1794 unique procedures (1364 placements/replacements, 430 removals). Procedures were performed in the clinic (1071, 60%), sedation unit (630, 35%), and operating room (93, 5%). A total of 14 (0.8%) complications were identified, including two patients that required early implant removal and one patient requiring antibiotics. Implants were placed for central precocious puberty (CPP, 579) or gender dysphoria (GD, 167). Cohort included 25.9% males and 74.1% females with mean age of implantation of 9.48 y (SD: 2.34, range: 1.05-17.34). The GD group is comprised of 52.4% males and 47.6% females, compared to 18.3% males and 81.7% females in the CPP. Significant difference was identified for mean age at placement by indication (CPP 8.65 y versus GD 12.34, P < 0.001). New patient referrals and implant procedures increased significantly over 14 y. Yearly frequency of patients receiving implants for CPP and GD increased significantly (P < 0.001), with proportion of GD patients increasing from 7% to 32%. CONCLUSIONS: Histrelin procedures have increased in frequency overall with the greater increase noted in the GD cohort. The development of a streamlined process and a dedicated team have enabled histrelin procedures to be safely performed in the clinic setting for most, with a very low complication rate.

Surgical insights and management in patients with the 22q11.2 deletion syndrome.

PURPOSE: 22q11.2 deletion syndrome (22q11.2DS) can present with a variety challenges to patients and their caregivers, many of which require surgical evaluation and intervention. Surgical needs can also extend long into adulthood, prompting evaluation and intervention throughout development and beyond. Here, we identify common concerns and patient needs associated with the 22q11.2DS from a general surgery perspective, their management, and typical management based on our institution's experience with 1263 patients. METHODS: 1263 patients evaluated and treated at the 22q And You Center at the Children's Hospital of Philadelphia were enrolled and included in the study, from January 1992 to May 2017 Co-morbidities, procedures, and imaging studies performed were quantified and assessed via descriptive analysis. RESULTS: Gastroesophageal reflux disease (GERD) and feeding difficulties were the most common surgical issues identified, while gastrostomy tube placement, anorectal procedures, and hernia repairs were the most common surgical interventions performed by general surgeons. CONCLUSIONS: General surgical procedures are commonly needed in this population and are part of the complex needs these patients and their surgeons may encounter in the setting of a 22q11.2DS diagnosis. These findings will help to inform a well-coordinated, multidisciplinary approach to care.

Settling the Score: Injury Severity Score Fails to Capture Nuances in Pediatric Trauma.

OBJECTIVES: Recent work has questioned the accuracy of the Injury Severity Score (ISS) and the Abbreviated Injury Scale (AIS) in the pediatric population. We sought to determine mortality rates in pediatric trauma patients at ISSs considered "severe" in adults and whether mortality would vary substantially between adults and children sustaining injuries with the same AIS. METHODS: Univariate logistic regression was used to generate mortality rates associated with ISS scores, for children (<16 years of age) and adults, using the 2016 National Trauma Data Bank. Mortality rates at an ISS of 15 were calculated in both groups. We similarly calculated ISS scores associated with mortality rates of 10%, 25%, and 50%. Receiver operating characteristic curves were constructed to compare the discriminative ability of ISS to predict mortality after blunt and penetrating injuries in adults and children. Mortality rates associated with 1 or more AIS 3 injuries per body region were defined. RESULTS: There were 855,454 cases, 86,414 (10.1%) of which were children. The ISS associated with 10%, 25%, and 50% mortality were 35, 44, and 53, respectively, in children; they were 27, 38, and 48 in adults. At an ISS of 15, pediatric mortality was 1.0%; in adults, it was 3.1%. A 3.1% mortality rate was not observed in children until an ISS of 25. On receiver operating characteristic analysis, the ISS performed better in children compared with adults (area under the curve, 0.965 vs 0.860 [P < 0.001]). Adults consistently suffered from higher mortality rates than did children with the same number of severe injuries to a body region, and mortality varied widely between specific selected AIS 3 injuries. CONCLUSIONS: Although the ISS predicts mortality well, children have lower mortality than do adults for the same ISS, and therefore, the accepted definition of severe injury is not equivalent between these 2 cohorts. Mortality risk is highly dependent on the specific nature of the injury, with large variability in outcomes despite identical AIS scores.

Audit of blood product utilization in the care of injured children.

BACKGROUND: Blood product utilization in injured children is poorly characterized; the decision to prepare products or transfuse patients can be difficult due to a lack of reliable evidence of transfusion needs across pediatric age-groups and injury types. We conducted an audit of transfusion practices in pediatric trauma based on age, injuries, and mechanism of injury. METHODS: We reviewed and cross-referenced blood product transfusion practice data from the trauma registry and the anesthesia transfusion record database at a level 1 pediatric trauma center over a 10-year period. Demographic data, injury severity scores, and survival statistics were obtained from the trauma registry. Transfusion rates are reported separately for hospital admission and for intraoperative transfusions for procedures performed during the first two hospital days. Descriptive statistical analysis was used to compare specific groups based on age, injury type, and mechanism of injury. RESULTS: We report 14 569 trauma admissions of 14 606 patients. The transfusion rate during the admission was 1.56% (227/14 569). 4591 (30.9%) admissions had surgical interventions in first two days of hospitalization with an intraoperative transfusion rate of 2.98%. Patients younger than one year had the highest transfusion rate during admission (2.8%), and the highest transfusion rate during surgical procedures performed in the first two days of the admission (18.87%). Admissions due to vascular injuries had the highest transfusion rates in infancy followed by hollow visceral injuries in adolescents (71.4% and 25%, respectively). Vascular injuries in most age-groups also had high transfusion rates ranging from 11% in 5- to 9-year age-group to 71% in infants. Mechanisms with the highest transfusion rates were firearm wounds in patients older than one year and vehicular accidents for patients younger than one year. CONCLUSIONS: The overall blood product needs in the pediatric trauma population are low (1.56%). Selected populations requiring higher rates of need include infants younger than one year, and children with thoracic and vascular injuries. Understanding transfusion patterns is important to optimize resource allocation.

Meconium aspiration syndrome requiring ECMO in newborns with gastroschisis: incidence and surgical outcomes.

AIM OF THE STUDY: To evaluate the incidence of respiratory failure requiring ECMO in newborns with gastroschisis (GC), compare it to the incidence in the general population, review the surgical outcomes of newborns with GC requiring ECMO and compare them to newborns with GC not requiring ECMO. METHODS: This is a retrospective review of all neonatal admissions for GC from December 2010 to September 2015. MAIN RESULTS: 110 newborns with GC were admitted to our NICU between 12/2010 and 9/2015; 36 were term. Four cases, all term, all prenatally diagnosed, all outborn, developed respiratory failure requiring ECMO secondary to meconium aspiration syndrome (MAS). This 11% (4/36 term GC) represents a 300-fold increase in the incidence of MAS-associated respiratory failure requiring ECMO compared to the general population of term newborns (0.037%). Median time on ECMO was 12 (9-20) days. The time to achieve full enteral feedings in the GC/ECMO group was twice the time of the 106 newborns in the GC/non-ECMO group [median: 70 (48-77) vs. 35 (16-270) days, respectively]. Time to hospital discharge was three times longer in the GC/ECMO group compared to the GC/non-ECMO group (median: 42 [20-282] versus 125 [69-223] days, respectively). All patients survived. CONCLUSION: The incidence of respiratory failure requiring ECMO is remarkably higher in patients with GC than in the general population and much higher in the subgroup of term GC. While infrequent, the possibility of this event supports the concept that fetuses with GC benefit from being delivered at tertiary centers with immediate pediatric surgery and ECMO capabilities.

A National Analysis of Pediatric Trauma Care Utilization and Outcomes in the United States.

OBJECTIVES: More childhood deaths are attributed to trauma than all other causes combined. Our objectives were to provide the first national description of the proportion of injured children treated at pediatric trauma centers (TCs), and to provide clarity to the presumed benefit of pediatric TC verification by comparing injury mortality across hospital types. METHODS: We performed a population-based cohort study using the 2006 Healthcare Cost and Utilization Project Kids Inpatient Database combined with national TC inventories. We included pediatric discharges (≤16 y) with the International Classification of Diseases, Ninth Revision code(s) for injury. Descriptive analyses were performed evaluating proportions of injured children cared for by TC level. Multivariable logistic regression models were used to estimate differences in in-hospital mortality by TC type (among level-1 TCs only). Analyses were survey-weighted using Healthcare Cost and Utilization Project sampling weights. RESULTS: Of 153,380 injured children, 22.3% were admitted to pediatric TCs, 45.2% to general TCs, and 32.6% to non-TCs. Overall mortality was 0.9%. Among level-1 TCs, raw mortality was 1.0% pediatric TC, 1.4% dual TC, and 2.1% general TC. In adjusted analyses, treatment at level-1 pediatric TCs was associated with a significant mortality decrease compared to level-1 general TCs (adjusted odds ratio, 0.6; 95% confidence intervals, 0.4-0.9). CONCLUSIONS: Our results provide the first national evidence that treatment at verified pediatric TCs may improve outcomes, supporting a survival benefit with pediatric trauma verification. Given lack of similar survival advantage found for level-1 dual TCs (both general/pediatric verified), we highlight the need for further investigation to understand factors responsible for the survival advantage at pediatric-only TCs, refine pediatric accreditation guidelines, and disseminate best practices.

Mapping Activity Patterns to Quantify Risk of Violent Assault in Urban Environments.

BACKGROUND: We collected detailed activity paths of urban youth to investigate the dynamic interplay between their lived experiences, time spent in different environments, and risk of violent assault. METHODS: We mapped activity paths of 10- to 24-year-olds, including 143 assault patients shot with a firearm, 206 assault patients injured with other types of weapons, and 283 community controls, creating a step-by-step mapped record of how, when, where, and with whom they spent time over a full day from waking up until going to bed or being assaulted. Case-control analyses compared cases with time-matched controls to identify risk factors for assault. Case-crossover analyses compared cases at the time of assault with themselves earlier in the day to investigate whether exposure increases acted to the trigger assault. RESULTS: Gunshot assault risks included being alone (odds ratio [OR] = 1.6, 95% confidence interval [CI] = 1.3, 1.9) and were lower in areas with high neighbor connectedness (OR = 0.7, 95% CI = 0.6, 0.8). Acquiring a gun (OR = 1.4, 95% CI = 1.1, 1.6) and entering areas with more vacancy, violence, and vandalism (OR = 1.7, 95% CI = 1.1, 2.7) appeared to trigger the risk of getting shot shortly thereafter. Nongunshot assault risks included being in areas with recreation centers (OR = 1.2, 95% CI = 1.1, 1.4). Entering an area with higher truancy (OR = 1.6, 95% CI = 1.1, 2.5) and more vacancy, violence, and vandalism appeared to trigger the risk of nongunshot assault. Risks varied by age group. CONCLUSIONS: We achieved a large-scale study of the activities of many boys, adolescents, and young men that systematically documented their experiences and empirically quantified risks for violence. Working at a temporal and spatial scale that is relevant to the dynamics of this phenomenon gave novel insights into triggers for violent assault.

Utility of neurocognitive testing of mild traumatic brain injury in children treated and released from the emergency department.

PRIMARY OBJECTIVE: To assess feasibility and utility of neurocognitive testing of children evaluated and discharged from the ED with mild traumatic brain injury (MTBI). METHODS: Paediatric blunt trauma patients (aged 11-18 years) evaluated in the ED for MTBI and control patients with isolated lower extremity injury were prospectively enrolled. All patients were administered a validated neurocognitive test (ImPACT(©)). Wilcoxon sign rank tests were used to compare reported symptoms and neurocognitive performance between subjects and controls, as well as to matched normative data. RESULTS: Thirty-nine subjects and 46 controls were enrolled. The MTBI patients had a mean age of 13.9 years (53.8% male). An abnormal symptom score was reported in 89.7% of MTBI subjects (mean score = 29.4, normal ≤ 8), differing significantly (p < 0.05) from controls, in whom 39.1% demonstrated an abnormal score (mean score = 8.7). In all neurocognitive test domains, visual motor speed and reaction time, MTBI patients demonstrated lower scores than normative data (p < 0.05). CONCLUSIONS: Patients with MTBI were more likely than control subjects to have scores on any or all neurocognitive domains below the 25th percentile and 10th percentile. In the ED setting, acute neurocognitive testing of MTBI in children is feasible. This highlights the importance of structured follow-up for this treated and released population.

Peptide spectra in Wilms tumor that associate with adverse outcomes.

BACKGROUND: The 2013 Children's Oncology Group (COG) blueprint for renal tumor research challenges investigators to develop new, risk-specific biological therapies for unfavorable histology and higher-risk Wilms tumor (WT) in an effort to close a persistent survival gap and to reduce treatment toxicities. As an initial response to this call from the COG, we used imaging mass spectrometry to determine peptide profiles of WT associated with adverse outcomes. MATERIALS AND METHODS: We created a WT tissue microarray containing 2-mm punches of formalin-fixed, paraffin-embedded specimens archived from 48 sequentially treated WT patients at our institutions. Imaging mass spectrometry was performed to compare peptide spectra between three patient groups as follows: unfavorable versus favorable histology, treatment success versus failure, and COG higher- versus lower-risk disease. Statistically significant peptide peaks differentiating groups were identified and incorporated into a predictive model using a genetic algorithm. RESULTS: One hundred thirty-one peptide peaks were differentially expressed in unfavorable versus favorable histology WT (P < 0.05). Two hundred three peaks differentiated treatment failure from success (P < 0.05). Seventy-one peaks differentiated COG higher-risk disease from the very-low, low, and standard-risk groups (P < 0.05). These peaks were used to develop predictive models that could differentiate among patient groups 98.49%, 94.46%, and 98.55% of the time, respectively. Spectral patterns were internally cross-validated using a leave-20% out model. CONCLUSIONS: Peptide spectra can discriminate adverse behavior of WT. After future external validation and refinement, these models could be used to predict WT behavior and to stratify intensity of chemotherapy regimens. Furthermore, peptides discovered in the model could be sequenced to identify potential risk-specific drug targets.

Duodenal hematoma following EGD: comparison with blunt abdominal trauma-induced duodenal hematoma.

BACKGROUND: Duodenal hematoma (DH) is a rare complication of esophagogastroduodenoscopy (EGD) with duodenal biopsy and uncommon, but better described following blunt abdominal trauma (BAT). We aimed to describe DH incidence and investigate risk factors for DH development post-EGD and compare its features to those post-BAT. METHODS: Multiple electronic databases were searched for the diagnosis of DH from 2000 to 2012. Inclusion criteria were patients 0 to 21 years of age who developed a DH following EGD with biopsy or BAT. Exclusion criteria were DH secondary to any other mechanism, EGD performed at another medical center, and insufficient information in the electronic medical record to determine treatments or outcomes. RESULTS: A total of 14 post-EGD and 15 post-BAT patients with DH were included in the study. There were 26,905 EGDs with duodenal biopsies performed during the study period, for an incidence of 1:1922 procedures. Thirteen of 14 (93%) post-EGD DH events occurred between 2007 and 2012 (P < 0.001). The proportion of procedures performed under general anesthesia versus moderate sedation, and performed in the supine position versus left lateral decubitus were close to but did not reach statistical significance. DH-related complications and time to hematoma resolution was similar between groups. CONCLUSIONS: In a 13-year study period, 14 patients developed DH after EGD, for an incidence of 1:1922. Method of sedation and supine positioning of the patient during endoscopy warrant further investigation as potential risks. The clinical course and time to recovery with conservative management are similar between patients with EGD and BAT-induced DH.

Cervical spine imaging in hospitalized children with traumatic brain injury.

OBJECTIVES: The purposes of this study, in children with traumatic brain injury (TBI), to describe cervical spine imaging practice, to assess for recent changes in imaging practice, and to determine whether cervical spine computed tomography (CT) is being used in children at low risk for cervical spine injury. METHODS: The setting was children's hospitals participating in the Pediatric Health Information System database, from January 2001 to June 2011. Participants were children (younger than 18 y) with TBI who were evaluated in the emergency department, admitted to the hospital, and received a head CT scan on the day of admission. The primary outcome measures were cervical spine imaging studies. This study was exempted from institutional review board assessment. RESULTS: A total of 30,112 children met study criteria. Overall, 52% (15,687/30,112) received cervical spine imaging. The use of cervical spine radiographs alone decreased between 2001 (47%) and 2011 (23%), with an annual decrease of 2.2% (95% confidence interval [CI], 1.1%-3.3%), and was largely replaced by an increased use of CT, with or without radiographs (8.6% in 2001 and 19.5% in 2011, with an annual increase of 0.9%; 95% CI, 0.1%-1.8%). A total of 2545 children received cervical spine CT despite being discharged alive from the hospital in less than 72 hours, and 1655 of those had a low-risk mechanism of injury. CONCLUSIONS: The adoption of CT clearance of the cervical spine in adults seems to have influenced the care of children with TBI, despite concerns about radiation exposure.

Pediatric thoracic cage fractures - mind the sternum: A retrospective analysis of the ACS-TQIP database.

BACKGROUND: The thoracic cage is an anatomical entity formed by the thoracic spine, ribs, and sternum. As part of this osteoligamentous complex, the sternum contributes substantially to the stability of the thoracic spine. This study investigates the influence of a concomitant sternal fracture (SF) on the treatment and hospital course of pediatric patients with a thoracic vertebral fracture (TVF). METHODS: The Trauma Quality Improvement Program (TQIP) datasets from 2016-2020 were reviewed. Patients aged 0-19 with TVF with or without SF following blunt trauma were identified using the abbreviated injury scale (AIS) codes and selected for further data collection. Patients with transverse or spinous process fractures or incomplete data were excluded. Data collected included demographics, mechanisms of injury, clinical variables, procedures, intensive care unit (ICU) admission and length of stay (LOS), total LOS and in-hospital mortality. Continuous variables were analyzed with Wilcoxon Rank Sum test, categorical variables with Chi-squared test. RESULTS: A total of 13,434 patients were identified, of which 10,292 had isolated TVF (TVF), 788 TVF and concomitant SF (TVF + SF), 2,225 isolated SF (excluded), and 126 incomplete data (excluded). Motor vehicle collisions were the most common mechanism of injury in both groups (TVF: 75%, TVF + SF: 88%), followed by falls (TVF: 23%, TVF + SF: 12%). Spinal cord injuries were more common among TVF + SF patients (6.4% vs 4%). Median injury severity score (17 vs. 12), age (17 vs. 15 years), LOS (5 vs. 3 days), and mortality (5.6% vs. 2.3%) were significantly higher and the need for operative treatment (69% vs. 56%) and ICU admission (53% vs 36%) significantly more frequent in patients with TVF + SF. CONCLUSIONS: Concomitant SF occur in 7% of all pediatric patients with TVF and are associated with increased morbidity and mortality. This combination of injuries is likely the result of greater energy transmission and injury potential. LEVEL OF EVIDENCE: Level IV, Therapeutic/ Care management.

Custom injury prevention priority scoring: Local ranking procedures to assess unique community needs: Local Pediatric Injury Prevention Priority Scoring.

BACKGROUND: Trauma is the leading cause of morbidity and mortality in children. Many traumatic injuries are preventable and trauma centers play a major role in directing population-level injury prevention strategies. Given the constraint of finite resources, calculating priorities for injury prevention at an institutional level is essential. The Injury Prevention and Priority Score (IPPS) is a widely applicable tool that is more robust than simple prevalence rankings and considers injury severity - an important factor when developing prevention strategies. We developed an adapted-IPPS methodology to define our local injury prevention priorities using our institution's patient population. METHODS: The institution-specific trauma registry was used, which includes patients presenting to a level 1 pediatric trauma center July 2018 - June 2022. Causes of injury were categorized into injury mechanisms based on external cause codes. Mechanisms of injury were ranked by frequency and severity (based on mean Injury Severity Score, ISS). An IPPS was calculated for each of the injury mechanisms, which were then ranked from highest to lowest priority injury mechanism. RESULTS: In ranking injury mechanisms by IPPS, "falls" remain the top priority mechanism despite their relatively low severity, given their overwhelming frequency (n = 1993, mean ISS = 5.9). The injury mechanisms "motor vehicle" (n = 434, mean ISS = 10.9) and "pedestrian" (n = 13, mean ISS = 15), become higher priority given their injury severity, despite lower frequency. "Pedestrian" includes non-traffic incidents such as patients run over by cars in driveways or rural settings. CONCLUSIONS: Computing the IPPS for each injury mechanism, using data collected routinely for trauma registries, enables trauma centers to use local data to inform injury prevention efforts in their communities. Calculating rankings based on an injury mechanism's relative frequency and severity allows a more robust understanding of their impact. LEVEL OF EVIDENCE: IV.

Safety in numbers: are major cities the safest places in the United States?

STUDY OBJECTIVES: Many US cities have experienced population reductions, often blamed on crime and interpersonal injury. Yet the overall injury risk in urban areas compared with suburban and rural areas has not been fully described. We begin to investigate this evidence gap by looking specifically at injury-related mortality risk, determining the risk of all injury death across the rural-urban continuum. METHODS: A cross-sectional time-series analysis of US injury deaths from 1999 to 2006 in counties classified according to the rural-urban continuum was conducted. Negative binomial generalized estimating equations and tests for trend were completed. Total injury deaths were the primary comparator, whereas differences by mechanism and age were also explored. RESULTS: A total of 1,295,919 injury deaths in 3,141 US counties were analyzed. Injury mortality increased with increasing rurality. Urban counties demonstrated the lowest death rates, significantly less than rural counties (mean difference=24.0 per 100,000; 95% confidence interval 16.4 to 31.6 per 100,000). After adjustment, the risk of injury death was 1.22 times higher in the most rural counties compared with the most urban (95% confidence interval 1.07 to 1.39). CONCLUSION: Using total injury death rate as an overall safety metric, US urban counties were safer than their rural counterparts, and injury death risk increased steadily as counties became more rural. Greater emphasis on elevated injury-related mortality risk outside of large cities, attention to locality-specific injury prevention priorities, and an increased focus on matching emergency care needs to emergency care resources are in order.

Pediatric Cervical Spine Injury Following Blunt Trauma in Children Younger Than 3 Years: The PEDSPINE II Study.

Importance: There is variability in practice and imaging usage to diagnose cervical spine injury (CSI) following blunt trauma in pediatric patients. Objective: To develop a prediction model to guide imaging usage and to identify trends in imaging and to evaluate the PEDSPINE model. Design, Setting, and Participants: This cohort study included pediatric patients (<3 years years) following blunt trauma between January 2007 and July 2017. Of 22 centers in PEDSPINE, 15 centers, comprising level 1 and 2 stand-alone pediatric hospitals, level 1 and 2 pediatric hospitals within an adult hospital, and level 1 adult hospitals, were included. Patients who died prior to obtaining cervical spine imaging were excluded. Descriptive analysis was performed to describe the population, use of imaging, and injury patterns. PEDSPINE model validation was performed. A new algorithm was derived using clinical criteria and formulation of a multiclass classification problem. Analysis took place from January to October 2022. Exposure: Blunt trauma. Main Outcomes and Measures: Primary outcome was CSI. The primary and secondary objectives were predetermined. Results: The current study, PEDSPINE II, included 9389 patients, of which 128 (1.36%) had CSI, twice the rate in PEDSPINE (0.66%). The mean (SD) age was 1.3 (0.9) years; and 70 patients (54.7%) were male. Overall, 7113 children (80%) underwent cervical spine imaging, compared with 7882 (63%) in PEDSPINE. Several candidate models were fitted for the multiclass classification problem. After comparative analysis, the multinomial regression model was chosen with one-vs-rest area under the curve (AUC) of 0.903 (95% CI, 0.836-0.943) and was able to discriminate between bony and ligamentous injury. PEDSPINE and PEDSPINE II models' ability to identify CSI were compared. In predicting the presence of any injury, PEDSPINE II obtained a one-vs-rest AUC of 0.885 (95% CI, 0.804-0.934), outperforming the PEDSPINE score (AUC, 0.845; 95% CI, 0.769-0.915). Conclusion and Relevance: This study found wide clinical variability in the evaluation of pediatric trauma patients with increased use of cervical spine imaging. This has implications of increased cost, increased radiation exposure, and a potential for overdiagnosis. This prediction tool could help to decrease the use of imaging, aid in clinical decision-making, and decrease hospital resource use and cost.

Identification and validation of prognostic criteria for persistence of mild traumatic brain injury-related impairment in the pediatric patient.

OBJECTIVES: This study aimed to develop and validate prognostic criteria to identify children at risk for persistence of mild traumatic brain injury (MTBI) impairment. METHODS: A prospective cohort study was conducted among 11- to 17-year-old emergency department (ED) patients admitted for MTBI. The Immediate Postconcussion Assessment and Cognitive Testing neurocognitive test was administered during hospitalization and at routine clinic follow-up (ImPACT). Logistic regression and receiver operating characteristic (ROC) analyses were used to develop prognostic criteria for MTBI-related impairment in 1 group and validate the criteria in a second group. Mild traumatic brain injury-related impairment was defined as any impairment (symptom score >8 or <25th percentile on at least 1 of 4 neurocognitive composite domains) or severe impairment (symptom score >12 or <25th percentile on at least 2 of 4 neurocognitive composite domains) present on follow-up. RESULTS: The derivation and validation cohorts were 42 and 21 patients (median age, 14 years; 71.4% male). Using the mean of the validation cohort patients' 4 neurocognitive deficit composite percentiles at baseline, a cut point of less than 39 percentile had high sensitivity (0.89) and specificity (0.80) and an area under the ROC curve of 0.85 in predicting the presence of any impairment at follow-up; it discriminated equally well in the validation cohort. A cut point of less than 27 percentile had good sensitivity (0.67) and specificity (0.67) and area under the ROC curve of 0.67 in predicting the presence of severe impairment in the derivation cohort at follow-up; it discriminated equally well in the validation cohort. CONCLUSIONS: This is the first study demonstrating prognostic criteria that may greatly help physicians identify patients who would benefit from structured follow-up care after MTBI.

Development and validation of machine learning models for the prediction of blunt cerebrovascular injury in children.

BACKGROUND: Blunt cerebrovascular injury (BCVI) is a rare finding in trauma patients. The previously validated BCVI (Denver and Memphis) prediction model in adult patients was shown to be inadequate as a screening option in injured children. We sought to improve the detection of BCVI by developing a prediction model specific to the pediatric population. METHODS: The National Trauma Databank (NTDB) was queried from 2007 to 2015. Test and training datasets of the total number of patients (885,100) with complete ICD data were used to build a random forest model predicting BCVI. All ICD features not used to define BCVI (2268) were included within the random forest model, a machine learning method. A random forest model of 1000 decision trees trying 7 variables at each node was applied to training data (50% of the dataset, 442,600 patients) and validated with test data in the remaining 50% of the dataset. In addition, Denver and Memphis model variables were re-validated and compared to our new model. RESULTS: A total of 885,100 pediatric patients were identified in the NTDB to have experienced blunt pediatric trauma, with 1,998 (0.2%) having a diagnosis of BCVI. Skull fractures (OR 1.004, 95% CI 1.003-1.004), extremity fractures (OR 1.001, 95% 1.0006-1.002), and vertebral injuries (OR 1.004, 95% CI 1.003-1.004) were associated with increased risk for BCVI. The BCVI prediction model identified 94.4% of BCVI patients and 76.1% of non-BCVI patients within the NTDB. This study identified ICD9/ICD10 codes with strong association to BCVI. The Denver and Memphis criteria were re-applied to NTDB data to compare validity and only correctly identified 13.4% of total BCVI patients and 99.1% of non BCVI patients. CONCLUSION: The prediction model developed in this study is able to better identify pediatric patients who should be screened with further imaging to identify BCVI. LEVEL OF EVIDENCE: Retrospective diagnostic study-level III evidence.