MRI and Clinical Variables for Prediction of Outcomes After Pediatric Severe Traumatic Brain Injury
Peter A Ferrazzano1,2, Susan Rebsamen3, Aaron S Field3
1Department of Pediatrics, University of Wisconsin-Madison.
Insights
Magnetic resonance imaging (MRI) can improve prediction of long-term outcomes in children with severe traumatic brain injury (TBI). Adding MRI findings to clinical predictors significantly enhances prognostic accuracy, aiding treatment decisions.
Area of Science:
- Pediatric neurology and neurocritical care focusing on pediatric severe TBI prediction.
- Radiological assessment and prognostic modeling in pediatric trauma.
- Clinical informatics and comparative effectiveness research in neurosurgery.
Background:
Traumatic Brain Injury (TBI) remains a primary cause of mortality and permanent disability among pediatric populations worldwide. Prior research has shown that early clinical assessments, such as the Glasgow Coma Scale (GCS), provide essential but often incomplete prognostic information for these critically ill children. While Magnetic Resonance Imaging (MRI) is frequently performed during the acute phase of care, its specific contribution to long-term functional forecasting has remained statistically uncertain. Standardized clinical models often fail to account for the complex structural damage that neuroimaging can detect within the developing brain. The medical community requires more robust evidence to justify the routine integration of radiological data into formal prognostic frameworks. Clinicians currently face challenges when attempting to provide families with accurate recovery expectations based solely on bedside examinations. This absence of evidence motivated the current investigation into how early imaging findings augment established clinical predictors.
Purpose Of The Study:
This investigation identified specific early Magnetic Resonance Imaging (MRI) markers that forecast long-term functional recovery in children following a severe head injury. Researchers sought to quantify the incremental predictive utility of neuroimaging when combined with the International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT) core clinical variables. The study evaluated whether structural findings like brainstem lesions, ischemia, or contusion volume provide unique information beyond pupil reactivity and motor scores. Investigators aimed to refine the stratification of pediatric patients to improve clinical decision-making and future trial design. By analyzing a large multicenter cohort from the Approaches and Decisions in Acute Pediatric TBI (ADAPT) study, the team attempted to validate a more comprehensive prognostic model. The project focused on outcomes measured at three, six, and twelve months post-injury to capture the full trajectory of neurological recovery. This effort addressed the need for more precise tools in the pediatric neurocritical care environment.
Main Methods:
The research team utilized data from the Approaches and Decisions in Acute Pediatric TBI (ADAPT) prospective observational study, which enrolled 1,000 consecutive children with a Glasgow Coma Scale (GCS) score of eight or lower. Participants required intracranial pressure monitoring and underwent clinical Magnetic Resonance Imaging (MRI) within thirty days of the initial trauma. Analysts collected summary imaging measures across twenty-four sites in the United States, United Kingdom, and Australia to ensure geographic and institutional diversity. The primary outcome measure was the Glasgow Outcome Scale-Extended for Pediatrics (GOSE-Peds), recorded at three, six, and twelve months after the injury. Statistical models incorporated the IMPACT core clinical predictors, specifically focusing on pupil reactivity and GCS motor scores as the baseline comparison. Multivariable regression analysis adjusted for age and sex while evaluating the association between radiological findings like diffuse axonal injury and functional scores. Data collection and image analysis were completed in July 2023 to evaluate measures selected a priori for statistical rigor.
Main Results:
Analysis of 233 children revealed that brainstem lesions were the strongest independent predictors of poor functional outcomes, carrying an odds ratio (OR) of 5.40 with a 95% confidence interval (CI) of 1.90 to 15.35. Brain ischemia and contusion volume also showed significant independent associations with the Glasgow Outcome Scale-Extended for Pediatrics (GOSE-Peds) scores, yielding ORs of 2.11 and 1.13 respectively. Integrating these neuroimaging findings with the International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT) variables significantly enhanced the model's discriminative power. The area under the receiver operating characteristic curve (AUC) improved from 0.67 using clinical predictors alone to 0.77 when including radiological data for predicting outcomes at six months. These findings indicate that structural damage identified via Magnetic Resonance Imaging (MRI) provides essential structural information that clinical exams cannot capture. Pupil reactivity remained a vital clinical component within the combined multivariable prognostic framework, showing independent significance. More than half of the participants, specifically 134 individuals or 57.5%, were male, with a median cohort age of 6.9 years.
Conclusions:
The inclusion of Magnetic Resonance Imaging (MRI) data significantly refines the accuracy of long-term prognostic assessments for children surviving severe traumatic insults. Clinicians should consider early neuroimaging as a standard component of the prognostic toolkit to better inform families about expected recovery trajectories. These structural markers offer a more nuanced understanding of the neurological damage than traditional bedside examinations like the Glasgow Coma Scale (GCS). Future clinical trials may benefit from using these imaging parameters to stratify pediatric participants based on their specific injury profiles. Enhanced predictive models could lead to more personalized rehabilitation strategies tailored to the specific types of brain lesions identified in the acute phase. The study underscores the necessity of combining physiological and radiological data to achieve a comprehensive view of pediatric neurocritical care outcomes. These results suggest that MRI should be integrated into standard clinical care protocols for severe pediatric head trauma.
Importance:
Traumatic brain injury (TBI) is a leading cause of death and disability in children, and predicting functional outcome after TBI is challenging. Magnetic resonance imaging (MRI) is frequently conducted after severe TBI; however, the predictive value of MRI remains uncertain.
Objectives:
To identify early MRI measures that predict long-term outcome after severe TBI in children and to assess the added predictive value of MRI measures over well-validated clinical predictors.
Design, Setting, And Participants:
This preplanned prognostic study used data from the Approaches and Decisions in Acute Pediatric TBI (ADAPT) prospective observational comparative effectiveness study. The ADAPT study enrolled 1000 consecutive children (aged <18 years) with severe TBI between February 1, 2014, and September 30, 2017. Participants had a Glasgow Coma Scale (GCS) score of 8 or less and received intracranial pressure monitoring. Magnetic resonance imaging scans performed as part of standard clinical care within 30 days of injury were collected at 24 participating sites in the US, UK, and Australia. Summary imaging measures were correlated with the Glasgow Outcome Scale-Extended for Pediatrics (GOSE-Peds), and the predictive value of MRI measures was compared with the International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT) core clinical predictors. Data collection, image analysis, and data analyses were completed in July 2023.
Exposures:
Pediatric severe TBI with an MRI scan performed as part of clinical care.
Main Outcomes And Measures:
All measures were selected a priori. Magnetic resonance imaging measures included contusion, ischemia, diffuse axonal injury, intracerebral hemorrhage, and brainstem injury. Clinical predictors included the IMPACT core measures (GCS motor score and pupil reactivity). All models adjusted for age and sex. Outcome measures included the GOSE-Peds score obtained at 3, 6, and 12 months after injury.
Results:
This study included 233 children with severe TBI who were enrolled at participating sites and had an MRI scan and preselected clinical predictors available. Their median age was 6.9 (IQR, 3.0-13.3) years, and more than half of participants (134 [57.5%]) were male. In a multivariable model including MRI measures and IMPACT core clinical variables, contusion volume (odds ratio [OR], 1.13; 95% CI, 1.02-1.26), brain ischemia (OR, 2.11; 95% CI, 1.58-2.81), brainstem lesions (OR, 5.40; 95% CI, 1.90-15.35), and pupil reactivity were each independently associated with GOSE-Peds score. Adding MRI measures to the IMPACT clinical predictors significantly improved model fit and discrimination between favorable and unfavorable outcomes compared with IMPACT predictors alone (area under the receiver operating characteristic curve, 0.77; 95% CI, 0.72-0.85 vs 0.67; 95% CI, 0.61-0.76 for GOSE-Peds score >3 at 6 months after injury).
Conclusions And Relevance:
In this prognostic study of children with severe TBI, the addition of MRI measures significantly improved outcome prediction over well-established and validated clinical predictors. Magnetic resonance imaging should be considered in children with severe TBI to inform prognosis and may also promote stratification of patients in future clinical trials.
Frequently Asked Questions
Based on this study's findings, brainstem lesions are the strongest independent predictors of unfavorable outcomes, associated with an odds ratio (OR) of 5.40. This structural damage significantly lowers the probability of achieving a high Glasgow Outcome Scale-Extended for Pediatrics (GOSE-Peds) score during the first year.
The researchers found that adding imaging measures to the IMPACT core predictors increased the area under the receiver operating characteristic curve (AUC) from 0.67 to 0.77. This statistical improvement demonstrates a significantly better discrimination between favorable and unfavorable functional outcomes at six months post-injury.
The ADAPT framework provided a large, prospective cohort of 1,000 children across 24 sites in the US, UK, and Australia. This multicenter approach allowed investigators to correlate summary imaging measures with GOSE-Peds scores using a diverse population of patients with a Glasgow Coma Scale (GCS) of eight or less.
The study's conclusions are confined to pediatric patients under 18 years of age, with a specific median participant age of 6.9 years. The researchers analyzed data from children who required intracranial pressure monitoring, ensuring the results specifically apply to the most severe cases of traumatic brain injury.
The authors state that Magnetic Resonance Imaging (MRI) should be considered for children with severe TBI to inform prognosis. The researchers conclude that these imaging findings may also promote more effective stratification of patients in future clinical trials to improve comparative effectiveness research.


