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Brain Imaging Features in Patients with Gunshot Wounds to the Head
Ali Mansour1,2, Elena Badillo-Goicoechea1, Ronald Alvarado-Dyer3
1Department of Neurology, Division of Neurocritical Care, University of Chicago Medical Center, Chicago, Illinois, USA.
A new UChicago PBI Imaging score accurately predicts mortality in patients with penetrating brain injury from gunshot wounds to the head. This novel score outperforms existing models, especially in patients with moderate Glasgow Coma Scale scores.
Area of Science:
- Neurosurgery
- Radiology
- Trauma Surgery
Background:
- Gunshot wounds to the head (GSWH) causing penetrating brain injury (PBI) have high mortality rates.
- Accurate prognostication is crucial for guiding treatment decisions in PBI patients.
- Existing scoring systems may not fully capture the unique imaging characteristics of PBI.
Purpose of the Study:
- Introduce the UChicago PBI Imaging score, a novel tool for characterizing HCT features in GSWH.
- Quantify the association between specific imaging features and mortality in PBI patients.
- Evaluate the predictive performance of the UChicago PBI Imaging score against established scores.
Main Methods:
- Retrospective analysis of 230 GSWH patients admitted to a Level 1 trauma center.
- Evaluation of HCT images for predefined features by blinded readers.
- Development of a SuperLearner ensemble model to assess feature contribution to mortality.
Main Results:
- The UChicago PBI Imaging score achieved an AUC of 0.86, outperforming the Rotterdam (0.8) and Marshall (0.66) scores.
- Key predictors of mortality included transhemispheric projectile location, ventricular blood, and brainstem involvement.
- The score demonstrated robust performance in patients with Glasgow Coma Scale scores of 5-9.
Conclusions:
- The UChicago PBI Imaging score offers improved mortality prediction for PBI patients compared to existing methods.
- Specific imaging features in GSWH HCT are strongly associated with mortality.
- This score enhances prognostication, particularly in the intermediate GCS range, aiding targeted treatment strategies.
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