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Updated: May 16, 2026

Development of an Uncomplicated Mild Traumatic Brain Injury Model Modified by Weight-Drop Method and Evidenced by Magnetic Resonance Imaging
Published on: April 11, 2025
Magnetic resonance imaging improves 3-month outcome prediction in mild traumatic brain injury
Esther L Yuh1, Pratik Mukherjee, Hester F Lingsma
1Brain and Spinal Injury Center, San Francisco, CA, USA.
Objective:
To determine the clinical relevance, if any, of traumatic intracranial findings on early head computed tomography (CT) and brain magnetic resonance imaging (MRI) to 3-month outcome in mild traumatic brain injury (MTBI).
Methods:
One hundred thirty-five MTBI patients evaluated for acute head injury in emergency departments of 3 LEVEL I trauma centers were enrolled prospectively. In addition to admission head CT, early brain MRI was performed 12 ± 3.9 days after injury. Univariate and multivariate logistic regression were used to assess for demographic, clinical, socioeconomic, CT, and MRI features that were predictive of Extended Glasgow Outcome Scale (GOS-E) at 3 months postinjury.
Results:
Twenty-seven percent of MTBI patients with normal admission head CT had abnormal early brain MRI. CT evidence of subarachnoid hemorrhage was associated with a multivariate odds ratio of 3.5 (p = 0.01) for poorer 3-month outcome, after adjusting for demographic, clinical, and socioeconomic factors. One or more brain contusions on MRI, and ≥4 foci of hemorrhagic axonal injury on MRI, were each independently associated with poorer 3-month outcome, with multivariate odds ratios of 4.5 (p = 0.01) and 3.2 (p = 0.03), respectively, after adjusting for head CT findings and demographic, clinical, and socioeconomic factors.
Interpretation:
In this prospective multicenter observational study, the clinical relevance of abnormal findings on early brain imaging after MTBI is demonstrated. The addition of early CT and MRI markers to a prognostic model based on previously known demographic, clinical, and socioeconomic predictors resulted in a >2-fold increase in the explained variance in 3-month GOS-E.
Insights
Early head CT and MRI findings significantly impact 3-month outcomes for mild traumatic brain injury (MTBI) patients. Abnormalities like subarachnoid hemorrhage and contusions on imaging predict poorer recovery, highlighting their clinical relevance.
Area of Science:
- Neuroimaging
- Trauma Surgery
- Neurology
Background:
- Mild traumatic brain injury (MTBI) presents diagnostic challenges.
- Early head imaging is crucial for assessing injury severity and predicting outcomes.
- The clinical relevance of specific CT and MRI findings in MTBI requires further elucidation.
Purpose of the Study:
- To determine the clinical relevance of traumatic intracranial findings on early head computed tomography (CT) and brain magnetic resonance imaging (MRI).
- To assess the predictive value of these imaging findings for 3-month outcomes in mild traumatic brain injury (MTBI) patients.
Main Methods:
- Prospective enrollment of 135 MTBI patients from Level I trauma centers.
- Performance of admission head CT and early brain MRI (12 ± 3.9 days post-injury).
- Utilized univariate and multivariate logistic regression to identify predictive features for 3-month Extended Glasgow Outcome Scale (GOS-E).
Main Results:
- 27% of MTBI patients with normal CT had abnormal early MRI findings.
- CT evidence of subarachnoid hemorrhage predicted poorer 3-month outcome (OR 3.5, p=0.01).
- MRI findings of contusions (OR 4.5, p=0.01) or ≥4 foci of hemorrhagic axonal injury (OR 3.2, p=0.03) independently predicted poorer outcomes.
Conclusions:
- Early CT and MRI findings are clinically relevant in MTBI prognosis.
- These imaging markers significantly enhance prognostic models.
- The addition of early imaging markers increased explained variance in 3-month GOS-E by over twofold.
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