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Updated: Jan 7, 2026

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A Magnetic Resonance Imaging Protocol for Stroke Onset Time Estimation in Permanent Cerebral Ischemia
Published on: September 16, 2017
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Assessing the eligibility of Brainomix e-ASPECTS for acute stroke imaging
Mateusz Dorochowicz1, Arkadiusz Kacała2,3, Michał Puła1
1Department of General, Interventional and Neuroradiology, Wroclaw University Hospital, Wrocław, Poland.
Frontiers in Neuroinformatics
|December 29, 2025
Summary
Brainomix e-ASPECTS software accurately assesses acute ischemic stroke changes on CT scans, showing high concordance with expert radiologists. This tool aids in mechanical thrombectomy decisions but should complement, not replace, human interpretation.
Area of Science:
- Neurology
- Radiology
- Medical Imaging
Background:
- Accurate assessment of acute ischemic stroke is critical for mechanical thrombectomy eligibility.
- Alberta Stroke Program Early CT Score (ASPECTS) is a standard tool but has interobserver variability.
- Brainomix e-ASPECTS offers automated, standardized assessment of early ischemic changes on non-contrast CT (NCCT).
Purpose of the Study:
- To evaluate the clinical utility and diagnostic performance of Brainomix e-ASPECTS software.
- To assess the software's accuracy in an unselected, real-world cohort of acute ischemic stroke patients.
- To compare automated e-ASPECTS scores with traditional radiologist-assigned ASPECTS.
Main Methods:
- Retrospective analysis of 1,029 NCCT studies from 954 patients.
- Comparison of e-ASPECTS scores against radiologist-assigned ASPECTS as the reference standard.
- Assessment of diagnostic accuracy, sensitivity, specificity, and correlation between scoring methods.
Main Results:
- Strong correlation (ρ = 0.953) between e-ASPECTS and radiologist ASPECTS.
- High diagnostic accuracy: 96.3% overall, with sensitivity 95.8% and specificity 96.9%.
- Excellent score concordance: 92.3% exact matches, 97.7% within a 1-point difference; minimal misclassification for thrombectomy eligibility (0.4%).
Conclusions:
- E-ASPECTS demonstrates high diagnostic accuracy and agreement with expert interpretation.
- The software serves as a valuable decision support tool for acute stroke imaging.
- E-ASPECTS should complement, not replace, expert review, especially for critical low ASPECTS scores.
Keywords:
acute ischemic strokeartificial intelligence in stroke imagingclinical decision support systems (CDS system)e-ASPECTShealthcare AI validationmechanical thrombectomy eligibilitystroke imaging algorithms
