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Updated: Jan 7, 2026

Author Spotlight: Assessing Ischemic Stroke Damage Through Middle Cerebral Artery Occlusion Model
Published on: August 11, 2023
A Novel and Simple Score to Predict Embolic or Atherosclerotic Middle Cerebral Artery Occlusion Before Mechanical
Hudie Zhang1,2,3,4, Yingwen Su1,2,3,4, Zubing Xu1,2,3,4
1Department of Neurology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China.
Objective:
The mechanical thrombectomy (MT) strategy obviously differs for acute middle cerebral artery occlusion (MCAO) stroke caused by embolism or atherosclerosis. Our study aimed to develop and validate a simple and universally applicable score for predicting etiology [embolism or intracranial arteriosclerosis (ICAS)] before MT in patients with acute MCAO stroke.
Methods:
Between November 2019 and September 2022, we retrospectively enrolled eligible patients in our hospital as the training cohort. Additionally, consecutive patients between July 2023 and April 2024 were recruited as the validation cohort. Multivariate logistic regression analysis was used to identify the independent factors associated with etiology in the training group. Each factor was then point assigned based on β-coefficient, and a risk scoring system was developed. The scoring system was validated through the validation cohort. The C-statistic, Brier score, and Hosmer-Lemeshow test were used to assess model discrimination and calibration.
Results:
The training group and validation group finally included 277 patients (154 embolism-MCAO and 123 ICAS-MCAO) and 101 patients (59 embolism-MCAO and 42 ICAS-MCAO), respectively. A scoring system (AHOC score) covering four variables (atrial fibrillation, hyperdense middle cerebral artery sign, stenosis/occlusion in other arteries, and collateral status) was derived to help identify embolism-MCAO or ICAS-MCAO. The AHOC score showed good discrimination and calibration in the training cohort (C-statistic, 0.932 [0.902-0.963]; Brier score, 0.092 [0.070-0.115]; p value of the Hosmer-Lemeshow test, 0.604) and in the validation cohort (C-statistic, 0.933 [0.888-0.978]; Brier score, 0.102 [0.067-0.140]; p value of the Hosmer-Lemeshow test, 0.846). According to the AHOC score, patients with a score of 4-8 were identified as high-risk for the embolism-MCAO category. Conversely, a patient with a score of 0-3 was considered high-risk for the ICAS-MCAO category.
Conclusions:
Our scoring system (AHOC score), consisting of atrial fibrillation, hyperdense middle cerebral artery sign, stenosis/occlusion in other arteries and collateral status, is a valid and applicable model for predicting the etiology in patients with acute MCAO before MT.
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