Abstract
BACKGROUND: Post-stroke epilepsy (PSE) is a major complication of stroke. However, data about the predictors of PSE in patients with acute ischemic stroke (AIS) undergoing mechanical thrombectomy are limited. OBJECTIVE: To evaluate the relationship between intraoperative angiographic signs and PSE risk in patients with anterior circulation AIS who underwent mechanical thrombectomy. METHODS: We conducted a retrospective study. A total of 800 patients with AIS who underwent mechanical thrombectomy were classified into case and control groups based on the occurrence of PSE. Propensity score matching (PSM) (1:4) was applied using covariates such as age, sex, National Institutes of Health Stroke Scale score at admission, and baseline modified Rankin Scale score. Conditional logistic regression and mediation analysis were performed. Subgroup analyses were conducted to assess the effect of modification. A diagnostic model based on the angiographic signs and clinical characteristics was developed. RESULTS: After PSM, 67 and 234 patients with and without PSE, respectively, were selected. The PSE group had significantly higher incidences of hemorrhagic transformation, early seizures, early venous filling (EVF) sign, inferior frontal gyrus (IFG), hippocampus, basal ganglia blush sign, and larger infarct size. After adjusting for hypertension, diabetes, hemorrhagic transformation, infarct size, early seizure, IFG, and hippocampus involvement, EVF remained independently associated with PSE. Hemorrhagic transformation mediated 14.87% of the EVF-PSE associations. Comparison of the evaluation metrics of each model showed that model 3 exhibited the best overall performance. CONCLUSION: Hemorrhagic transformation mediates the EVF-PSE association. EVF signs are key predictors of PSE following mechanical thrombectomy.