Development and International Validation of a Novel Imaging-Based Risk Score (IsCHEMiA) for the Prediction of Poststroke Epilepsy

BACKGROUND AND OBJECTIVES: Stroke is one of the most common causes of adult-onset epilepsy. We aimed to develop a model to predict poststroke epilepsy (PSE) after a first-ever ischemic stroke, incorporating neuroimaging features of incident stroke. METHODS: We analyzed clinical and neuroimaging features of patients with first-ever acute ischemic stroke consecutively admitted to Massachusetts General Hospital, United States. We performed competing risk regression with all-cause mortality as a competing event and derived the final multivariable model using backward stepwise elimination by the Akaike Information Criterion. We externally validated the model in 3 international cohorts in Hong Kong (Queen Mary…