These variables include admission NIHSS score, age, ASPECT score ≥7, neutrophil/lymphocyte ratio, platelet distribution width, large vessel occlusion, atrial fibrillation, albumin level, and intravenous thrombolysis, which were used for subsequent machine learning model construction. The gene discussed is ALB; the disease is atrial fibrillation.