<h4>Objective</h4>To investigate whether the neutrophil-to-albumin ratio (NPAR) predicts adverse outcomes in acute large vessel occlusion (LVO) stroke.<h4>Methods</h4>This cohort study enrolled 893 LVO stroke patients (2021-2023). This evidence concerns the gene ALB and stroke disorder.