A multivariable logistic regression model was developed in the full cohort using six predictors: National Institutes of Health Stroke Scale (NIHSS) score, age, admission systolic blood pressure, uric acid, apolipoprotein A1, and neutrophil percentage. The gene discussed is APOA1; the disease is Stroke.