Using LASSO regression, nine significant variables emerged as pivotal predictors in our model: Albumin to Globulin Ratio, Creatinine, Gender, Homocysteine, Hypertension, Low-Density Lipoprotein, Neutrophil to HDL Ratio, Stroke, and Total Cholesterol (Table 2). The gene discussed is ALB; the disease is stroke disorder.