These variables, specifically Albumin to Globulin Ratio, Gender, Homocysteine, Hypertension, Neutrophil to HDL Ratio, and Stroke, were integral in crafting a comprehensive predictive nomogram (Figure 3). The gene discussed is ALB; the disease is Stroke.