However, other factors, including electrolyte imbalances (potassium, calcium), liver function markers (bilirubin, INR, AST, albumin), and cardiac comorbidities (e.g., arrhythmia), also played a crucial role in enhancing the predictive accuracy of our statistical 12-parameter model. The gene discussed is ALB; the disease is Arrhythmia.