The final model created from the discovery dataset revealed that three variables were statistically significant: the presence of (p = 0.001), ascites (p = 0.025), diabetes mellitus type II (p = 0.003), acute kidney injury (p = 0.017), ALT ≥ 68 (p = 0.001), creatinine level ≥ 1.25 (p = 0.011), and abnormal INR (p = 0.047). The gene discussed is GPT; the disease is type 2 diabetes mellitus.