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). This evidence concerns the gene GPT and acute kidney injury.