SHAP representation revealed that an increased risk of developing severe AKI (stage 3) was associated with elevated MELD scores, greater estimated blood loss volume, elevated ALT levels, increased TEG-R values, and elevated D-dimer levels, with TEG-R having the most significant impact on model output (Figure 6). The gene discussed is GPT; the disease is acute kidney injury.