Eighteen candidate predictors were initially evaluated based on clinical relevance and admission availability: sex, age, smoking history, alcohol consumption, hypertension, diabetes, SAP etiology, BMI, NEUT, PLT, HCT, D-dimer, CRP, IL-6, PCT, SIRS, APACHE II score, and NLR. The gene discussed is IL6; the disease is diabetes mellitus.