The decision tree analysis identified C-reactive protein (CRP) level, the presence of gangrene, and the gallbladder (GB) wall’s Hounsfield unit (HU) value as key predictors of complicated acute cholecystitis (ACC). The gene discussed is CRP; the disease is adrenal cortex carcinoma.