At a critical concentration of 15.27 ng/mL, HMGB1 demonstrates a 100% sensitivity and an 83.33% specificity in predicting the prolonged ICU stay of sepsis patients for more than five days, achieving an AUC of 0.958 [55]. The gene discussed is HMGB1; the disease is Sepsis.