ALB and infection: Further, 22 features with statistical differences in univariate analysis were enter into the LASSO regression analysis, and 11 were significantly associated with infection, including GIB, HF, TP, TB, hemoglobin, Na, ALB, PTA, BUN, WBC count, and NLR (Fig. 1).