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). This evidence concerns the gene ALB and tuberculosis.