Eight potential AKI predictors were selected by LASSO regression: Pneumonia,age, D-dimer, brain natriuretic peptide (BNP), albumin, hematocrit, serum creatine kinase, and beta blockers.The details of the LASSO regression are shown in Fig. 2. This evidence concerns the gene NPPB and susceptibility to pneumonia measurement.