NPPB and acute kidney injury: 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.