NPPB and congestive heart failure: In the present study, the LASSO method and ten-fold cross-validation identified that seven clinical characteristics were significantly associated with one-year mortality with creatine, NT-proBNP, and CHF being risk factors and hemoglobin, HDL-C, albumin, and statins used during hospitalization being protective factors.