We adopted the Best Subset Selection20, selected the variable combination of maximum adjusted R squared (Fig. 4a): systolic pressure, NT-proBNP, neutrophil to lymphocyte ratio, aspartate aminotransferase, LVDd, Dopamine Injection, use of ACEIs or ARBs, in-hospital worsening heart failure. This evidence concerns the gene NPPB and heart failure.