NPPB and Abnormal renal physiology: Stratified analyses indicated that in HFrEF patients, both NT-proBNP and RGR strongly predicted in-hospital mortality, with RGR outperforming eGFR—a finding that underscores the known link between renal dysfunction and adverse outcomes in this phenotype.