Recent studies show red blood cell (RBC) plays an essential role in regulating immunity. Nevertheless, the association of immuno-inflammatory parameters, especially RBC balanced signatures, with survival outcomes and adverse events still require investigation for advanced breast cancer (ABC) pati...