The association of immuno-inflammatory parameters, especially RBC balanced signatures, with survival outcomes and adverse events still require investigation for advanced breast cancer (ABC) patients receiving cyclin-dependent kinase 4/6 inhibitor (CDKI). The gene discussed is CDK4; the disease is aneurysmal bone cyst.