We also examined the role of signaling pathways and related ligand-receptors pair in osteoclasts, analyzing interactions between osteoclasts and other cell types using Cellchat methods, particularly focusing on the crosstalk between C2 MKI67+ Osteoclast and tumor cells. The gene discussed is MKI67; the disease is neoplasm.