Naïve IGHD+ B and immune regulatory IGHA1+ B cells were largely identified in MPE, whereas bone metabolism‐related CLEC11A+ B cells were significantly enriched in osteosarcoma PT. Here, IGHA1 is linked to osteosarcoma.