The present study delves into the intricate roles of C1QA, CD74, and HLA-DMA, exploring their interactions within the tumor microenvironment and their implications for the immunotherapy response, thereby providing new insights into the treatment of pediatric osteosarcoma. Here, HLA-DMA is linked to osteosarcoma.