To fulfill this aim, we conducted a literature search across multiple databases—including PubMed, Web of Science, CNKI, and Embase—using keywords such as “HMGB1,” “osteosarcoma,” “signaling pathways,” and “targeted therapy.” We prioritized both Chinese and English publications from the last five years. The gene discussed is HMGB1; the disease is osteosarcoma.