To assess ZNF451’s impact on the osteosarcoma immune microenvironment, we employed CibersortX, a technique that leverages marker-specific scRNA data, to analyze immune cell composition in TARGET-OS. The gene discussed is ZNF451; the disease is osteosarcoma.