The integration of GO, KEGG, GSVA, and GSEA suggests that ZNF451 plays a complex and multifaceted role in osteosarcoma, influencing ribosomal function, protein synthesis, cell proliferation, apoptosis, EMT, and migration. This evidence concerns the gene ZNF451 and osteosarcoma.