In this study, the utilization of GO and KEGG online analysis tools allowed us to elucidate the intricate association patterns between GPX4, AIFM2, and their most frequently altered linked genes in AML initiation and prognosis. This evidence concerns the gene AIFM2 and acute myeloid leukemia.