To understand the biological functions of abnormally expressed genes related to adult AML patients' prognosis, we have performed a comprehensive analysis to identify the essential genes such as ITGAM, PPBP, and lncRNA ITGB2-AS1 are play an indispensable role associated with the prognosis of AML. This evidence concerns the gene ITGAM and acute myeloid leukemia.