In this work, we successfully identified five lipid metabolism-related genes which were associated with AML prognosis, including LGALS1, ELOVL7, ALDH1A1, ACOX2, and ACSM3, and construct LFMRS model via a series of bioinformatics analysis. Here, ACOX2 is linked to acute myeloid leukemia.