In this perspective, we will discuss a discrete set of candidate epigenetic therapeutic targets currently under evaluation in AML: the lysine demethylase LSD1, the protein methyltransferases EZH2, DOT1L, and PRMT5, and the BET bromodomain proteins. This evidence concerns the gene KDM1A and acute myeloid leukemia.