Mutations in genes encoding epigenetic modifiers are frequent in acute myelogenous leukemia (AML) and have been proposed to cause AML via activation of oncogenes and repression of tumor suppressors. Two studies now identify unexpected oncogenic mechanisms and therapeutic vulnerabilities in AML arising from mutations in genes encoding the epigenetic regulators DNMT3A and ASXL1.