Mutations in multiple cancers may synergize to alter the cellular epigenetic and transcriptional state and corrupt key signaling pathways. In this issue of Science Signaling, Pedicona et al. illustrate how the two processes intersect to regulate cellular differentiation in acute myeloid leukemia (AML) and show how inhibition of epigenetic regulators promotes sensitivity to kinase inhibitors.