In this study, the authors perform an epigenetic compound screen and single-cell analysis in BRAF-mutant melanoma cells to identify compounds that block three distinct drug-tolerant epigenetic states associated with either one of the lysine-specific histone demethylases Kdm1a or Kdm4b, or BET proteins. This evidence concerns the gene KDM1A and melanoma.