The current understanding and knowledge of the PPIs that involve DOT1L and other chromatin modifiers, including their structure, structure–function relationships, and the mechanisms of activating gene transcription and leukemia transformation, provides a rationale for developing these PPI inhibitors. Here, DOT1L is linked to leukemia.