Although it remains unclear how DHODH inhibition directly induces differentiation in AML cells (Christian et al., 2019), this work provides a promising proof of principle that such screening approaches are an effective way of finding compounds for differentiation therapy. The gene discussed is DHODH; the disease is acute myeloid leukemia.