Mechanistic investigations demonstrated that the RNA binding protein TAF15 interacted with NEAT1, synergistically stabilizing the mRNAs of ATG10 and ATG12, thereby promoting autophagy and facilitating granulocytic differentiation in APL cells. Here, ATG10 is linked to acute promyelocytic leukemia.