In this study, we screened six potential autophagy gene prognostic markers for AML (TSC2, CALCOCO2, BAG3, UBQLN4, ULK1, and DAPK1) and constructed a survival prediction model of eight autophagy genes for predicting the survival of AML patients. The gene discussed is CALCOCO2; the disease is acute myeloid leukemia.