Based on the LASSO Cox regression algorithm, seven ATGs (ATG9A, RAB7A, GNAI3, CAPN10, EIF2S1, SPNS1 and ATG7) were selected to establish prognostic risk signatures, and HCC patients were divided into low-risk and high-risk groups. Here, SPNS1 is linked to hepatocellular carcinoma.