Higher expression of well-known unfavourable prognostic indicators in HCC, such as AFP, DCP1A, GPC3, MDK, and SPP1, was more likely to be associated with ATG101-high (Supplementary Fig. S2I). Here, GPC3 is linked to hepatocellular carcinoma.