ATG7 and hepatocellular carcinoma: Furthermore, decreased expression of autophagy-related genes such as ATG5, ATG7, and Beclin-1 has been observed in hepatocellular carcinoma (HCC) cells [57], and our laboratory has confirmed that autophagy deficiency due to ATG5 knockout can induce malignant cellular transformation [10].