ATG7 and liver cancer: At the same time, many studies in genetically engineered mice have confirmed that the deletion of the At96/Beclinl allele of autophagy regulatory gene induces liver cancer, and the deletion of Atg5 or Atg7 can also cause liver cancer in mice.23