In addition, two out of the three tumor samples from Atg7/Hmgb1ΔHep livers were also close to the non-tumor samples whereas tumor samples from Atg7ΔHep mice were separated the farthest from the rest of the samples. The gene discussed is ATG7; the disease is neoplasm.