Zhuang et al. [47] found that the downregulation of PYCR1 inhibited the proliferation of hepatocellular carcinoma cells and promoted apoptosis by inhibiting the JNK/IRS1 pathway. This evidence concerns the gene IRS1 and hepatocellular carcinoma.