Another study discovered that the PYCR1 gene deletion suppresses cell proliferation and encourages cell apoptosis of HCC cells by the c-Jun N-terminal kinase/insulin receptor substrate1 (JNK/IRS1) pathway [10]. This evidence concerns the gene IRS1 and hepatocellular carcinoma.