PPARGC1A, SCP2, PON3, CES1 and HMGCLL1 were the top five nodes with the largest degree in SGI, which had a strong ability to reflect physiological and pathological changes in living organisms in the early stage of HCC. Here, CES1 is linked to hepatocellular carcinoma.