In addition, public Gene Expression Omnibus (GEO) data analysis showed that TM4SF5 expression was highly elevated in HCC patients, and these elevated levels were negatively correlated with SOCS1 expression in both cirrhosis and HCC patients compared with the normal population (Fig. 2B). This evidence concerns the gene SOCS1 and Cirrhosis.