Furthermore, we applied PCR analysis and validated that most of these immune signature-based genes, such as SPINT1, CD276, TSPO, TSPAN15, METTL9, and WARS2, were significantly upregulated in HCC cell lines. Here, TSPAN15 is linked to hepatocellular carcinoma.