“…A signature based on SHC1, IRF7, KDR, JAK3, and CXCL5 shows that in high-risk patients, there is a higher relative abundance of TFH cells, regulatory T cells, and M0 macrophages in tumors, as well as higher expression of PD1, CTLA-4, LAG3, and CD47, suggesting potential benefits from immune checkpoint inhibitor therapy [ 146 ]. Another study established an ERV signature based on nine ERV expression patterns, showing that patients in the low-risk group have better survival outcomes with nivolumab treatment [ 147 ]. A signature composed of PML, CDKN2B, COL1A2, CHRDL1, HPGD, CGN, and TGFBR3 indicates that patients in the high-risk group benefit more from immune therapy [ 148 ].…”