As shown, the upregulated genes in the high R-loop score group were significantly enriched in the TNF, IL-17, and MAPK signaling pathways, which play critical roles in the malignant progression and immune evasion of HCC (Supplementary Figure S3C). Here, TNF is linked to hepatocellular carcinoma.