In this study, by integrating single-cell RNA-seq and bulk RNA-seq data with experimental validation, we proposed a novel perspective that CLTC could regulate lipid metabolism through its influence on R-loop formation, and promote the proliferation and migration of HCC cells, thus providing novel insights into targeting R-loops for HCC treatment. The gene discussed is CLTC; the disease is hepatocellular carcinoma.