Meanwhile, nonimmune cells mainly included endothelial cells (ECs: PECAM1 and CDH5), apparently normal epithelial cells (EPCAM and KRT19), as well as HCC malignant cells, etc. (Fig. 1C,D, Fig. S1E). Here, CDH5 is linked to hepatocellular carcinoma.