Notably, we observed a strong correlation between macrophages with elevated glycosyltransferase gene expression and epithelial cells, further linked to the aberrantly activated PI3K-Akt signaling pathway—a common anomaly in various cancers, including HCC (89). Here, AKT1 is linked to hepatocellular carcinoma.