When analyzing cluster labeling for macrophages at a granular level, pTRT cells showed increased communication to CXCL12 macrophages and CD3E monocyte clusters in intrahepatic TILS compared to primary CRC TILs (Fig. 3K). This evidence concerns the gene CXCL12 and colorectal carcinoma.