SPP1 and colorectal carcinoma: To validate our findings, we adopted the following ways: (1) cluster 1 is notably abundant in LM, particularly in the normal liver region (Fig. 5g); (2) cluster 1, enriched with SPP1+ myeloid and CAF cells, forming an immunosuppressive niche supporting CRC in the liver61.