This study used multiple independent CRC cohorts with large sample sizes to perform association analysis of different cell subtypes, and we found that myeloid cell subtype SPP1+ macrophages are the most relevant cells that interact with MSC subtype FAP+ fibroblasts and are associated with shorter OS and PFS of CRC patients. The gene discussed is FAP; the disease is colorectal carcinoma.