We found that FGF7+/THBS1+ myofibroblasts, MS4A4A+ macrophages, and ZEB1+ endothelial cells were tumour‐enriched cell subtypes in MCA, contributing to MCA progression through crosstalk with MUC1+ cancer cells. Here, MS4A4A is linked to cancer.