Single-cell analysis showed SLC10A3 enrichment in tumor-associated astrocytes and macrophages, with enhanced astrocyte-macrophage crosstalk through MIF, MDK, and extracellular matrix remodeling pathways. The gene discussed is MDK; the disease is neoplasm.