The CSF tumor microenvironment of the CUP-LM case showed CD8+ T cells in a dysfunctional state, an increased proportion of regulatory T cells (Treg) and LAMP3-positive dendritic cells, which helped shape an immunosuppressive landscape. The gene discussed is LAMP3; the disease is neoplasm.