Subsequent analysis utilizing the CellPhoneDB-secreted ligand‒receptor database revealed that tumor cells with high PSMD1 expression predominantly employ ligands such as MIF, MDK, and SPP1 as signaling molecules to communicate with immune cells within the microenvironment (Fig. 2E). This evidence concerns the gene MIF and neoplasm.