Ligand-receptor analysis uncovered several significant interaction channels, including ligands that were distinctively upregulated in the tumor cells such as CD24, VEGFA, DLL3, and DLK1 (Figure 5I and Supplemental Figure 6E). The gene discussed is DLL3; the disease is neoplasm.