Supplementary Figures S1, S2 illustrate specific receptor-ligand pairs across key cell types. The central roles of the NRXN and APP pathways in AD and GBM were highlighted, reflecting their distinct yet overlapping contributions to neuronal and neoplastic cells, respectively (Supplementary Figures S1D, 2D). The gene discussed is APP; the disease is glioblastoma.