GO functional enrichment analysis revealed that the biological process of ZLJT to delay LUAD resistance mainly involves the adenylate cyclase-modulating G protein-coupled receptor signaling pathway, which plays a crucial role in various cancers, including lung adenocarcinoma. Here, ADCY1 is linked to lung adenocarcinoma.