To identify potential therapeutic agents targeting the 14 key genes (PFKM, PKLR, FBP2, AGRN, ARTN, AURKA, CXCR4, DEPDC1, MERTK, PLOD2, SDC1, TPBG, VCAN, and PGP) implicated in IPF, we used the DGIdb. Here, AGRN is linked to idiopathic pulmonary fibrosis.