Targeting the Tumor-Stroma Crosstalk: An AI-Based Virtual Screening Strategy for Dual MET/SMO Inhibitors in Pancreatic Cancer

Abstract

Pancreatic ductal adenocarcinoma (PDAC) is an aggressive malignancy characterized by a dense desmoplastic tumor microenvironment (TME) that limits drug penetration and promotes immune evasion. Effective treatment, therefore, requires simultaneous modulation of multiple signaling pathways. Here, we describe a directed polypharmacological strategy to identify dual modulators of c-MET and Smoothened (SMO), aiming to disrupt the protective stroma through SMO inhibition while directly suppressing tumor cell survival via c-MET targeting. An AI-guided virtual screening workflow combining the machine-learning platform PyRMD, trained on known c-MET and SMO ligands, with structure-based molecular docking was applied to a library of over 9 million compounds. This approach led to the identification of compound 21, an aminopyrimidine-benzamide-phenoxyquinoline derivative, as a dual c-MET/SMO inhibitor. Biochemical and cellular studies demonstrated that compound 21 selectively binds the SMO orthosteric site (pKi = 5.60), inhibits agonist-induced GLI (Glioma-associated oncogene) signaling (pIC50 = 5.50), and potently suppresses c-MET kinase activity (pIC50 = 6.94). Western blot analyses further revealed that compound 21 promotes ubiquitin-proteasome-mediated degradation of c-MET, eliminating receptor availability and limiting compensatory resistance signaling. In 3D heterotypic models comprising MIAPaCa2 pancreatic cancer cells and CAF154-hTERT fibroblasts, dual inhibition of SMO-mediated stromal support and c-MET-driven tumor progression resulted in greater cytotoxicity than the combination of the selective inhibitors Sonidegib and PHA-665752. Overall, compound 21 overcomes stromal-mediated resistance, enhances tumor cell death, and validates dual SMO/c-MET targeting as a promising single-agent therapeutic strategy for PDAC. One Sentence SummaryAn AI-identified dual SMO/c-MET inhibitor overcomes stromal resistance and degrades c-MET to suppress pancreatic cancer.