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Using an integrated ligand and structure-based virtual screening pipeline, explicitly combining complementary ligand-based descriptors, multi-fingerprint similarity, electrostatic similarity, pharmacophore modeling, and multi-conformation docking under a consensus-driven selection strategy, we were able to identify three chemically distinct classes of GLP-1R agonist candidates: GQB47810, a non-peptidic molecule

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monotherapy when metformin is considered inappropriate due to intolerance or contraindications, in combination with other medicinal products for the treatment of diabetes.