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Keseru, G.

Publications and source records attributed to Keseru, G..

2 recordsLinked to original sources

LigandForge: A Web Server for Structure-Guided De Novo Drug Design

Despite advances in computational drug discovery, de novo drug design remains hindered by high licensing costs and the need for specialized programming expertise. We present LigandForge, a webserver for structure-guided de novo ligand generation. LigandForge integrates structural validation and binding-site characterization; voxel-based property grid construction for spatial mapping of electrostatics and hydrophobicity; chemistry-aware fragment assembly; multi-objective lead optimization; and retrosynthetic feasibility analysis. The platform utilizes a structure-guided framework to assemble molecules from curated fragment libraries while enforcing physicochemical constraints, including molecular weight, LogP, and hybridization states. Generated molecules are refined via reinforcement learning and genetic algorithms which are subsequently evaluated using composite metrics such as the quantitative estimate of drug-likeness. By leveraging RDKit for cheminformatics and NGL viewer for real-time 3D visualization, LigandForge provides a synthesis-aware environment that bridges the gap between macromolecular structural data and experimentally feasible lead compounds without requiring local software installation.

bioinformatics↗

AI-Assisted Discovery and Optimization of Small Molecule TREM2 Agonists with Functional Microglial Activity

Triggering receptor expressed on myeloid cells 2 (TREM2) is a microglia-specific receptor whose loss-of-function variants increase Alzheimers disease (AD) risk by impairing plaque compaction, survival, and protective microglial programming. While antibody-based agonists have shown promise, their translation is hindered by poor brain penetration and high cost. Here, we report the discovery and optimization of small molecule TREM2 agonists through an AI-assisted virtual screening strategy. Deep Docking of over five million purchasable compounds identified a structurally novel hit, T2K-014, which engaged TREM2 with modest affinity. A SAR-by-catalog campaign led to the identification of T2M-010 as a potent binder. T2M-010 demonstrated favorable in vitro PK properties, including high solubility, passive BBB permeability, moderate metabolic stability, and minimal safety liabilities. Functionally, T2M-010 activated receptor-proximal signaling, inducing SYK phosphorylation in TREM2-expressing cells, and promoted microglial phagocytosis. Together, these findings establish T2M-010 as the most potent small molecule TREM2 binder reported to date capable of driving protective microglial responses relevant to AD.

pharmacology and toxicology↗