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Apo2ph4: A Versatile Workflow for the Generation of Receptor-based Pharmacophore Models for Virtual Screening
Jörg Heider1,2, Jonas Kilian2,3, Aleksandra Garifulina4
1Department of Pharmaceutical Sciences, University of Vienna, Josef-Holaubek-Platz 2, 1090Vienna, Austria.
A new workflow, apo2ph4, generates pharmacophore models from receptor structures alone, aiding drug discovery. This method successfully identified active compounds for multiple targets, demonstrating its utility in virtual screening.
Area of Science:
- Computational chemistry and cheminformatics
- Drug discovery and medicinal chemistry
Background:
- Pharmacophore models are crucial for virtual screening (VS) in drug discovery.
- Traditional pharmacophore generation requires known active ligands or ligand-target complex structures.
- Discovering initial active ligands for novel targets is a significant bottleneck.
Purpose of the Study:
- To introduce a novel workflow, apo2ph4, for rapid pharmacophore model derivation.
- To enable pharmacophore generation solely from the 3D structure of target receptors.
- To demonstrate the workflow's utility in virtual screening and drug design.
Main Methods:
- Developed the apo2ph4 workflow for generating pharmacophore models from apo-receptor structures.
- Retrospectively applied apo2ph4 to the M2 muscarinic acetylcholine receptor.
- Validated apo2ph4 on 15 targets from the LIT-PCBA dataset and the GABAA receptor.
Main Results:
- apo2ph4 successfully generated pharmacophore models without prior knowledge of active ligands.
- VS using apo2ph4-derived models achieved significant active enrichment for 13 out of 15 tested targets.
- In vitro testing of hits from a GABAA receptor model showed 95% efficacy in enhancing GABA currents.
Conclusions:
- The apo2ph4 workflow provides a powerful method for generating high-quality pharmacophore models.
- This approach overcomes the limitation of requiring known active ligands for pharmacophore development.
- apo2ph4 demonstrates broad applicability and significant potential for accelerating real-world drug design projects.
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