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Related Experiment Video

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Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
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Docking for molecules that bind in a symmetric stack with SymDOCK.

Matthew S Smith1,2, Ian S Knight1, Rian C Kormos1,2

  • 1Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA.

Biorxiv : the Preprint Server for Biology
|November 14, 2023
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Summary
This summary is machine-generated.

We developed SymDOCK, a novel computational method to discover ligands that bind to tau protein amyloid fibrils. This approach effectively predicts ligand-protein interactions by exploiting the inherent symmetry of fibril structures.

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Area of Science:

  • Computational chemistry and structural biology
  • Neuroscience and drug discovery

Background:

  • Identifying ligands for tau protein amyloid fibrils is crucial for understanding neurodegenerative diseases.
  • Ligands often bind in symmetrical stacks within tau fibrils, interacting primarily with each other rather than the protein.

Approach:

  • Developed SymDOCK, a computational method to dock molecules that exploit the rotational and translational symmetry of tau fibrils.
  • SymDOCK generates symmetrical ligand stacks, assesses for clashes, and incorporates ligand-ligand van der Waals energy into docking scores.
  • Utilizes ANI, a neural network-based quantum-mechanical method, to evaluate ligand stacking energies.

Key Points:

  • SymDOCK successfully reproduced known poses of tau PET tracers in retrospective studies.
  • Prospectively predicted the binding structure of the PET tracer MK-6240 to AD PHF tau fibrils before experimental determination.
  • Demonstrated enrichment of known ligands over decoys in screens, maintaining high docking speed.

Conclusions:

  • SymDOCK is an effective tool for identifying novel symmetrical stacking ligands for amyloid fibrils.
  • The method accelerates the discovery of potential therapeutics and diagnostic agents for tauopathies.
  • Future applications include large-scale library screening for new symmetrical stackers.