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ART-RRT: As-Rigid-As-Possible exploration of ligand unbinding pathways
Minh Khoa Nguyen1, Léonard Jaillet1, Stéphane Redon1
1Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP (Institute of Engineering Univ. Grenoble Alpes), LJK, 38000, Grenoble, France.
This study introduces a computationally cheap method for generating approximate ligand unbinding pathways. The approach efficiently finds pathways without needing a predefined reaction coordinate, offering a valuable first approximation for molecular dynamics simulations.
Area of Science:
- Computational Chemistry
- Molecular Dynamics
- Computer Graphics
Background:
- Determining ligand unbinding pathways is crucial for understanding drug efficacy and molecular interactions.
- Existing methods often require computationally expensive simulations or predefined reaction coordinates.
Purpose of the Study:
- To develop an efficient and versatile method for generating approximate ligand unbinding pathways.
- To provide a computationally inexpensive alternative to traditional pathway exploration techniques.
Main Methods:
- Combines a tree-based exploration algorithm with a computer graphics morphing technique for dimensionality reduction.
- Does not require a predefined reaction coordinate, allowing for flexible pathway searching.
- Evaluated on multiple benchmark systems.
Main Results:
- The proposed method is time-efficient and computationally inexpensive.
- Generated pathways show good agreement with state-of-the-art approaches.
- Successfully identifies pathways regardless of prior knowledge of their direction.
Conclusions:
- The developed method offers an efficient approach for approximating ligand unbinding pathways.
- These approximate pathways can serve as starting points for more detailed analyses or specialized simulations.
- The technique enhances the feasibility of exploring molecular unbinding mechanisms.
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