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ART-RRT: As-Rigid-As-Possible search for protein conformational transition paths
Minh Khoa Nguyen1, Léonard Jaillet2, Stéphane Redon2
1Université Grenoble Alpes, Inria, CNRS, Laboratoire Jean Kuntzmann, 38000, Grenoble, France. jckhoa@yahoo.com.
This study adapts the ART-RRT method to predict protein conformational transitions, generating realistic, self-intersection-free pathways efficiently. This advance aids understanding of protein dynamics and biochemical mechanisms.
Area of Science:
- Biophysics
- Computational Biology
- Structural Biology
Background:
- Protein function is intrinsically linked to conformational changes.
- Predicting these transitions is crucial for understanding biochemical mechanisms.
- Existing methods often yield physically unrealistic, self-intersecting paths for complex motions.
Purpose of the Study:
- To extend the ART-RRT method for predicting protein conformational transition pathways.
- To develop a computationally efficient approach for generating biologically relevant paths.
- To overcome limitations of existing geometry-based methods regarding self-intersection.
Main Methods:
- Adaptation of the ART-RRT algorithm, originally for ligand-unbinding pathways.
- Bidirectional exploration strategy rooted from the two stable end states.
- Introduction of a novel connection strategy between explored regions.
- Leveraging computer graphics-inspired mechanisms for structural consistency.
Main Results:
- Generation of probable conformational transition paths between protein stable states.
- Paths are computationally inexpensive to produce.
- Resulting pathways are biologically realistic and free from self-intersection.
- The method effectively explores energy valleys in low-dimensional spaces.
Conclusions:
- The adapted ART-RRT method provides a robust and efficient tool for studying protein conformational dynamics.
- Generated pathways can serve as valuable input for advanced protein analysis.
- This approach enhances the understanding of protein mechanisms by providing realistic transition path data.
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