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SENSAAS-Flex: a joint optimization approach for aligning 3D shapes and exploring the molecular conformation space
Hamza Biyuzan1, Mohamed-Akram Masrour1, Lucas Grandmougin1
1Université Côte d'Azur, CNRS UMR7271, I3S, Sophia Antipolis 06900, France.
SENSAAS-Flex optimizes 3D molecular conformations for flexible shape alignment, overcoming computational bottlenecks in traditional methods. This new approach efficiently samples conformational space for accurate molecular alignments.
Area of Science:
- Computational chemistry
- Structural biology
- Cheminformatics
Background:
- Traditional shape-based alignment methods rely on conformational ensembles, which are computationally intensive to generate.
- The initial generation of conformer libraries limits the efficiency of molecular alignment processes.
Purpose of the Study:
- To develop a novel method for flexible molecular shape alignment by optimizing 3D conformations.
- To introduce SENSAAS-Flex, an extension of the SENSAAS tool, designed to enhance flexible alignment capabilities.
Main Methods:
- SENSAAS-Flex performs flexible alignment by optimizing molecular conformations iteratively.
- It utilizes a limited set of initial conformers and refines them at the substructure level, constrained by the target shape.
- The method employs a point-based representation of molecular surfaces for shape constraint.
Main Results:
- SENSAAS-Flex successfully reproduced crystal structure geometries in self- and cross-alignment experiments.
- Validation was performed using the AstraZeneca Molecule Overlay Test set and the PDBbind refined dataset.
- The study confirmed the suitability of point-based molecular surface representation for conformational sampling and flexible alignment.
Conclusions:
- SENSAAS-Flex offers an efficient and effective approach to flexible molecular shape alignment.
- The method addresses the computational limitations of generating extensive conformer libraries.
- Point-based surface representation is a viable strategy for conformational space sampling in alignment tasks.
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