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Chemical Structure Similarity Search for Ligand-based Virtual Screening: Methods and Computational Resources
Xin Yan, Chenzhong Liao, Zhihong Liu
1Research Center for Drug Discovery (RCDD), Sun Yat-Sen University, 132 East Circle at University City, Guangzhou 510006, China.
This review explores high-performance computing (HPC) advancements in 2D and 3D chemical structure similarity searches. These methods accelerate lead identification and virtual screening in drug discovery.
Area of Science:
- Computational Chemistry
- Cheminformatics
- Drug Discovery
Background:
- The principle of "similar structures, similar activities" is fundamental to lead identification.
- Chemical similarity can be assessed using topological, steric, electronic, or physical properties.
- Traditional substructure searches can be accelerated by fragment-based pre-screening, unlike similarity searches.
Purpose of the Study:
- To review recent progress in high-performance computing (HPC)-supported 2D and 3D chemical structure similarity search algorithms.
- To highlight the applications of these algorithms in ligand-based virtual screening.
Main Methods:
- Discussion of computational techniques for 2D chemical structure similarity assessment.
- Overview of algorithms for 3D similarity search, including conformational analysis.
- Emphasis on the role of High-Performance Computing (HPC) in accelerating these searches.
Main Results:
- HPC significantly enhances the speed and feasibility of complex 2D and 3D similarity searches.
- Advancements enable more efficient screening of large chemical libraries.
- Improved algorithms reduce computational bottlenecks in virtual screening.
Conclusions:
- HPC-supported similarity search algorithms are crucial for modern drug discovery.
- These techniques facilitate effective ligand-based virtual screening.
- Continued development in HPC is vital for advancing chemical informatics and lead identification.
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