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Scaffold analysis of PubChem database as background for hierarchical scaffold-based visualization
Jakub Velkoborsky1, David Hoksza1
1Faculty of Mathematics and Physics, Charles University, Prague, Czech Republic.
Journal of Cheminformatics
|January 17, 2017
Summary
We developed a scaffold hierarchy for visualizing large molecular datasets, aiding drug design and chemical analysis. This method enables intuitive, scaffold-based hierarchical visualization of compound libraries using the Scaffvis tool.
Area of Science:
- Computational Chemistry
- Cheminformatics
- Drug Discovery
Background:
- Visualizing large molecular datasets is crucial in chemistry, particularly for drug design and material engineering.
- High-throughput screening generates vast amounts of molecular data requiring effective analysis methods.
- Classifying compounds by molecular scaffolds is a key strategy for grouping molecules with similar properties, facilitating intuitive visualization.
Purpose of the Study:
- To propose a scaffold hierarchy derived from large-scale analysis of the PubChem Compound database.
- To enable scaffold-based hierarchical visualization of user-defined compound datasets.
- To provide insights into the scaffold diversity within the PubChem Compound database.
Main Methods:
- Large-scale analysis of the PubChem Compound database to establish a scaffold hierarchy.
- Development of a web-based client-server application named Scaffvis for visualization.
- Implementation of interactive zoomable treemap visualization for datasets up to hundreds of thousands of molecules.
Main Results:
- A comprehensive scaffold hierarchy was generated from the PubChem Compound database.
- The Scaffvis application enables scaffold-based hierarchical visualization against empirical chemical space or user-defined datasets.
- The tool supports visualization of large datasets (hundreds of thousands of molecules) interactively.
Conclusions:
- The proposed scaffold hierarchy facilitates intuitive visualization of molecular data.
- Scaffvis provides a powerful, open-source tool for exploring chemical space based on molecular scaffolds.
- This approach enhances the analysis and understanding of large molecular datasets in chemistry and drug design.
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