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Author Spotlight: High-Throughput Screening to Obtain Crystal Hits for Protein Crystallography
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High Throughput Profiling of Molecular Shapes in Crystals
Peter R Spackman1, Sajesh P Thomas1, Dylan Jayatilaka1
1University of Western Australia, Dept. of Chemistry, Crawley, Western Australia, 6008, Australia.
Scientific Reports
|February 25, 2016
Summary
We developed an efficient computational method to classify molecular shapes in crystals using Hirshfeld surfaces and spherical harmonics. This approach aids in understanding crystallization, supramolecular assembly, and materials design.
Area of Science:
- Crystallography
- Computational Chemistry
- Materials Science
Background:
- Molecular shape is crucial for crystallization and supramolecular assembly, but its precise role remains unclear.
- Understanding molecular shape in crystalline environments is essential for predicting material properties and designing new structures.
Purpose of the Study:
- To present a computationally efficient method for describing and classifying molecular shapes within crystal structures.
- To demonstrate the method's applicability across various chemical systems, from metals to complex organic molecules.
Main Methods:
- Utilizing rotation-invariant descriptions of Hirshfeld surfaces via spherical harmonic functions.
- Applying principal component analysis and cluster analysis to classify molecular shapes.
- Validating the method on a large dataset of over 14,000 crystal structures from the Cambridge Structural Database (CSD).
Main Results:
- The method successfully classified metal crystal structures based on their lattice types.
- Classification of organic crystal structures revealed groupings based on chemical scaffolds, isosterism, and conformational similarity.
- Demonstrated computational efficiency suitable for high-throughput screening.
Conclusions:
- The developed method provides an effective tool for analyzing and classifying molecular shapes in crystals.
- This approach has significant implications for drug discovery, supramolecular chemistry, and the design of novel materials.
- Enables large-scale screening of molecular shapes and interactions within existing crystallographic databases.
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