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Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
Published on: January 26, 2024
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Virtual Screening Expands the Non-Natural Amino Acid Palette for Peptide Optimization
Kosala N Amarasinghe1,2, Leonardo De Maria1, Christian Tyrchan1
1Medicinal Chemistry, Research and Early Development, Respiratory and Immunology (R&I), BioPharmaceuticals R&D, AstraZeneca, Gothenburg 431 50, Sweden.
Journal of Chemical Information and Modeling
|June 14, 2022
Summary
This study introduces a large virtual library of non-natural amino acids for peptide drug discovery. This approach significantly enhances virtual screening and peptide optimization, identifying candidates with higher predicted affinity.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Drug Discovery
Background:
- Peptides are crucial in drug discovery, but optimization is limited by the small number of available amino acids.
- The chemical space for small molecule drugs is vast, yet peptide drug discovery has not fully exploited this potential.
Purpose of the Study:
- To develop a large, virtual library of synthesizable non-natural amino acids for peptide optimization.
- To demonstrate the utility of this library in virtual screening protocols for drug discovery.
Main Methods:
- Enumeration of nearly 380,000 non-natural amino acids to assess chemical diversity.
- Validation of a virtual screening workflow using a subset of 10,000 amino acids on the Keap1-Neh2 complex.
- In silico mutation and docking-based virtual screening to predict binding affinity.
Main Results:
- The virtual library exhibits significantly greater chemical diversity compared to natural and commercial amino acids.
- Virtual screening identified potential peptide candidates with substantially higher predicted affinity for the Keap1 protein.
- The developed protocol proved effective in exploring the extended non-natural amino acid chemical space.
Conclusions:
- The non-natural amino acid chemical space can be vastly expanded and effectively screened computationally.
- This approach offers a powerful strategy for accelerating peptide optimization and drug discovery.
- The developed virtual library and screening protocol represent a significant advancement in peptide-based therapeutics.

