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Identification of bioactive compounds with popular single-atom modifications: Comprehensive analysis and implications
1Department of Pharmacy, The Affiliated Hospital of Yangzhou University, Yangzhou University, Yangzhou, 225000, PR China.
This study analyzes 10 single-atom modifications (SAMs) and their impact on drug activity, identifying over 7400 activity cliffs (ACs). This expands knowledge on how small molecular changes affect drug development and provides open access data for optimization.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Drug Discovery
Background:
- Structure-activity relationship (SAR) analysis is crucial for drug development, relying on molecular similarity assessments.
- Single-atom modifications (SAMs) are a key strategy in hit-to-lead and lead optimization.
- Previous work introduced four SAM types; this study expands the scope.
Purpose of the Study:
- To systematically analyze 10 common single-atom modifications (SAMs) and their impact on bioactivity.
- To identify and characterize SAM-induced activity cliffs (ACs) using a large dataset.
- To provide insights into SAMs for structure-based drug design and optimization.
Main Methods:
- Leveraged high-confidence bioactivity data from ChEMBL (version 34).
- Assembled a dataset of 374,979 SAM pairs covering 10 common SAM types.
- Identified over 7400 SAM-induced activity cliffs (ACs) and performed structural analysis.
Main Results:
- Identified over 7400 activity cliffs (ACs) resulting from 10 common single-atom modifications.
- Analyzed the frequency of different SAM types in medicinal chemistry.
- Structural analysis of ACs provides insights into how SAMs modulate compound activity.
Conclusions:
- This study significantly expands the knowledgebase of activity cliffs associated with single-atom changes.
- Findings offer practical guidance for structure-based optimization of molecular properties in drug development.
- All identified ACs and their structural information are provided open access.
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