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Updated: May 25, 2026

Quantitative Structure-Activity Relationship, Activity Prediction, and Molecular Dynamics of Non-nucleotide Reverse Transcriptase Inhibitors
Published on: May 9, 2025
PDB ligand conformational energies calculated quantum-mechanically.
Markus Sitzmann1, Iwona E Weidlich, Igor V Filippov
1Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health , DHHS, NCI-Frederick, 376 Boyles Street, Frederick, Maryland 21702, USA.
This study refines calculations of protein-ligand conformational energies using high-quality data from the Protein Data Bank (PDB). Findings reveal significant energy differences, largely independent of crystallographic resolution, offering insights into molecular interactions.
Area of Science:
- Computational Chemistry
- Structural Biology
- Drug Discovery
Background:
- Accurate conformational energies of protein-ligand complexes are crucial for understanding molecular interactions and drug design.
- Previous studies provided foundational data, but advancements in computational methods and data availability necessitate updated analyses.
- The Protein Data Bank (PDB) offers a vast repository of experimental 3D structures, including numerous small-molecule ligands.
Purpose of the Study:
- To present an updated and improved analysis of conformational energies for protein-ligand complexes.
- To enhance the quality and selection of ligand instances and refine energy calculation methodologies.
- To investigate the relationship between conformational energies and various structural and crystallographic parameters.
Main Methods:
- A high-quality subset of ligand instances was curated from the Ligand Expo database within the PDB.
- Conformational energies were calculated using density functional theory (DFT) with B3LYP functional and 6-31G(d) basis set, followed by single-point energy calculations at B3LYP/6-311++G(3df,2p).
- Stepwise optimization of internal degrees of freedom was employed, and calculations were repeated with the IEF-PCM solvent model and molecular mechanics force fields.
Main Results:
- Significant conformational energy differences (0 to ~25 kcal/mol) were observed, generally independent of crystallographic resolution.
- Higher energy outliers were noted only at resolutions better than 1.3 Å.
- Conformational energies correlated with molecular size and flexibility but not with crystallographic quality metrics (e.g., DPI, R(free)) or ligand-specific metrics (e.g., OWAB, RSR, RSCC).
Conclusions:
- The study provides a robust dataset and analysis of protein-ligand conformational energies, improving upon previous work.
- The findings suggest that conformational energy is influenced by intrinsic molecular properties rather than solely by crystallographic data quality.
- The results contribute valuable insights for computational drug design and understanding ligand binding in biological systems.
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