ArticleJournal of chemical information and modeling2013
Molecular recognition in a diverse set of protein-ligand interactions studied with molecular dynamics simulations and end-point free energy calculations.
Article in Journal of chemical information and modeling, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed.
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- s_mmpbsa: A Lite and Cross-Platform MM-PBSA Program.Molecules (Basel, Switzerland) · 2026Article
- Identification of Enhanced Cyclooxygenase-2 (COX-2) Inhibitors Beyond Curcumin Through Virtual Screening to Target Inflammation-Related Metabolic Complications.International journal of molecular sciences · 2026Article
- Boswellic Acid Derived Molecules as SARS-Cov-2 Spike Protein Inhibitors: A Comprehensive Virtual Screening, Triplicate Molecular Dynamic Simulation and Biochemical Validation.Current medicinal chemistry · 2026Article
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- Alchemical Free Energy Estimators and Molecular Dynamics Engines: Accuracy, Precision, and Reproducibility.Journal of chemical theory and computation · 2022Article
- The effect of protein mutations on drug binding suggests ensuing personalised drug selection.Scientific reports · 2021Article
- From genomes to molecular dynamics - A bottom up approach in extrication of SARS CoV-2 main protease inhibitors.Computational toxicology (Amsterdam, Netherlands) · 2021Article
- Insights into the Inhibition Mechanism of Human Pancreatic α-Amylase, a Type 2 Diabetes Target, by Dehydrodieugenol B Isolated fromACS omega · 2021Article
- Structure-basedComputational and structural biotechnology journal · 2021Review
- Calculating the absolute binding free energy of the insulin dimer in an explicit solvent.RSC advances · 2020Article
- Pharmacophore-based models for therapeutic drugs against phosphorylated tau in Alzheimer's disease.Drug discovery today · 2019Review
- Uncertainty Quantification in Alchemical Free Energy Methods.Journal of chemical theory and computation · 2018Article
- Structure-Based Target-Specific Screening Leads to Small-Molecule CaMKII Inhibitors.ChemMedChem · 2017Article
- Metal-free O-H/C-H difunctionalization of phenols byChemical science · 2017Article
- Effect of Binding Pose and Modeled Structures on SVMGen and GlideScore Enrichment of Chemical Libraries.Journal of chemical information and modeling · 2016Article
- The Dynamics of the Human Leukocyte Antigen Head Domain Modulates Its Recognition by the T-Cell Receptor.PloS one · 2016Article
- dMM-PBSA: A New HADDOCK Scoring Function for Protein-Peptide Docking.Frontiers in molecular biosciences · 2016Article
- Virtual Screening of Plant Volatile Compounds Reveals a High Affinity of Hylamorpha elegans (Coleoptera: Scarabaeidae) Odorant-Binding Proteins for Sesquiterpenes From Its Native Host.Journal of insect science (Online) · 2016Article
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Authors and funding
4 authors.
Funding
Abstract
End-point free energy calculations using MM-GBSA and MM-PBSA provide a detailed understanding of molecular recognition in protein-ligand interactions. The binding free energy can be used to rank-order protein-ligand structures in virtual screening for compound or target identification. Here, we carry out free energy calculations for a diverse set of 11 proteins bound to 14 small molecules using extensive explicit-solvent MD simulations. The structure of these complexes was previously solved by crystallography and their binding studied with isothermal titration calorimetry (ITC) data enabling direct comparison to the MM-GBSA and MM-PBSA calculations. Four MM-GBSA and three MM-PBSA calculations reproduced the ITC free energy within 1 kcal·mol(-1) highlighting the challenges in reproducing the absolute free energy from end-point free energy calculations. MM-GBSA exhibited better rank-ordering with a Spearman ρ of 0.68 compared to 0.40 for MM-PBSA with dielectric constant (ε = 1). An increase in ε resulted in significantly better rank-ordering for MM-PBSA (ρ = 0.91 for ε = 10), but larger ε significantly reduced the contributions of electrostatics, suggesting that the improvement is due to the nonpolar and entropy components, rather than a better representation of the electrostatics. The SVRKB scoring function applied to MD snapshots resulted in excellent rank-ordering (ρ = 0.81). Calculations of the configurational entropy using normal-mode analysis led to free energies that correlated significantly better to the ITC free energy than the MD-based quasi-harmonic approach, but the computed entropies showed no correlation with the ITC entropy. When the adaptation energy is taken into consideration by running separate simulations for complex, apo, and ligand (MM-PBSAADAPT), there is less agreement with the ITC data for the individual free energies, but remarkably good rank-ordering is observed (ρ = 0.89). Interestingly, filtering MD snapshots by prescoring protein-ligand complexes with a machine learning-based approach (SVMSP) resulted in a significant improvement in the MM-PBSA results (ε = 1) from ρ = 0.40 to ρ = 0.81. Finally, the nonpolar components of MM-GBSA and MM-PBSA, but not the electrostatic components, showed strong correlation to the ITC free energy; the computed entropies did not correlate with the ITC entropy.
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