ArticleBiophysical journal2020
Exploring the Free-Energy Landscape and Thermodynamics of Protein-Protein Association.
Article in Biophysical journal, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed, 26 citations in OpenAlex.
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- Molecular dynamics reveals how calcium drives hetero- versus homotrimerization of type I collagen.Biophysical journal · 2026Article
- Integrated machine learning, molecular dynamics, and density functional theory approaches for identifying potential inhibitor targeting TEM 𝛽-lactamase inFrontiers in bioinformatics · 2026Article
- Targeting PilA in Acinetobacter baumannii: A Computational Approach for Anti-Virulent Compound Discovery.Molecular biotechnology · 2025Article
- Unveiling Berberine analogues as potential inhibitors of Escherichia coli FtsZ through machine learning molecular docking and molecular dynamics approach.Scientific reports · 2025Article
- Exploring protein-mediated compaction of DNA by coarse-grained simulations and unsupervised learning.Biophysical journal · 2024Article
- The Importance of Structural Water in HDAC8 for Correct Binding Pose Applied for Drug Design of Anticancer Molecules.Anti-cancer agents in medicinal chemistry · 2024Article
- Computed Protein-Protein Enthalpy Signatures as a Tool for Identifying Conformation Sampling Problems.Journal of chemical information and modeling · 2023Article
- A highly accurate metadynamics-based Dissociation Free Energy method to calculate protein-protein and protein-ligand binding potencies.Scientific reports · 2022Article
- Article
- Identifying hydrophobic protein patches to inform protein interaction interfaces.Proceedings of the National Academy of Sciences of the United States of America · 2021Article
- Computational design of small molecular modulators of protein-protein interactions with a novel thermodynamic cycle: Allosteric inhibitors of HIV-1 integrase.Protein science : a publication of the Protein Society · 2021Article
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Authors and funding
6 authors at 5 institutions in 1 country.
Funding
Abstract
We report the free-energy landscape and thermodynamics of the protein-protein association responsible for the drug-induced multimerization of HIV-1 integrase (IN). Allosteric HIV-1 integrase inhibitors promote aberrant IN multimerization by bridging IN-IN intermolecular interactions. However, the thermodynamic driving forces and kinetics of the multimerization remain largely unknown. Here, we explore the early steps in the IN multimerization by using umbrella sampling and unbiased molecular dynamics simulations in explicit solvent. In direct simulations, the two initially separated dimers spontaneously associate to form near-native complexes that resemble the crystal structure of the aberrant tetramer. Most strikingly, the effective interaction of the protein-protein association is very short-ranged: the two dimers associate rapidly within tens of nanoseconds when their binding surfaces are separated by d ≤ 4.3 Å (less than two water diameters). Beyond this distance, the oligomerization kinetics appears to be diffusion controlled with a much longer association time. The free-energy profile also captured the crucial role of allosteric IN inhibitors in promoting multimerization and explained why several C-terminal domain mutations are remarkably resistant to the drug-induced multimerization. The results also show that at small separation, the protein-protein binding process contains two consecutive phases with distinct thermodynamic signatures. First, interprotein water molecules are expelled to the bulk, resulting in a small increase in entropy, as the solvent entropy gain from the water release is nearly cancelled by the loss of side-chain entropies as the two proteins approach each other. At shorter distances, the two dry binding surfaces adapt to each other to optimize their interaction energy at the expense of further protein configurational entropy loss. Although the binding interfaces feature clusters of hydrophobic residues, overall, the protein-protein association in this system is driven by enthalpy and opposed by entropy.
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