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Related Concept Videos

Conserved Binding Sites01:49

Conserved Binding Sites

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Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
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Proteins are dynamic macromolecules that carry out a wide variety of essential processes; however, the activities of most proteins depend on their interactions with other molecules or ions, known as ligands.
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Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
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Allosteric proteins have more than one ligand binding site; the binding of a ligand to any of these sites influences the binding of ligands to the other sites. When a protein is allosteric, its binding sites are called coupled or linked.  In the case of enzymes, the site that binds to the substrate is known as the active site and the other site is known as the regulatory site. When a ligand binds to the regulatory site, this leads to conformational changes in the protein that can influence...
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Related Experiment Video

Updated: Oct 17, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
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Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis

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Fragmented blind docking: a novel protein-ligand binding prediction protocol.

Gianvito Grasso1, Arianna Di Gregorio1,2, Bojan Mavkov1

  • 1Dalle Molle Institute for Artificial Intelligence, IDSIA - USI/SUPSI, Lugano-Viganello, Switzerland.

Journal of Biomolecular Structure & Dynamics
|October 13, 2021
PubMed
Summary

A novel blind docking protocol, FRAD, identifies binding sites and predicts poses simultaneously. This method, enhanced with MM/GBSA re-scoring, improves accuracy for virtual screening when the binding site is unknown.

Keywords:
Blind dockingmolecular dockingprotein–ligand interactionsvirtual screening

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Area of Science:

  • Computational chemistry
  • Structural biology
  • Drug discovery

Background:

  • Accurate prediction of protein-ligand interactions is crucial for drug discovery.
  • Identifying the binding site and pose is a prerequisite for effective virtual screening.
  • Standard docking approaches often require prior knowledge of the binding site.

Purpose of the Study:

  • To develop a novel blind docking protocol for simultaneous binding site identification and pose prediction.
  • To enhance the accuracy of protein-ligand binding state prediction using MM/GBSA re-scoring.
  • To evaluate the efficacy of the developed protocol in virtual screening pipelines.

Main Methods:

  • Systematic exploration of protein volume using preliminary docking calculations.
  • Application of Autodock-Vina for blind docking.
  • Integration of MM/GBSA re-scoring for improved binding pose accuracy.
  • Validation on diverse protein-ligand complexes including Heat Shock Protein 90 and HIV protease.

Main Results:

  • The FRAD protocol successfully identified binding sites and predicted binding poses concurrently.
  • MM/GBSA re-scoring significantly improved the accuracy of protein-ligand complex scoring.
  • The combined approach demonstrated increased accuracy and efficiency compared to standard docking methods.
  • Successful testing on over 300 protein-ligand systems from various datasets.

Conclusions:

  • The FRAD protocol offers a powerful tool for blind docking, enabling simultaneous binding site identification and pose prediction.
  • The integration with MM/GBSA re-scoring enhances the reliability of virtual screening, especially when the binding site is unknown.
  • This approach streamlines the initial stages of drug discovery by reducing the need for manual intervention and prior structural information.