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Related Concept Videos

The Equilibrium Binding Constant and Binding Strength02:18

The Equilibrium Binding Constant and Binding Strength

The equilibrium binding constant (Kb) quantifies the strength of a protein-ligand interaction. Kb can be calculated as follows when the reaction is at equilibrium:
Ligand Binding Sites02:40

Ligand Binding Sites

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.
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
Ligand Binding Sites02:40

Ligand Binding Sites

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.
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
Conserved Binding Sites01:49

Conserved Binding Sites

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 analyses the...
Ligand Binding and Linkage00:49

Ligand Binding and Linkage

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 the...
Ligand Binding and Linkage00:49

Ligand Binding and Linkage

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 the...

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Updated: May 8, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
08:49

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

Published on: June 20, 2025

Ligand docking simulations by generalized-ensemble algorithms.

Yuko Okamoto1, Hironori Kokubo, Toshimasa Tanaka

  • 1Department of Physics, Graduate School of Science, Nagoya University, Nagoya, Japan; Structural Biology Research Center, Graduate School of Science, Nagoya University, Nagoya, Japan; Center for Computational Science, Graduate School of Engineering, Nagoya University, Nagoya, Japan; Information Technology Center, Nagoya University, Nagoya, Japan.

Advances in Protein Chemistry and Structural Biology
|August 20, 2013
PubMed
Summary
This summary is machine-generated.

Generalized-ensemble algorithms overcome simulation trapping in protein chemistry. These advanced methods enable accurate calculations across various physical parameters, improving drug design insights.

Keywords:
Computer-aided drug designGeneralized-ensemble algorithmProtein–ligand bindingReplica-exchange molecular dynamicsReplica-exchange umbrella samplingStructure prediction

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Area of Science:

  • Protein chemistry and structural biology
  • Computational biophysics
  • Statistical mechanics

Background:

  • Conventional simulations (e.g., canonical, isobaric-isothermal ensembles) struggle with local energy minima in protein systems.
  • Trapping in local minima leads to inaccurate results in physical statistical mechanical ensemble simulations.
  • Protein structure and function studies require robust simulation techniques.

Purpose of the Study:

  • To review generalized-ensemble algorithms for overcoming simulation limitations.
  • To detail specific algorithms like replica-exchange molecular dynamics and umbrella sampling.
  • To present applications of these methods in drug design.

Main Methods:

  • Generalized-ensemble algorithms utilize artificial unphysical ensembles.
  • These algorithms perform random walks in potential energy, volume, and conjugate parameters (temperature, pressure).
  • Specific examples include replica-exchange molecular dynamics and replica-exchange umbrella sampling.

Main Results:

  • Generalized-ensemble simulations avoid trapping in local energy minima.
  • They enable calculation of physical quantities as functions of temperature and other parameters in a single run.
  • Successful applications in drug design are demonstrated.

Conclusions:

  • Generalized-ensemble algorithms offer a powerful solution to simulation challenges in protein chemistry.
  • These methods enhance accuracy and efficiency in structural biology and drug design.
  • The review provides a comprehensive overview and practical examples for researchers.