来自自自适应性偏差增强抽样的宿主-客人结合的自由能量景观
Revanth Elangovan1, Dhiman Ray1,2
1Department of Chemistry and Biochemistry, University of Oregon, Eugene, Oregon-97403, USA. dray@uoregon.edu.
Physical chemistry chemical physics : PCCP
|March 13, 2026
概括
我们开发了一种新的计算方法,OPESCOM,用于准确计算主机-客户绑定的自由能源景观. 这种方法使用更简单的变量,更快地融合,并揭示中间状态,帮助药物发现.
科学领域:
- 计算化学是一种计算化学.
- 生物物理学的生物物理.
- 分子建模分子建模
背景情况:
- 主-客结合对于分子识别和药物设计至关重要.
- 准确计算具有约束力的自由能量景观是计算密集的.
- 现有的方法往往需要复杂的,系统特定的集体变量.
研究的目的:
- 介绍一个新的计算框架,OPESCOM,用于高效和准确的宿主-客串的自由能量计算.
- 为了证明OPESCOM能够使用直观的集体变量的能力.
- 提高阐明绑定机制的可扩展性和简单性.
主要方法:
- 结合机动概率增强采样 (OPES) 与其探索变种 (OPES-explore).
- 使用低于最佳的集体变量进行偏差沉积.
- 将结果与使用机器学习集体变量进行更长的OPES模拟进行比较.
主要成果:
- OPESCOM提供精确的自由能量表面,最小的系统特定优化.
- 约束亲和度估计在有限的模拟时间内趋同.
- 识别了使用未包括在初始偏差中的水协调描述符的转移稳定的中间状态.
- 从更长,更复杂的模拟中与自由能源景观的定量一致.
结论:
- OPESCOM框架提供了一个准确,高效和可扩展的工作流程,用于主机-客户绑定自由能源计算.
- 该方法简化了阐明结合机制的过程,而不会影响准确性.
- 这种方法对推进计算药物发现工作具有重大潜力.
相关概念视频
Gibbs Free Energy and Thermodynamic Favorability
8.6K
The spontaneity of a process depends upon the temperature of the system. Phase transitions, for example, will proceed spontaneously in one direction or the other depending upon the temperature of the substance in question. Likewise, some chemical reactions can also exhibit temperature-dependent spontaneities. To illustrate this concept, the equation relating free energy change to the enthalpy and entropy changes for the process is considered:
8.6K
Conserved Binding Sites
5.3K
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...
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...
5.3K
Conserved Binding Sites
2.0K
2.0K
Gibbs Free Energy
40.4K
One of the challenges of using the second law of thermodynamics to determine if a process is spontaneous is that it requires measurements of the entropy change for the system and the entropy change for the surroundings. An alternative approach involving a new thermodynamic property defined in terms of system properties only was introduced in the late nineteenth century by American mathematician Josiah Willard Gibbs. This new property is called the Gibbs free energy (G) (or simply the free...
40.4K
The Equilibrium Binding Constant and Binding Strength
15.5K
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:
15.5K
The Equilibrium Binding Constant and Binding Strength
10.8K
10.8K


