通过扩展训练套件提高CHARMM通用力量场的准确性和稳定性
Anastasia Croitoru1,2, Anmol Kumar2, Jean-Christophe Lambry1
1Laboratoire d'Optique et Biosciences (CNRS UMR7645, INSERM U1182), Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau F-91128, France.
Journal of chemical theory and computation
|March 4, 2025
概括
CHARMM通用力场 (CGenFF) v5.0增强了有机分子的参数分配. 这一更新版本显示了在建模分子几何和相互作用方面改进的准确性,有利于药物发现.
科学领域:
- 计算化学计算化学
- 分子建模分子建模
- 药物发现 药物发现 药物发现
背景情况:
- 像CGenFF这样的实证力场 (FF) 对于分子模拟至关重要,需要对各种有机分子进行准确的参数化.
- 目前的CGenFF参数分配依赖于插值和类比,精度取决于训练集的宽度.
- 扩大训练集是提高CGenFF对新型分子结构的预测能力的关键.
研究的目的:
- 将CGenFF培训套件扩展到1390个具有新型连接性的新分子.
- 开发和验证一个新的版本,CGenFF v5.0,包含更新的参数和收费.
- 评估CGenFF v5.0的性能与各种分子性质的实验和量子力学 (QM) 数据对比.
主要方法:
- 进行了量子力学 (QM) 计算,以优化几何形状,潜在能量扫描,双极时刻和静电电位.
- 一个新的1390个分子的训练集被策划,以覆盖以前没有代表的化学连接.
- CGenFF v5.0使用QM数据进行了训练,并与药物样分子的实验和QM基准进行了验证.
主要成果:
- CGenFF v5.0在QM分子内几何学,振动,二面扫描,双极时刻和水相互作用方面取得了显著的改进.
- 与CGenFF v2.5.1相比,在纯溶剂特性方面观察到微小的改进,突出了强大的莱纳德-斯参数.
- 新版本在模拟分子内应变能量和非共价相互作用方面表现更好.
结论:
- CGenFF v5.0为模拟有机分子,特别是类似药物的化合物提供了更高的精度.
- 扩展的训练集和精细的参数化导致了更可靠的分子行为预测.
- 这一进步有望提高计算化学和药物设计中的分子建模的准确性.
相关概念视频
Predicting Molecular Geometry
34.0K
VSEPR Theory for Determination of Electron Pair Geometries
34.0K
NMR Spectrometers: Resolution and Error Correction
649
When magnetic nuclei in a sample achieve resonance and undergo relaxation, the signal detected in NMR is an approximately exponential free induction decay. Fourier transform of an exponential decay yields a Lorentzian peak in the frequency domain. Lorentzian peaks in an NMR spectrum are defined by their amplitude, full width at half maximum, and position, where the peak width is governed by the spin-spin relaxation time alone. In real experiments, however, the applied magnetic field is rendered...
649
Hybridization of Atomic Orbitals II
31.6K
sp3d and sp3d 2 Hybridization
31.6K
Molecular Geometry and Dipole Moments
12.4K
The VSEPR theory can be used to determine the electron pair geometries and molecular structures as follows:
12.4K
Chemical Shift: Internal References and Solvent Effects
581
In an NMR sample, precise measurement of the absolute absorption frequencies of nuclei is difficult. A standard internal reference compound is added, and the frequency difference between the reference signal and sample signals is measured.
The internal reference compound generally used in NMR spectroscopy is tetramethylsilane (TMS). TMS is preferred because it is chemically inert, soluble in NMR solvents, and easily removable. Also, the highly shielded methyl protons in TMS yield an intense...
The internal reference compound generally used in NMR spectroscopy is tetramethylsilane (TMS). TMS is preferred because it is chemically inert, soluble in NMR solvents, and easily removable. Also, the highly shielded methyl protons in TMS yield an intense...
581
Real Gases: Effects of Intermolecular Forces and Molecular Volume Deriving Van der Waals Equation
34.3K
Thus far, the ideal gas law, PV = nRT, has been applied to a variety of different types of problems, ranging from reaction stoichiometry and empirical and molecular formula problems to determining the density and molar mass of a gas. However, the behavior of a gas is often non-ideal, meaning that the observed relationships between its pressure, volume, and temperature are not accurately described by the gas laws.
34.3K


