推进水溶性预测:一种机器学习方法,用于使用精选数据集对有机化合物进行预测
Mushtaq Ali1, Sylvia Vanderheiden1, Christoph W Grathwol1
1Institute of Biological and Chemical Systems (IBCS), Karlsruhe Institute of Technology, Kaiserstraße 12, Karlsruhe 76131, Germany.
Journal of chemical information and modeling
|August 10, 2025
概括
我们开发了一个新的模型,用机器学习来预测有机化合物的水溶性. 这个模型准确地预测了溶解度,在各种化学数据集上表现优于现有的方法.
科学领域:
- 计算化学是一种计算化学.
- 化学信息学 化学信息学
- 药物发现 药物发现
背景情况:
- 水溶性是一种关键的物理化学性质,影响药物开发和材料科学中的化合物应用.
- 准确预测水溶性对于有效的化学研究和开发至关重要.
研究的目的:
- 开发和验证一种新的机器学习模型,用于预测有机化合物的水溶性.
- 提高可溶性预测模型的准确性和概括能力.
主要方法:
- 从四个来源合并了一个精心策划的数据集,涵盖了各种各样的有机化合物.
- 采用多种机器学习和深度学习模型,整合化学描述符,指纹和功能组.
- 完成的模型在Huuskonen数据集 (1282个化合物) 上进行了严格的测试.
主要成果:
- 开发的模型实现了高预测性能,R2值为0.92.2.
- 该模型显示了低的平均绝对误差 (MAE) 0.40.
- 该模型在高度多样化的数据集上表现优于现有的预测方法.
结论:
- 这种新型机器学习模型提供了一种高度准确和可靠的方法来预测水溶性.
- 这种方法比现有方法具有显著的优势,特别是对于各种化学化合物集.
- 该模型在药物发现和材料科学中具有强大的应用潜力.
更多相关视频
06:50Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
Published on: January 26, 2024
2.0K
05:47In Silico Modeling Method for Computational Aquatic Toxicology of Endocrine Disruptors: A Software-Based Approach Using QSAR Toolbox
Published on: August 28, 2019
14.1K
相关概念视频
Chemical and Solubility Equilibria
4.2K
The free energy change associated with dissolving a solute in a liter of solvent is called the free energy of a solution, ΔGsolution. The overall ΔGsolution is expressed as the balance of ΔGinteraction against the always-favorable free-energy of mixing, ΔGmixing. Solution formation is favorable if ΔGsolution is less than zero, whereas it is unfavorable if ΔGsolution is greater than zero. In short, for a solution to form and complete dissolution to take place,...
4.2K
Solvating Effects
7.7K
An understanding of the solvating effect helps rationalize the relation between solvation and acidity of the compound. In addition, this also explains the relative stability of conjugate bases for compounds with different pKa values. This lesson details, in-depth, the principle of solvating effects. The strength of an acid and the stability of its corresponding conjugate base are determined using pKa values. This observed relationship is a consequence of solvation, which is the interaction...
7.7K
Entropy and Solvation
7.2K
The process of surrounding a solute with solvent is called solvation. It involves evenly distributing the solute within the solvent. The rule of thumb for determining a solvent for a given compound is that like dissolves like. A good solvent has molecular characteristics similar to those of the compound to be dissolved. For example, polar solutions dissolve polar solutes, and apolar solvents dissolve apolar solutes. A polar solvent is a solvent that has a high dielectric constant (ϵ...
7.2K
Factors Affecting Solubility
33.9K
Compared with pure water, the solubility of an ionic compound is less in aqueous solutions containing a common ion (one also produced by dissolution of the ionic compound). This is an example of a phenomenon known as the common ion effect, which is a consequence of the law of mass action that may be explained using Le Chȃtelier’s principle. Consider the dissolution of silver iodide:
33.9K
Solubility of Ionic Compounds
64.1K
Solubility is the measure of the maximum amount of solute that can be dissolved in a given quantity of solvent at a given temperature and pressure. Solubility is usually measured in molarity (M) or moles per liter (mol/L). A compound is termed soluble if it dissolves in water.
64.1K
Solubility Equilibria
53.3K
Solubility equilibria are established when the dissolution and precipitation of a solute species occur at equal rates. These equilibria underlie many natural and technological processes, ranging from tooth decay to water purification. An understanding of the factors affecting compound solubility is, therefore, essential to the effective management of these processes. This section applies previously introduced equilibrium concepts and tools to systems involving dissolution and precipitation.
The...
The...
53.3K
