机器学习用于预测基替换中的反应性能,通过自动提取基质感知描述器来增强
Gufeng Yu1,2, Xi Wang1, Yichong Luo1
1Shanghai Key Laboratory for Molecular Engineering of Chiral Drugs, Frontiers Science Center for Transformative Molecules, School of Chemistry and Chemical Engineering, Shanghai Jiao Tong University, 800 Dongchuan Road, Shanghai 200240, China.
Journal of chemical information and modeling
|January 2, 2025
概括
本研究介绍了SubA,一个新的基质意识描述器用于机器学习 (ML) 在有机合成. 通过有效地捕获关键分子信息,SubA提高了对催化反应的预测准确度.
科学领域:
- 有机化学 有机化学
- 计算化学的计算化学
- 机器学习 机器学习
背景情况:
- 机器学习 (ML) 在有机合成方面表现有前景,但在准确预测反应结果方面存在困难.
- 一个关键的挑战是开发高效的分子描述器,保留必要的预测信息.
研究的目的:
- 开发和验证一种新型描述器,用于预测催化替代反应中的性能.
- 解决现有描述符在平衡预测准确性和计算效率方面的局限性.
主要方法:
- 介绍SubA,一个含有图形匹配和DFT衍生属性的基质感知描述符.
- 使用随机和支架分割对四个主流描述符进行SubA的评估.
- 分析SubA的可解释性,以了解它专注于反应驱动特征.
主要成果:
- 亚A实现了降低维度和提高预测准确性,平均绝对误差减少了2%以上.
- 描述符在新的基质组合上表现出卓越的概括能力.
- 可解释性分析显示,SubA的重点是关键的原子和分子特征.
结论:
- 亚A代表了ML驱动的有机合成描述器开发的重大进展.
- 基质感知方法提高了催化反应建模中的预测准确性和可解释性.
- 这项工作促进了更可靠的ML应用程序来预测反应结果和理解机制.
相关概念视频
Predicting Products: Substitution vs. Elimination
11.4K
When a nucleophile and an alkyl halide react, nucleophilic substitution and β-elimination reactions compete to generate products.
The following factors can influence the mechanisms competing against each other:
The following factors can influence the mechanisms competing against each other:
11.4K
Predicting Products: SN1 vs. SN2
13.2K
Nucleophilic substitution reactions of alkyl halides can proceed via an SN1 or an SN2 mechanism. While in SN2 reactions, the nucleophile attacks the substrate simultaneously as the leaving group departs, in SN1 reactions, the substrate first dissociates to give the carbocation intermediate. Various factors such as the structure of the substrate, the strength of the nucleophile, and the nature of the solvent promote one mechanism over the other.
With increased substitution on the alkyl halide,...
With increased substitution on the alkyl halide,...
13.2K
Predicting Reaction Outcomes
8.2K
Kinetics describes the rate and path by which a reaction occurs. In contrast, thermodynamics deals with state functions and describes the properties, behavior, and components of a system. It is not concerned with the path taken by the process and cannot address the rate at which a reaction occurs. Although it does provide information about what can happen during a reaction process, it does not describe the detailed steps of what appears on an atomic or a molecular level. On the other hand,...
8.2K
Preparation of Alcohols via Substitution Reactions
5.7K
Overview
Alcohols can be synthesized from alkyl halides via nucleophilic substitution reactions. The highly polar carbon-halogen bond in the substrate makes halide a good leaving group. The hydroxide ion or water can act as a nucleophile to take the place of halide and form an alcohol. The substitution reactions occur via two different reaction pathways, SN1 or SN2, depending on the nature of carbon attached to the halide.
Primary alcohols are synthesized from primary alkyl halides, and the...
Alcohols can be synthesized from alkyl halides via nucleophilic substitution reactions. The highly polar carbon-halogen bond in the substrate makes halide a good leaving group. The hydroxide ion or water can act as a nucleophile to take the place of halide and form an alcohol. The substitution reactions occur via two different reaction pathways, SN1 or SN2, depending on the nature of carbon attached to the halide.
Primary alcohols are synthesized from primary alkyl halides, and the...
5.7K
Electrophilic Aromatic Substitution: Overview
10.7K
In an electrophilic aromatic substitution reaction, an electrophile substitutes for a hydrogen of an aromatic compound.
10.7K
Nucleophilic Substitution Reactions
16.0K
Historical perspective
In 1896, the German chemist Paul Walden discovered that he could interconvert pure enantiomeric (+) and (-) malic acids through a series of reactions. This conversion suggested the involvement of optical inversion during the substitution reaction. Further, in 1930, Sir Christopher Ingold described for the first time two different forms of nucleophilic substitution reactions, which are known as SN1 (nucleophilic substitution unimolecular) and SN2 (nucleophilic substitution...
In 1896, the German chemist Paul Walden discovered that he could interconvert pure enantiomeric (+) and (-) malic acids through a series of reactions. This conversion suggested the involvement of optical inversion during the substitution reaction. Further, in 1930, Sir Christopher Ingold described for the first time two different forms of nucleophilic substitution reactions, which are known as SN1 (nucleophilic substitution unimolecular) and SN2 (nucleophilic substitution...
16.0K


