基于深度学习的De Novo化学反应的自动生成和评估使用ChemRxnSAGE
Anis Ismail1,2, Joe Tekli1, Brigitte Wex3
1Electrical and Computer Engineering Department, Lebanese American University, 36 Byblos, Lebanon.
Journal of chemical information and modeling
|October 17, 2025
概括
我们开发了ChemRxnSAGE,这是一个评估机器生成化学反应的新框架. 它结合了计算工具和专家见解,以确保化学合成的质量,有效性和新性.
科学领域:
- 计算化学计算化学
- 化学中的人工智能.
- 化学合成 化学合成
背景情况:
- 评估机器生成的化学反应是一个重大挑战.
- 现有的研究缺乏全面的方法来评估反应质量,有效性和多样性.
研究的目的:
- 引入化学反应生成和评估系统评估 (ChemRxnSAGE) 框架.
- 为评估机器生成的化学反应提供一个可适应的端到端解决方案.
- 提高人工智能驱动化学合成的质量,有效性和多样性.
主要方法:
- 实现了自动化的有效性过器和质量指标.
- 通过化学"图灵试验"利用专家的见解.
- 进行了热力学分析,以确定反应的可行性,并对文献进行了新性比较.
主要成果:
- 化学RxnSAGE系统地消除了由反复神经网络和变异自编码器产生的无效反应.
- 领域专家验证了生成的反应.
- 根据现有的化学文献评估反应的可行性和新性.
结论:
- 化学RxnSAGE为化学反应生成和评估提供了一个全面和可扩展的解决方案.
- 该框架将计算工具与专家驱动的指标集成在一起,以进行可靠的评估.
- 这项工作推进了人工智能驱动化学发现的最新技术.
相关概念视频
Predicting Reaction Outcomes
10.0K
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,...
10.0K
SN2 Reaction: Kinetics
10.1K
Kinetic Studies and Significance
In a chemical reaction, a relationship exists between the concentration of reactants and the rate at which the reaction proceeds. The study to measure this relationship is known as the kinetics of a chemical reaction. Kinetic studies are used to deduce the rate law of a chemical reaction, which provides information about the species involved during the transition state of the rate-determining step. Thus, kinetic studies help to derive the mechanism of a...
In a chemical reaction, a relationship exists between the concentration of reactants and the rate at which the reaction proceeds. The study to measure this relationship is known as the kinetics of a chemical reaction. Kinetic studies are used to deduce the rate law of a chemical reaction, which provides information about the species involved during the transition state of the rate-determining step. Thus, kinetic studies help to derive the mechanism of a...
10.1K
SN1 Reaction: Kinetics
9.5K
In an SN2 reaction, the reaction rate depends on both the type of nucleophile and the substrate. A hindered tertiary alkyl halide is practically inert to the SN2 mechanism despite using a strong nucleophile.
However, Sir Christopher Ingold and Edward D. Hughes, who studied the kinetics of various nucleophilic substitution reactions, noticed that a tertiary alkyl halide does undergo a nucleophilic substitution reaction in the presence of a weak nucleophile. While studying the substitution...
However, Sir Christopher Ingold and Edward D. Hughes, who studied the kinetics of various nucleophilic substitution reactions, noticed that a tertiary alkyl halide does undergo a nucleophilic substitution reaction in the presence of a weak nucleophile. While studying the substitution...
9.5K
Chemical Reactions
95.0K
A chemical reaction is a process by which the bonds in the atoms of substances are rearranged to generate new substances. Matter cannot be created or destroyed in a chemical reaction—the same type and number of atoms that make up the reactants are still present in the products. Merely, the rearrangement of chemical bonds produces new compounds.
Chemical Reactions Rearrange Atoms into New Substances
A chemical reaction takes starting materials—the reactants—and changes them...
Chemical Reactions Rearrange Atoms into New Substances
A chemical reaction takes starting materials—the reactants—and changes them...
95.0K
Chemical Reactions
13.3K
A balanced chemical equation provides the information of chemical formulas of the reactants and products involved in the chemical change. A reaction’s stoichiometry helps predict how much of the reactant is needed to produce the desired amount of product, or in some cases, how much product will be formed from a specific amount of the reactant.
The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts. However, in...
The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts. However, in...
13.3K
Multi-Step Reactions
8.6K
Chemical reactions often occur in a stepwise fashion involving two or more distinct reactions taking place in a sequence. A balanced equation indicates the reacting species and the product species, but it reveals no details about how the reaction occurs at the molecular level. The reaction mechanism (or reaction path) provides details regarding the precise, step-by-step process by which a reaction occurs. Each of the steps in a reaction mechanism is called an elementary reaction. These...
8.6K


