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Regioselectivity and Stereochemistry of Hydroboration02:36

Regioselectivity and Stereochemistry of Hydroboration

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A significant aspect of hydroboration–oxidation is the regio- and stereochemical outcome of the reaction.
Hydroboration proceeds in a concerted fashion with the attack of borane on the π bond, giving a cyclic four-centered transition state. The –BH2 group is bonded to the less substituted carbon and –H to the more substituted carbon. The concerted nature requires the simultaneous addition of –H and –BH2 across the same face of the alkene giving syn...
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Regioselectivity of Electrophilic Additions to Alkenes: Markovnikov's Rule02:17

Regioselectivity of Electrophilic Additions to Alkenes: Markovnikov's Rule

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If a set of reactants can yield multiple constitutional isomers, but one of the isomers is obtained as the major product, the reaction is said to be regioselective. In such reactions, bond formation or breaking is favored at one reaction site over others.
The hydrohalogenation of an unsymmetrical alkene can yield two haloalkane products, depending on which vinylic carbon takes up the halogen. However, one product usually predominates, where hydrogen adds to the vinylic carbon bearing the...
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Regioselectivity and Stereochemistry of Acid-Catalyzed Hydration02:34

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The rate of acid-catalyzed hydration of alkenes depends on the alkene's structure, as the presence of alkyl substituents at the double bond can significantly influence the rate.
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Regioselectivity of Electrophilic Additions-Peroxide Effect02:35

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In the presence of organic peroxides, the addition of hydrogen bromide to an alkene yields the isomer that is not predicted by Markovnikov’s rule. For example, the addition of hydrogen bromide to 2-methylpropene in the presence of peroxides gives 1-bromo-2-methylpropane. This addition reaction proceeds via a free radical mechanism, which reverses the regioselectivity. The free radical reaction mechanism involves three stages: initiation, propagation, and termination.
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Predicting Products: Substitution vs. Elimination02:52

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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:
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Electrophilic 1,2- and 1,4-Addition of HX to 1,3-Butadiene01:17

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The electrophilic addition of hydrogen halides such as HBr to alkenes and nonconjugated dienes gives a single product as per Markovnikov’s rule.
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利用语言模型的多任务处理来预测C-H玻里लेशन选择性

Ruslan Kotlyarov1, Konstantinos Papachristos2, Geoffrey P F Wood2

  • 1Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.

Journal of chemical information and modeling
|May 6, 2024
PubMed
概括
此摘要是机器生成的。

在C-H玻里化反应中预测区域选择性是具有挑战性的. 一个微调的T5Chem语言模型准确地预测了反应产品,并确定了类似药物的分子中的反应位点.

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科学领域:

  • 有机化学 有机化学
  • 计算化学的计算化学
  • 药用化学 医学化学

背景情况:

  • 由于多功能下游合反应,C-H玻利化对于合成制药候选物至关重要.
  • 在C-H玻利化中预测区域选择性,特别是对具有异环的复杂药物样分子,仍然是一个重大挑战.

研究的目的:

  • 评估一种语言模型T5Chem的有效性,用于预测C-H玻利化反应结果.
  • 评估模型在产品生成和化反应现场反应性分类中的性能.

主要方法:

  • 利用了来自Reaxys的玻利化反应数据集.
  • 微调了一个T5Chem多任务语言模型,最初是在USPTO_500_MT专利数据上训练的.
  • 评估了模型预测反应产品和分类反应性C-H键的能力.

主要成果:

  • 微调的T5Chem模型在生成正确的C-H玻利化产品时达到79%的准确性.
  • 该模型在分类反应性芳香C-H键方面表现出很高的性能,准确率为95%,预测值为88%.
  • 性能超过了基于图形的专用神经网络.

结论:

  • 语言模型,特别是T5Chem,为预测C-H化区域选择性提供了强大而准确的方法.
  • 这种计算策略可以帮助有效设计和合成制药化合物.
  • 该模型的预测能力超过了当前基于图形的方法,为改进的反应预测工具铺平了道路.