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使用α-重氮羰基前体的硼烷催化卡宾转移反应中B-O和B-C键形成途径的效率比较:密度泛函理论与机器学习的联合研究

Comparison of the Efficiency of B-O and B-C Bond Formation Pathways in Borane-Catalyzed Carbene Transfer Reactions Using α-Diazocarbonyl Precursors: A Combined Density Functional Theory and Machine Learning Study.

作者信息

Farshadfar Kaveh, Laasonen Kari

机构信息

Department of Chemistry and Material Science, School of chemical Engineering, Aalto University, 02150 Espoo, Finland.

出版信息

ACS Catal. 2024 Sep 16;14(19):14486-14496. doi: 10.1021/acscatal.4c03368. eCollection 2024 Oct 4.

DOI:10.1021/acscatal.4c03368
PMID:39445172
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11494835/
Abstract

Lewis acidic boranes, especially tris(pentafluorophenyl)borane [B(CF)], have emerged as metal-free catalysts for carbene transfer reactions of α-diazocarbonyl compounds in a variety of functionalization reactions. The established mechanism for how borane facilitates carbene generation for these compounds in the scientific community is based on the formation of a B-O (C=O) intermediate (). Herein, we report an extensive DFT study that challenges the notion of a ubiquitous , revealing that B-C(=N=N) bond formation () for certain diazocarbonyl substrates proves to be the preferred pathway. This study elucidates, through the introduction of 22 various substituents on each side of the α-diazocarbonyl backbone, how the electron-donating and -withdrawing properties of substituents influence the competition between these B-O and B-C pathways. To elucidate the impact of the electronic features of diazo substrates on the competition between the O and C pathways in the studied dataset, we employed a machine learning approach based on the Random Forest model. This analysis revealed that substrates with higher electron density on the diazo-attached carbon, lower electron density on the carbonyl carbon, and more stable HOMO orbitals tend to proceed via . Furthermore, this study not only demonstrates that borane efficiency in facilitating N release is greatly affected by the nature of substituents on both sides of the α-diazocarbonyl functionality but also shows that for some substrates, borane is incapable of catalyzing the release of molecular nitrogen.

摘要

路易斯酸性硼烷,尤其是三(五氟苯基)硼烷[B(CF)],已成为无金属催化剂,用于多种官能化反应中α-重氮羰基化合物的卡宾转移反应。科学界中关于硼烷如何促进这些化合物生成卡宾的既定机制是基于B-O(C=O)中间体的形成()。在此,我们报告了一项广泛的密度泛函理论(DFT)研究,该研究对普遍存在的观点提出了挑战,揭示了对于某些重氮羰基底物,B-C(=N=N)键的形成()被证明是首选途径。通过在α-重氮羰基主链的每一侧引入22种不同的取代基,本研究阐明了取代基的供电子和吸电子性质如何影响这些B-O和B-C途径之间的竞争。为了阐明重氮底物的电子特征对研究数据集中O和C途径之间竞争的影响,我们采用了基于随机森林模型的机器学习方法。该分析表明,在与重氮相连的碳上具有较高电子密度、在羰基碳上具有较低电子密度且具有更稳定的最高占据分子轨道(HOMO)的底物倾向于通过 进行反应。此外,本研究不仅表明硼烷促进N释放的效率受到α-重氮羰基官能团两侧取代基性质的极大影响,还表明对于某些底物,硼烷无法催化分子氮的释放。

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