Kariofillis, Stavros K.; Jiang, Shutian; Zuranski, Andrzej M.; Gandhi, Shivaani S.; Martinez Alvarado, Jesus I.; Doyle, Abigail G. published an article in 2022. The article was titled 《Using Data Science To Guide Aryl Bromide Substrate Scope Analysis in a Ni/Photoredox-Catalyzed Cross-Coupling with Acetals as Alcohol-Derived Radical Sources》, and you may find the article in Journal of the American Chemical Society.Product Details of 29682-15-3 The information in the text is summarized as follows:
Ni/photoredox-catalyzed (deutero)methylation and alkylation of aryl halides RX (R = Ph, Ac, t-Bu, etc.; X = Br, Cl) and benzaldehyde di(alkyl) acetals R1CH(OR2)2 (R1 = Ph, 4-(1H-imidazol-4-yl)benzen-1-yl, 5-tert-butyl-2-chlorophenyl, etc.; R2 = Me, Et, Bn, etc.) that serve as alc.-derived radical sources were reported. Reaction development, mechanistic studies, and late-stage derivatization of a biol. relevant aryl chloride, fenofibrate, are presented. Then, the integration of data science techniques, including DFT featurization, dimensionality reduction, and hierarchical clustering, to delineate a diverse and succinct collection of aryl bromides that is representative of the chem. space of the substrate class was described. By superimposing scope examples from published Ni/photoredox methods on this same chem. space, areas of sparse coverage and high vs. low average yields were identified, enabling comparisons between prior art and this new method. Addnl., it was demonstrated that the systematically selected scope of aryl bromides RBr can be used to quantify population-wide reactivity trends and reveal sources of possible functional group incompatibility with supervised machine learning. In the experiment, the researchers used many compounds, for example, Methyl 5-bromopicolinate(cas: 29682-15-3Product Details of 29682-15-3)
Methyl 5-bromopicolinate(cas: 29682-15-3) belongs to pyridine. In industry and in the lab, pyridine is used as a reaction solvent, particularly when its basicity is useful, and as a starting material for synthesizing some herbicides, fungicides, and antiseptics.Product Details of 29682-15-3