Virtual screening prediction of new potential organocatalysts for direct aldol reactions
Version 2 2024-03-12, 13:22Version 2 2024-03-12, 13:22
Version 1 2024-03-01, 09:08Version 1 2024-03-01, 09:08
journal contribution
posted on 2024-03-12, 13:22authored byXiang Hui Liu, Hong Yan Song, Xiao Hua Ma, Martin LearMartin Lear, Yu Zong Chen
A support vector machine (SVM)-based virtual screening method is demonstrated as a rapid computational tool for the prediction of potential asymmetric organocatalysts for the direct aldol reaction. Our models show good accuracy at cross-validation and independent testing. Structure analyses of screening hits from the PubChem database revealed several new classes of compounds, including beta-amino acids, diamines and hydrazides, as potential chiral organocatalysts.