Prediction of an Interaction between Bakuchiol and Acetylcholinesterase using Adaboost

A structure-activity relationship (SAR) dataset was generated for a set of acetylcholinesterase inhibitors using Adaboost and physicochemical parameters. After calculation, it is found that the ACC of SAR model is 99.51 by using 10-fold cross-validation test, while 99.35% for independent test set. Based on the SAR prediction model, bakuchiol is predicted to be an acetylcholinesterase inhibitor. Fluorescence was used to investigate the binding between bakuchiol and acetylcholinesterase, which can provide valuable qualitative and quantitative information about the interaction between acetylcholinesterase and bakuchiol.