In this study, we hypothesize that some features, such as slope, of MSE analysis of EEG data can be associated with the therapy efficacy of AChE inhibitors in AD patients, relying on the ability of MSE to demonstrate different mechanisms with multiple temporal or spatial scales. This evidence concerns the gene ACHE and Alzheimer disease.