Analysis of the ROC curve and AUC for the xgbTree algorithm across training and testing datasets suggest that this ML algorithm is capable of distinguishing individuals with AD from healthy controls and that ENST00000311550 (GABRB3) is the most significant mRNA for predicting AD (Supplementary Figure S1). This evidence concerns the gene GABRB3 and Alzheimer disease.