The framework's analytical pipeline, featuring outlier adjustment using the boxplot algorithm and comparative normalization strategies (Z-score, min-max, L2, and median scaling), was subsequently validated in a T2DM mouse model with insulin and liraglutide-administered groups. This evidence concerns the gene INS and type 2 diabetes mellitus.