Transcriptomic analysis reveals gene expression abnormalities in the β-cells, adipose tissue, and liver of T2DM patients, particularly genes related to insulin secretion, inflammatory responses, and fat metabolism. Here, INS is linked to type 2 diabetes mellitus.