However, our study specifically identified ATP1A1, CACNA1D, and CALM1 as DEGs in macrophages from T2D pancreatic islets when compared to non-diabetic individuals, and as hub ABRGs. Here, ATP1A1 is linked to type 2 diabetes mellitus.