MCI and T2DM have blood co-expression genes, and we identified the key pathogenic genes, namely LNX2, BIRC6, ANKRD46, IRS1, TGFB1, APOA1, PSEN1, NPY, and ALDH2, which all have good predictive value. This evidence concerns the gene IRS1 and type 2 diabetes mellitus.