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. Here, PSEN1 is linked to type 2 diabetes mellitus.