In conclusion, combined with the results of the literature search and bioinformatic analysis, we believe that the three genes, BIRC6, TGFB1, and PSEN1, have a clear correlation with T2DM and cognitive impairment, which can be used as target genes for disease prediction in the future. The gene discussed is BIRC6; the disease is type 2 diabetes mellitus.