In contrast, the presence of 11 marker genes, including PKM, MAPK1, MAPK3, PIK3R1, HK1, HK3, INSR, PIK3CD, SOCS1, IRS2 and TNF, was associated with T2DM status. Here, PIK3R1 is linked to type 2 diabetes mellitus.