We discovered with independent dataset Supplementary Figures S2B in S1 File shows that five sKGs (TFRC, MCL1, SCARB1, CD74 and JUN) are upregulated in T2D, while the other sKGs (CREB1) are downregulated, supporting our results. Here, CREB1 is linked to type 2 diabetes mellitus.