Moreover, 61% of the DEGs in the ND-IGT process were also identified in ND-T2D, indicating that the DEGs of the predisease progression, such as the inflammation-related genes IL1RL1 and IL6, may continue to affect disease progression, providing evidence that inflammation is a risk factor for disease progression. Here, IL1RL1 is linked to type 2 diabetes mellitus.