In the KEGG enrichment analysis, some disease-related signalling pathways (such as Calcium signalling pathway, HIF-1 signalling pathway, TNF signalling pathway, and PI3K/Akt signalling pathway) were identified, which were closely linked to the occurrence and development of T2DM. Here, TNF is linked to type 2 diabetes mellitus.