Enrichment analysis illustrated that these genes predominantly participated in biological processes, such as regulating oxidative stress and inflammatory responses, and were part of pathways like TNF, IL-17, and AGE-RAGE signaling in DM complications. Here, TNF is linked to diabetes mellitus.