Pathways were enriched in the AGE-RAGE signaling pathway in diabetic complications, the TNF signaling pathway, the Rap1 signaling pathway and the MAPK signaling pathway, which was consistent with previous studies in T2DM patients with heart failure (Yue et al., 2021; Mai et al., 2022). This evidence concerns the gene TNF and type 2 diabetes mellitus.