Three of them were also related to chronic renal failure, which had comorbidity correlations with T1D in the PDNs, including Th17 cell differentiation53, NF-kappa B signaling pathway54, and TNF signaling pathway55. Here, TNF is linked to type 1 diabetes mellitus.