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. The gene discussed is TNF; the disease is chronic kidney disease.