We further detected that renal transcription level of DPP4 is positively correlated to the renal failure in the IgA patients according to their changes of serum creatinine and glomerular filtration rate (Figure 1B), where an up-regulated KEGG pathway is related to DPP4 (Supplementary Figure 1A). Here, DPP4 is linked to kidney failure.