Furthermore, we show that methylation levels at 21 of these sites predicted the development of kidney failure in T1D (p < 0.05) and found evidence for causal effects for the methylation of cg23527387 within the REV1 gene. Here, REV1 is linked to type 1 diabetes mellitus.