These results are consistent with previous observational epidemiological studies as well as MR analyses, in other words, obesity, T2D, and fasting insulin are closely associated with the risk of developing DKD or proteinuria (47–49). This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.