IGSF3 and diabetes mellitus: In total there were 44 out of 973 (4.5%) proteins that contributed significantly to the prediction of diabetes (FDR-corrected p<0.05) in the random forest model, the most important being NOS3, HGF, PON3, IGSF3, and ADGRG1 (Fig 1e).