AutoML analysis delivered biosignatures including GCK, IAPP and KCNJ11 methylation, with the highest ever reported discriminating performance of T2DM from healthy individuals (AUC 0.927). The gene discussed is KCNJ11; the disease is type 2 diabetes mellitus.