Based on ccfDNA parameters, methylation data and demographical information, automated machine learning analysis generated biosignatures, including GCK, IAPP, and KCNJ11 methylation, with a very high discriminating performance of T2D from healthy individuals [19]. Here, KCNJ11 is linked to type 2 diabetes mellitus.