Previous studies have revealed that ENPP1 directly interacts with IR and inhibits insulin signaling (Kato et al., 2012; Maddux and Goldfine, 2000), and the binding of Gal-3 to IR causes insulin resistance (Li et al., 2016). This evidence concerns the gene INS and Insulin resistance.