IL31 and metabolic syndrome: Regarding biological interest, we have identified the five genes Gata3 [27], Myc [28], Cd4 [29], Elane [30], and Il31 [31] as putative key regulators at the predisease state before metabolic syndrome based on DNB-DEG relationships (Figure 4).