It has been previously described in retroperitoneal white adipose tissue of male mice fed an HF diet for 6 weeks, an increased expression of NOX4 together with an increase in GPx1 before the onset of obesity and insulin resistance [67]. The gene discussed is NOX4; the disease is Insulin resistance.