Here were found many genes whose expression positively correlates with obesity, insulin resistance, type-2 diabetes and chronic inflammation, such as Irs2, Angptl4, Lepr, Camkk2 and Tbk1 (Extended Data Fig. 5a). Here, IRS2 is linked to obesity due to melanocortin 4 receptor deficiency.