We further identified IL6, CCL19, CXCL8, CXCL12, CCL2, CCL3, CCL4, CXCL2, IL1B, and CXCL1 as the hub genes that play vital roles in the pathogenesis of obesity. Here, CCL3 is linked to obesity due to melanocortin 4 receptor deficiency.