Our study showed a distinctive monocyte gene expression profile in childhood obesity, and downregulation of monocyte IMPDH2 and TMEM134 was also associated with obesity in the adult cohort at risk. The gene discussed is IMPDH2; the disease is obesity due to melanocortin 4 receptor deficiency.