In summary, the comprehensive analysis of blood monocytes in human obesity revealed a perturbation of the monocyte compartment with increased numbers of total monocytes, classical monocytes, intermediate monocytes, CD56+ monocytes, and M-MDSCs. The gene discussed is NCAM1; the disease is obesity due to melanocortin 4 receptor deficiency.