Taken together, these findings, derived predominantly from European-ancestry cohorts, support MRAP2 as a biologically plausible susceptibility gene for human obesity and indicate that rare coding MRAP2 variants are associated with higher odds of obesity, providing a quantitative framework to guide future large-scale genetic and functional studies. Here, MRAP2 is linked to obesity due to melanocortin 4 receptor deficiency.