Our sex-stratified analysis of adult BMI identified rare loss-of-function variants in DIDO1 and SLC12A5, which in this study confer higher risks of obesity than variants in the known monogenic causes of obesity, MC4R and POMC. However, it is unclear why their effects are specific to females. Here, DIDO1 is linked to obesity due to melanocortin 4 receptor deficiency.