Analyses of whole-exome sequencing data identify rare loss-of-function variants in BSN associated with adult-onset obesity, type 2 diabetes and fatty liver disease, with stronger effect sizes than those observed for variants in known obesity risk genes such as MC4R. This evidence concerns the gene MC4R and obesity due to melanocortin 4 receptor deficiency.