We functionally characterized 61 MC4R variants identified in 0.5 million people from UK Biobank and examined their associations with body mass index (BMI) and obesity-related cardiometabolic diseases. This evidence concerns the gene MC4R and obesity due to melanocortin 4 receptor deficiency.