Here, the authors characterized 61 MC4R variants identified in 0.5 million people from the UK Biobank and examined the associations of these variants with BMI and obesity-related cardiometabolic diseases. The gene discussed is MC4R; the disease is obesity due to melanocortin 4 receptor deficiency.