Among the 57 studies which reported cORs, PRDM16: rs2651899 conferred the strongest association with obesity (cOR = 44.60, 95% CI: 11.60–172.02, P = 0.0001). This evidence concerns the gene PRDM16 and obesity due to melanocortin 4 receptor deficiency.