To our knowledge, our study is the first to show that three SNPs on BDNF were associated with general obesity as well as central obesity in former smokers only, which may indicate a unique genetic mechanism for obesity related to smoking cessation. Here, BDNF is linked to obesity due to melanocortin 4 receptor deficiency.