Although the biological function of the gene GPD1L in human adipose tissue and obesity requires further investigation, our findings and other evidence supported that GPD1L in adipose tissue may play a pivotal role in the molecular mechanism of obesity. Here, GPD1L is linked to obesity due to melanocortin 4 receptor deficiency.