In this study, by analyzing three GEO datasets and verifying in 24 patients, we identified that CCRL2, GPT, LGALS12, PC, SLC27A2, SLC4A4, and TTC36 might be the key genes that play an important role in obesity pathogenesis. This evidence concerns the gene TTC36 and obesity due to melanocortin 4 receptor deficiency.