LGALS12 and obesity due to melanocortin 4 receptor deficiency: In summary, we successfully identified seven key genes, namely, CCRL2, GPT, LGALS12, PC, SLC27A2, SLC4A4, and TTC36, which are involved in obesity occurrence and development likely through the immune microenvironment.