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. The gene discussed is SLC4A4; the disease is obesity disorder.