Herein, we focused on purified preadipocytes and have elucidated the anti-obesity role of ANXA1, PDLIM7 and MYCBP2 in the suppression of adipogenesis, along with the underlying molecular mechanisms. The gene discussed is PDLIM7; the disease is obesity due to melanocortin 4 receptor deficiency.