In the current HFD induced obesity model, the CD80’s stagnation in Lkb1-/-ATDC becomes more significant might be partially due to the higher lipid accumulation in ATDC, which suppressed the CD80 regulation pathway. This evidence concerns the gene CD80 and obesity due to melanocortin 4 receptor deficiency.