Thus, ABCC1, ACACB, F13A1, FGF1, FGF2, HSD11B1, PDE3A, PTPN22, and MMP9 have better obesity diagnostic values. Here, F13A1 is linked to obesity due to melanocortin 4 receptor deficiency.