Although being a member of TGF-β superfamily, more and more evidence showed that GDF-15 has high affinity with GDNF family receptor α-like (GFRAL) [45, 46], which is correlated to anti-obesity effects and energy balance [45, 47]. Here, TGFB1 is linked to obesity due to melanocortin 4 receptor deficiency.