Previous mouse model studies have shown that deletion of SMAD4 and FOXL2 in GnRH results in FSH deficiency and female infertility [47], and FSH and LH can enhance the activity of the TGF-β/SMAD signaling pathway [48]. The gene discussed is FOXL2; the disease is female infertility.