Furthermore, pathogenic variants in GNRH1, GNRHR, KISS1, KISS1R (GPR54), TAC3, and TACR3 are predominantly associated with nIHH (Kaluzna et al. 2024; Topaloglu 2017). This evidence concerns the gene KISS1R and hypogonadotropic hypogonadism.