Heterozygous variants were detected in PROK2, WDR11 and CHD7 associated with hypogonadotropic hypogonadism, but these variants are insufficient to contribute to the POI phenotype. This evidence concerns the gene PROK2 and hypogonadotropic hypogonadism.