In conclusion, several genes implicated in CHH and associated with early stages of GnRH neuron development were present in this data, including nine genes that are associated with KS and anosmia, suggesting involvement in embryonic GnRH neuronal migration from the olfactory placode. Here, GNRH1 is linked to Kallmann syndrome.