QDPR and ciliopathy: While CC2D2A and QDPR are primarily linked to ciliopathies and neurotransmitter metabolism, respectively [36, 37], their potential roles in ovarian biology warrant exploration, as ciliary dysfunction is increasingly recognized as a driver of POI [38].