Certain genes, such as GUCY2D, CEP290, NMNAT1, and AIPL1, are predominantly associated with LCA, while others, including RPE65 and RDH12, are more frequently linked to EOSRD [26]. The gene discussed is GUCY2D; the disease is Leber congenital amaurosis.