There were 10 RAM-DEGs between tumor and normal groups, including ADH4, ALDH1A1, DHRS3, DHRS9, LRAT, RDH10, RDH11, RDH12, RDH5, and RPE65 (Fig. 1A). Here, RDH12 is linked to neoplasm.