Notably, several genes, including ANXA2, ALDH3A1, and EPHB1, exhibited a progressive increase in expression from normal skin and nevus to primary and MM, which is consistent with previous mendelian randomization and SMR results. Here, ALDH3A1 is linked to Miyoshi myopathy.