Notably, CALU, TFRC, and GBP2 were highly expressed in early developmental stages, whereas SERPINB5 and LY6D were up-regulated in later phases, indicating their involvement in distinct stages of cellular state transitions and tumor progression. Here, LY6D is linked to neoplasm.