Key genes identified in this subtype included SLBP, MBD1, MINK1, DPH1, and CSNK1D, which are noted in existing literature for their roles in tumor malignancy and progression [45–48], thereby reinforcing the reliability of the ac4C score. This evidence concerns the gene MBD1 and neoplasm.