Despite these clinical correlations, the cellular expression and mechanistic contributions of DPP7 to CRC pathogenesis, particularly its interplay with TIME, remain enigmatic, warranting systematic investigation. The gene discussed is DPP7; the disease is colorectal carcinoma.