The gene subsets identified within ADC-abundant cell sub-clusters, including Epi_10_CYSTM1, Tregs, pro-tumor TANs, and P/B_01_IGHA2, exert potential roles in promoting both the carcinogenesis and immunosuppression of ADC. Here, CYSTM1 is linked to neoplasm.