The terms identified in the BP category showed that aberrantly expressed GNG7 was associated with antigen processing and presentation via MHC class II(MHCII), while in the CC category, the hub genes were significantly enriched in the MHCII protein complex and endoplasmic reticulum-related terms. Here, GNG7 is linked to cholangiocarcinoma.