GEO analysis showed that ATF4 was upregulated in CC tissues (2/3 datasets), which was in line with HPA, indicating that ATF4 may play an oncogenic role in CC (Figure 6A, Figure S4A). Here, ATF4 is linked to cholangiocarcinoma.