In our previous study analyzed from the TCGA database, we demonstrated the upregulation of key necroptotic proteins, including RIPK1, RIPK3, and MLKL in CCA primary tissues compared to normal bile ducts25. This evidence concerns the gene RIPK1 and cholangiocarcinoma.