All the validated CCA-associated PKs identified in this study showed no expression difference between cancer and NATs, which suggested that it would be difficult to obtain valid information directly from mass spectrometry data, further highlighting the importance of bioinformatics-based approaches for protein kinase prediction. Here, ARAF is linked to cholangiocarcinoma.