Hence, we quantitated serum cfDNA methylation levels of OPCML, HOXA9, and HOXD9 in CCA patients and other biliary diseases as well as evaluated their potential as a differential biomarker for CCA. Here, HOXD9 is linked to cholangiocarcinoma.