Moreover, the combination of CRP/PIGR/VWF facilitated the distinction between LD non-PSC CCAs and healthy individuals, while CRP/FRIL provided precise diagnosis for LD Pan-CCA cases. This evidence concerns the gene VWF and cholangiocarcinoma.