HRH2 and cholangiocarcinoma: Furthermore, HRH2 has shown the highest correlation with HGF expression in CAFs through scRNA-seq (Figure 1D) and this result was also validated by the CCA databases (GSE26566 and GSE132305) (Supplementary Figure S1).