The mRNA expression of the six key HR genes was highest in the oesophageal cancers (p < 0.05) and lowest (p < 0.05) (excluding ATM and MRE11 in CCA) in HCC, CCA and PAAD patients (Figure 4). This evidence concerns the gene ATM and cholangiocarcinoma.