We found strong correlations between genetic effects on HCC and hepatic steatosis (r2 = 0.75), and HCC and cirrhosis (r2 = 0.69), whereas only three loci (APOE, HFE, and TERT) had concordant effects on HCC and biliary tract cancer. Here, HFE is linked to biliary tract cancer.