To further confirm our conclusions, we used HCC dataset (LIRI-JP) from the ICGC database for validation and found ABCC5 and TUBG1 genes were independent risk factors for HCC (OR>1; P <0,05), while DHODH was not (Table 3). Here, DHODH is linked to hepatocellular carcinoma.