Utilizing lasso regression results, the differential expression analysis revealed that the genes YBX1, MED8, and KPNA2 exhibited diagnostic significance in both NASH and HCC (Fig. 7C). This evidence concerns the gene YBX1 and hepatocellular carcinoma.