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). The gene discussed is YBX1; the disease is metabolic dysfunction-associated steatohepatitis.