In summary, after analyzing the gene expression data, we found that the LPL/ FABP4/CPT1 molecular axis was up-regulated along with the cell proliferation genes in the progression of NAFLD/NASH to HCC. The gene discussed is FABP4; the disease is metabolic dysfunction-associated steatotic liver disease.