Notably, Ruvbl2, Pc, Sra1, and Preb which were found upregulated in NAFLD liver tissue from our results, are literally confirmed for their regulation in promoting lipid accumulation of hepatocytes. The gene discussed is RUVBL2; the disease is metabolic dysfunction-associated steatotic liver disease.