In the current study, we have successfully identified four hub genes (MVK, HMGCS1, TM7SF2, and FDPS) associated with cholesterol metabolism in NAFLD. The gene discussed is HMGCS1; the disease is metabolic dysfunction-associated steatotic liver disease.