Notably, 17 lipid associated genes (CYP26A1, UGT2B17, SOAT2, CACNA1H, MME, LIPC, CETP, ACADS, SRD5A2, SULT1E1, AKR1D1, ADCY1, NR0B2, DGAT2, GPER1, CYP26B1, and DGKB) and 3 immune system associated genes (MT1G, CYP26B1, and GPER1) were found in NAFLD vs. cirrhosis group. This evidence concerns the gene ADCY1 and metabolic dysfunction-associated steatotic liver disease.