Previously, we performed a GWAS with a cross-sectional design and found that the PNPLA3 and SAMM50 genes are significantly associated with NAFLD, even after adjusting for age, sex and BMI, in the Korean population [12]. The gene discussed is PNPLA3; the disease is metabolic dysfunction-associated steatotic liver disease.