Our study is the first large population-based study investigating the association of six genetic variants increasing (PNPLA3, TM6SF2, GCKR, MBOAT7) and two genetic variants decreasing (PPP1R3B, HDS17B13) the risk of NAFLD. Here, TM6SF2 is linked to metabolic dysfunction-associated steatotic liver disease.