This study reveals that rs28429148 is a novel FTO variant that can affect NAFLD risk from the perspective of colocalization MR analysis and provides a reliable explanation for the drivers of the significant causal relationship between cheese and juice preferences and NAFLD risk (Rivera‐Iñiguez et al. 2023). Here, FTO is linked to metabolic dysfunction-associated steatotic liver disease.