Through colocalization analyses, we subsequently identified the specific gene locus rs28429148, which is located on the FTO gene, drives the causal association between cheese and juice preferences and an increased risk of NAFLD. Here, FTO is linked to metabolic dysfunction-associated steatotic liver disease.