This study's objectives are to explore the causal relationship between circulating GDF-15 levels and NAFLD using MR and to assess the mediating function of immune cells in the GDF-15–NAFLD axis through mediation analysis. This evidence concerns the gene GDF15 and metabolic dysfunction-associated steatotic liver disease.