In parallel, carriers of AG genotype of FGF21 rs838133 exhibited a higher propensity for progression to MASLD (AOR: 18.622; 95% CI: 1.619-214.169, P = 0.019) and G allele accompanied by greater insulin resistance and unfavorable lipid profiles. Here, FGF21 is linked to Insulin resistance.