Subsequently, Model 4 incorporated additional dietary variables such as protein, carbohydrate, fat, water, calcium, iron, and zinc, and the notable positive association between AIP levels and gallstone prevalence persisted (OR = 1.57; 95% CI: 1.05-2.35; P = 0.0283). Here, AIP is linked to gallstones.