In summary, adherence to the “Fast-food-type” pattern was independently associated with higher NAFLD odds, CRP, and uric acid levels (p ≤ 0.05), whereas a greater adherence to the “Unsaturated fatty acids” pattern was protective towards NAFLD, insulin, and HOMA-IR levels. Here, INS is linked to metabolic dysfunction-associated steatotic liver disease.