The integrative diagnostic model (TyG + NLR + IL-6) also demonstrates superior accuracy in NAFLD detection, substantiating its clinical translation potential for early metabolic dysfunction identification and treatment. Here, IL6 is linked to metabolic dysfunction-associated steatotic liver disease.