Finally, ISO’s predictive ability was proved with logistic regressions, where the metabolite was significantly evidenced as a predictive protector for NAFLD, even when adjusted and controlled by very potent variables involved in NAFLD as well, such as VAT, adiponectin, plasmatic glucose, and M30. The gene discussed is ADIPOQ; the disease is metabolic dysfunction-associated steatotic liver disease.