Among the three NOX isoforms described in this review, NOX4 is undoubtedly the one offering the most puzzling results regarding its role in the fatty liver and the NAFLD–NASH–HCC transition. The gene discussed is NOX4; the disease is metabolic dysfunction-associated steatotic liver disease.