Machine learning analyses have identified ANXA2 among the ferroptosis-related genes as potential diagnostic biomarkers for NAFLD, suggesting its involvement in the oxidative stress response and its potential utility in early diagnosis (39). The gene discussed is ANXA2; the disease is metabolic dysfunction-associated steatotic liver disease.