Artificial neural networks established NAFLD pathophysiological processes functionally related to RUNX1: hepatic insulin resistance, lipotoxicity, and hepatic injury-liver fibrosis. Here, RUNX1 is linked to metabolic dysfunction-associated steatotic liver disease.