NAFLD pathophysiological motives most functionally related to RUNX1, according to an ANNs-based analysis, are hepatic insulin resistance, lipotoxicity, and hepatic injury-liver fibrosis. Here, RUNX1 is linked to metabolic dysfunction-associated steatotic liver disease.