KEGG analysis identified significantly altered pathways, including oxidative phosphorylation, chemical carcinogenesis involving ROS, AGE–RAGE signaling pathway, and non-alcoholic fatty liver disease (NAFLD), which are critical for energy production, stress response, and metabolic homeostasis (Fig. 3D). This evidence concerns the gene RENBP and metabolic dysfunction-associated steatotic liver disease.