Peroxisome proliferator-activated receptor alpha (PPARα), which had the largest number of compound interactions in our network study, was indicated as the key regulator of lipid peroxidation in ALD and NAFLD. Here, PPARA is linked to metabolic dysfunction-associated steatotic liver disease.