Subsequent machine learning analysis and external validation pinpointed two genes: CDKN1B and TFAM, as demonstrating the closest correlation to oxidative stress in NAFLD. This evidence concerns the gene TFAM and metabolic dysfunction-associated steatotic liver disease.