In this study, HDAC2, SIRT3, and VEGFA showed high accuracy in predicting both diseases, indicating their importance as key predictor genes for OSA and NAFLD. This evidence concerns the gene VEGFA and metabolic dysfunction-associated steatotic liver disease.