More importantly, we identified three candidate genes, Adra2b, Lipa, and Paqr7, that exhibited differential methylation and expression following exercise intervention, suggesting their potential roles in the prevention of MASLD. Here, LIPA is linked to metabolic dysfunction-associated steatotic liver disease.