LASSO regression analysis (Fig. 1F) selected “lambda.1se” as the optimal penalty parameter, with IL-24 remaining a significant feature with a non-zero coefficient (β = −0.277), suggesting an inverse relationship with NAFLD progression. This evidence concerns the gene IL24 and metabolic dysfunction-associated steatotic liver disease.