S100A12 and metabolic dysfunction-associated steatotic liver disease: In this study, six common immune-related candidate genes (PTGS2, FCGR1A, MMP9, VNN3, S100A12, and RRS1) for NAFLD and IS were identified via comprehensive bioinformatic analysis and machine learning algorithms.