COL1A2 and metabolic dysfunction-associated steatohepatitis: Notably, LUM, COL1A2, and THBS2 were positively correlated with M1 macrophages and negatively with M2 macrophages, indicating these genes primarily influence inflammatory responses in NASH (Figs. 6D–F).