By directly stratifying macrophage subsets, it was observed that Gpnmb+ macrophages and Clec4f+ macrophages exhibited a stronger preference for Kupffer cells in NASH. The gene discussed is CLEC4F; the disease is metabolic dysfunction-associated steatohepatitis.