By directly stratifying macrophage subsets, it was observed that Gpnmb+ macrophages and Clec4f+ macrophages exhibited a stronger preference for Kupffer cells in NASH. This evidence concerns the gene GPNMB and metabolic dysfunction-associated steatohepatitis.