Additionally, transcriptome analysis of liver biopsy samples from patients with MASH, combined with single-cell analysis of human macrophage subsets, revealed a significant positive correlation between IL32 expression and various immune cell subsets, including KCs (Fig. 6e and Supplementary Fig. 6h, i). This evidence concerns the gene IL32 and metabolic dysfunction-associated steatohepatitis.