Pairwise enrichment analysis of the fibrosis-dependent gene clusters with our MoMF-derived gene clusters revealed a significant loss of M-CSF + IL-4/IL-13 response genes (Figure 3B), indicating a continuous loss of this macrophage phenotype during NASH disease progression from F0 to F4. This evidence concerns the gene CSF1 and metabolic dysfunction-associated steatohepatitis.