The induction of several genes in the NAM and KC-like macrophages at the early stage and continued over expression at 40 weeks indicate the highly active immune processes during the progression to NASH (Supplementary Figure 3E). Here, CALCA is linked to metabolic dysfunction-associated steatohepatitis.