In order to better understand from a mechanistic standpoint, the impact of Pcolce gene deficiency on NASH progression and fibrosis, gene expression studies focusing on key relevant pathways were performed. The gene discussed is PCOLCE; the disease is metabolic dysfunction-associated steatohepatitis.