These genes are known to gradually increase upon NASH progression, with Gdf15 and Ccl20 encoding proinflammatory cytokines, Col1a1 and Col1a2 encoding collagen chain proteins, and Itgbl1 known for regulating liver fibrosis. Here, COL1A2 is linked to metabolic dysfunction-associated steatohepatitis.