Previously, collagen genes, such as collagen type 1 alpha 1 chain (COL1A1), were shown to be consistently up-regulated with MASLD progression from steatosis to fibrosis [25]. Here, COL1A1 is linked to metabolic dysfunction-associated steatotic liver disease.