In this brief report, we demonstrate significant sexual dimorphism in ELOVL1, PPAR alpha, and CYP4a12a expression while suggesting possible roles for these proteins in the development of MASH. Here, ELOVL1 is linked to metabolic dysfunction-associated steatohepatitis.